FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 7 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 0.23 and 0.35 GB. - 8 bytes per element (scalar), 15460800 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.06 and 0.08 GB. - 8 bytes per element (scalar), 3710592 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.02 GB. - 2 bytes per element (data_int), 3710592 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 3710592 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 3710592 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), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=309216, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 0.31 and 0.47 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 309216 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 309216 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 2 (331 points): Lose 21.502060 but Gain 575.201688 Iteration 0F (3.218126 sec): 19 clusters Score: Raw -12461755.328053 + Penalty 10353.630384 = -12451401.697669 nChanged 292550 Deleting Class 17 (252 points): Lose 222.176182 but Gain 575.201688 Iteration 1F (5.196875 sec): 18 clusters Score: Raw -13464714.419280 + Penalty 9778.428696 = -13454935.990584 nChanged 69647 Deleting Class 15 (433 points): Lose 514.299175 but Gain 575.201688 Iteration 2F (6.961695 sec): 17 clusters Score: Raw -13549443.350592 + Penalty 9203.227008 = -13540240.123584 nChanged 45073 Deleting Class 3 (368 points): Lose 519.950981 but Gain 575.201688 Iteration 3F (8.631109 sec): 16 clusters Score: Raw -13601597.031105 + Penalty 8628.025320 = -13592969.005785 nChanged 33534 Iteration 4F (10.213109 sec): 16 clusters Score: Raw -13640330.162193 + Penalty 8628.025320 = -13631702.136873 nChanged 26092 Iteration 5F (11.799588 sec): 16 clusters Score: Raw -13667200.904839 + Penalty 8628.025320 = -13658572.879518 nChanged 19175 Iteration 6F (13.385789 sec): 16 clusters Score: Raw -13689701.228133 + Penalty 8628.025320 = -13681073.202813 nChanged 12932 Iteration 7Q (14.676049 sec): 16 clusters Score: Raw -13718568.928702 + Penalty 8628.025320 = -13709940.903382 nChanged 13075 Iteration 8Q (16.073738 sec): 16 clusters Score: Raw -13731422.707214 + Penalty 8628.025320 = -13722794.681894 nChanged 13764 Iteration 9Q (17.562425 sec): 16 clusters Score: Raw -13744988.264843 + Penalty 8628.025320 = -13736360.239522 nChanged 14891 Deleting Class 18 (344 points): Lose 539.650509 but Gain 575.201688 Iteration 10Q (18.849186 sec): 15 clusters Score: Raw -13760488.629334 + Penalty 8052.823632 = -13752435.805702 nChanged 15968 Iteration 11F (20.323960 sec): 15 clusters Score: Raw -13776935.383798 + Penalty 8052.823632 = -13768882.560166 nChanged 16334 Iteration 12F (21.797291 sec): 15 clusters Score: Raw -13790207.119484 + Penalty 8052.823632 = -13782154.295852 nChanged 15538 Iteration 13F (23.289223 sec): 15 clusters Score: Raw -13801730.559603 + Penalty 8052.823632 = -13793677.735971 nChanged 15220 Iteration 14Q (24.512403 sec): 15 clusters Score: Raw -13813292.708774 + Penalty 8052.823632 = -13805239.885142 nChanged 16149 Iteration 15F (25.988845 sec): 15 clusters Score: Raw -13826854.465567 + Penalty 8052.823632 = -13818801.641935 nChanged 17312 Iteration 16F (27.468699 sec): 15 clusters Score: Raw -13840250.628670 + Penalty 8052.823632 = -13832197.805038 nChanged 15513 Iteration 17F (28.952564 sec): 15 clusters Score: Raw -13849613.598818 + Penalty 8052.823632 = -13841560.775186 nChanged 12921 Iteration 18Q (30.174456 sec): 15 clusters Score: Raw -13856357.966596 + Penalty 8052.823632 = -13848305.142964 nChanged 11383 Iteration 19Q (31.392823 sec): 15 clusters Score: Raw -13861748.778121 + Penalty 8052.823632 = -13853695.954489 nChanged 10553 Writing temp clu file Because OldScore, -13848305.142964, is greater than current (better) Score,-13853695.954489 Compute initial score before splitting: Score: Raw -13861748.778121 + Penalty 8052.823632 = -13853695.954489 Trying to split cluster 1 (5411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.621915 sec): 2 clusters Score: Raw -262949.587382 + Penalty 391.126608 = -262558.460773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.660441 sec): 3 clusters Score: Raw -259699.746684 + Penalty 782.253217 = -258917.493467 nChanged 2437 SP:Iteration 1F (31.704561 sec): 3 clusters Score: Raw -261140.318911 + Penalty 782.253217 = -260358.065694 nChanged 432 SP:Iteration 2F (31.749921 sec): 3 clusters Score: Raw -261416.044730 + Penalty 782.253217 = -260633.791513 nChanged 441 SP:Iteration 3F (31.763610 sec): 3 clusters Score: Raw -261731.117684 + Penalty 782.253217 = -260948.864467 nChanged 367 SP:Iteration 4F (31.777736 sec): 3 clusters Score: Raw -262025.626812 + Penalty 782.253217 = -261243.373595 nChanged 332 SP:Iteration 5F (31.791584 sec): 3 clusters Score: Raw -262313.889932 + Penalty 782.253217 = -261531.636715 nChanged 258 SP:Iteration 6Q (31.805423 sec): 3 clusters Score: Raw -262544.982839 + Penalty 782.253217 = -261762.729622 nChanged 178 SP:Iteration 7Q (31.821846 sec): 3 clusters Score: Raw -262691.918037 + Penalty 782.253217 = -261909.664820 nChanged 139 SP:Iteration 8Q (31.835526 sec): 3 clusters Score: Raw -262815.172269 + Penalty 782.253217 = -262032.919052 nChanged 109 SP:Iteration 9Q (31.849190 sec): 3 clusters Score: Raw -262918.054157 + Penalty 782.253217 = -262135.800940 nChanged 83 SP:Iteration 10Q (31.862722 sec): 3 clusters Score: Raw -262985.657364 + Penalty 782.253217 = -262203.404147 nChanged 57 SP:Iteration 11Q (31.876197 sec): 3 clusters Score: Raw -263027.313688 + Penalty 782.253217 = -262245.060471 nChanged 43 SP:Iteration 12Q (31.889653 sec): 3 clusters Score: Raw -263054.168983 + Penalty 782.253217 = -262271.915766 nChanged 34 SP:Iteration 13Q (31.903115 sec): 3 clusters Score: Raw -263071.837175 + Penalty 782.253217 = -262289.583958 nChanged 30 SP:Iteration 14Q (31.916473 sec): 3 clusters Score: Raw -263089.642834 + Penalty 782.253217 = -262307.389617 nChanged 27 SP:Iteration 15Q (31.929983 sec): 3 clusters Score: Raw -263111.601170 + Penalty 782.253217 = -262329.347953 nChanged 28 SP:Iteration 16Q (31.943435 sec): 3 clusters Score: Raw -263134.839696 + Penalty 782.253217 = -262352.586479 nChanged 30 SP:Iteration 17Q (31.956893 sec): 3 clusters Score: Raw -263158.208700 + Penalty 782.253217 = -262375.955483 nChanged 24 SP:Iteration 18Q (31.970226 sec): 3 clusters Score: Raw -263175.038823 + Penalty 782.253217 = -262392.785606 nChanged 22 SP:Iteration 19Q (31.983693 sec): 3 clusters Score: Raw -263189.591343 + Penalty 782.253217 = -262407.338126 nChanged 18 SP:Iteration 20F (31.997546 sec): 3 clusters Score: Raw -263203.202248 + Penalty 782.253217 = -262420.949031 nChanged 22 SP:Iteration 21Q (32.011058 sec): 3 clusters Score: Raw -263217.721480 + Penalty 782.253217 = -262435.468263 nChanged 25 SP:Iteration 22Q (32.024401 sec): 3 clusters Score: Raw -263238.048050 + Penalty 782.253217 = -262455.794833 nChanged 32 SP:Iteration 23Q (32.037718 sec): 3 clusters Score: Raw -263262.942301 + Penalty 782.253217 = -262480.689084 nChanged 25 SP:Iteration 24Q (32.051103 sec): 3 clusters Score: Raw -263279.138796 + Penalty 782.253217 = -262496.885579 nChanged 26 SP:Iteration 25Q (32.064481 sec): 3 clusters Score: Raw -263293.273771 + Penalty 782.253217 = -262511.020554 nChanged 21 SP:Iteration 26Q (32.077811 sec): 3 clusters Score: Raw -263303.863526 + Penalty 782.253217 = -262521.610309 nChanged 20 SP:Iteration 27Q (32.091212 sec): 3 clusters Score: Raw -263315.236483 + Penalty 782.253217 = -262532.983266 nChanged 18 SP:Iteration 28Q (32.104577 sec): 3 clusters Score: Raw -263322.653807 + Penalty 782.253217 = -262540.400590 nChanged 17 SP:Iteration 29Q (32.118003 sec): 3 clusters Score: Raw -263329.050100 + Penalty 782.253217 = -262546.796883 nChanged 11 SP:Iteration 30Q (32.131306 sec): 3 clusters Score: Raw -263331.686912 + Penalty 782.253217 = -262549.433695 nChanged 8 SP:Iteration 31Q (32.144691 sec): 3 clusters Score: Raw -263334.293546 + Penalty 782.253217 = -262552.040329 nChanged 4 SP:Iteration 32Q (32.158124 sec): 3 clusters Score: Raw -263335.757634 + Penalty 782.253217 = -262553.504417 nChanged 4 SP:Iteration 33Q (32.171537 sec): 3 clusters Score: Raw -263339.643457 + Penalty 782.253217 = -262557.390240 nChanged 7 SP:Iteration 34Q (32.184846 sec): 3 clusters Score: Raw -263342.332247 + Penalty 782.253217 = -262560.079030 nChanged 8 SP:Iteration 35Q (32.198147 sec): 3 clusters Score: Raw -263344.568251 + Penalty 782.253217 = -262562.315034 nChanged 5 SP:Iteration 36Q (32.211536 sec): 3 clusters Score: Raw -263346.915534 + Penalty 782.253217 = -262564.662317 nChanged 5 SP:Iteration 37Q (32.224871 sec): 3 clusters Score: Raw -263348.690456 + Penalty 782.253217 = -262566.437239 nChanged 4 SP:Iteration 38Q (32.238211 sec): 3 clusters Score: Raw -263349.570873 + Penalty 782.253217 = -262567.317656 nChanged 4 SP:Iteration 39Q (32.251496 sec): 3 clusters Score: Raw -263351.112412 + Penalty 782.253217 = -262568.859195 nChanged 5 SP:Iteration 40F (32.265139 sec): 3 clusters Score: Raw -263359.397988 + Penalty 782.253217 = -262577.144771 nChanged 9 SP:Iteration 41Q (32.278553 sec): 3 clusters Score: Raw -263362.356248 + Penalty 782.253217 = -262580.103031 nChanged 3 SP:Iteration 42Q (32.291930 sec): 3 clusters Score: Raw -263362.596531 + Penalty 782.253217 = -262580.343314 nChanged 1 SP:Iteration 43Q (32.305274 sec): 3 clusters Score: Raw -263363.121746 + Penalty 782.253217 = -262580.868529 nChanged 0 SP:Iteration 44F (32.318955 sec): 3 clusters Score: Raw -263363.121746 + Penalty 782.253217 = -262580.868529 nChanged 0 Score: Raw -13864592.071408 + Penalty 8628.025320 = -13855964.046088 Splitting cluster 1 changes total score from -13853695.954489 to -13855964.046088 So it's getting split into cluster 2. Trying to split cluster 4 (36344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.122067 sec): 2 clusters Score: Raw -1568041.307168 + Penalty 477.785691 = -1567563.521478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.199501 sec): 3 clusters Score: Raw -1544203.355650 + Penalty 955.571381 = -1543247.784269 nChanged 17393 SP:Iteration 1F (34.275047 sec): 3 clusters Score: Raw -1554567.934465 + Penalty 955.571381 = -1553612.363084 nChanged 2048 SP:Iteration 2F (34.352308 sec): 3 clusters Score: Raw -1555540.202490 + Penalty 955.571381 = -1554584.631108 nChanged 2455 SP:Iteration 3F (34.436477 sec): 3 clusters Score: Raw -1557113.476602 + Penalty 955.571381 = -1556157.905221 nChanged 3032 SP:Iteration 4F (34.507147 sec): 3 clusters Score: Raw -1559587.023333 + Penalty 955.571381 = -1558631.451952 nChanged 3219 SP:Iteration 5F (34.577868 sec): 3 clusters Score: Raw -1562591.646225 + Penalty 955.571381 = -1561636.074844 nChanged 2695 SP:Iteration 6F (34.651016 sec): 3 clusters Score: Raw -1564905.988204 + Penalty 955.571381 = -1563950.416823 nChanged 1819 SP:Iteration 7F (34.714396 sec): 3 clusters Score: Raw -1565985.510375 + Penalty 955.571381 = -1565029.938994 nChanged 1130 SP:Iteration 8Q (34.785830 sec): 3 clusters Score: Raw -1566510.183554 + Penalty 955.571381 = -1565554.612173 nChanged 753 SP:Iteration 9Q (34.847144 sec): 3 clusters Score: Raw -1566805.946334 + Penalty 955.571381 = -1565850.374953 nChanged 584 SP:Iteration 10Q (34.924256 sec): 3 clusters Score: Raw -1567019.914279 + Penalty 955.571381 = -1566064.342898 nChanged 480 SP:Iteration 11Q (34.993231 sec): 3 clusters Score: Raw -1567187.630832 + Penalty 955.571381 = -1566232.059451 nChanged 413 SP:Iteration 12Q (35.070880 sec): 3 clusters Score: Raw -1567339.446923 + Penalty 955.571381 = -1566383.875542 nChanged 422 SP:Iteration 13Q (35.148954 sec): 3 clusters Score: Raw -1567509.335668 + Penalty 955.571381 = -1566553.764287 nChanged 444 SP:Iteration 14Q (35.227076 sec): 3 clusters Score: Raw -1567693.867681 + Penalty 955.571381 = -1566738.296300 nChanged 410 SP:Iteration 15Q (35.301622 sec): 3 clusters Score: Raw -1567896.263890 + Penalty 955.571381 = -1566940.692509 nChanged 438 SP:Iteration 16Q (35.371668 sec): 3 clusters Score: Raw -1568148.013433 + Penalty 955.571381 = -1567192.442052 nChanged 415 SP:Iteration 17Q (35.449108 sec): 3 clusters Score: Raw -1568392.909732 + Penalty 955.571381 = -1567437.338351 nChanged 357 SP:Iteration 18Q (35.500416 sec): 3 clusters Score: Raw -1568565.670439 + Penalty 955.571381 = -1567610.099058 nChanged 311 SP:Iteration 19Q (35.540680 sec): 3 clusters Score: Raw -1568690.492319 + Penalty 955.571381 = -1567734.920938 nChanged 275 SP:Iteration 20F (35.581794 sec): 3 clusters Score: Raw -1568784.219089 + Penalty 955.571381 = -1567828.647708 nChanged 239 SP:Iteration 21Q (35.622471 sec): 3 clusters Score: Raw -1568854.878715 + Penalty 955.571381 = -1567899.307334 nChanged 206 SP:Iteration 22Q (35.662278 sec): 3 clusters Score: Raw -1568916.351342 + Penalty 955.571381 = -1567960.779961 nChanged 171 SP:Iteration 23Q (35.702717 sec): 3 clusters Score: Raw -1568958.677833 + Penalty 955.571381 = -1568003.106452 nChanged 152 SP:Iteration 24Q (35.742994 sec): 3 clusters Score: Raw -1568994.108763 + Penalty 955.571381 = -1568038.537382 nChanged 128 SP:Iteration 25Q (35.783025 sec): 3 clusters Score: Raw -1569015.919040 + Penalty 955.571381 = -1568060.347659 nChanged 100 SP:Iteration 26Q (35.823142 sec): 3 clusters Score: Raw -1569031.906035 + Penalty 955.571381 = -1568076.334654 nChanged 88 SP:Iteration 27Q (35.863563 sec): 3 clusters Score: Raw -1569044.286211 + Penalty 955.571381 = -1568088.714829 nChanged 73 SP:Iteration 28Q (35.903637 sec): 3 clusters Score: Raw -1569052.274240 + Penalty 955.571381 = -1568096.702859 nChanged 68 SP:Iteration 29Q (35.943816 sec): 3 clusters Score: Raw -1569058.801893 + Penalty 955.571381 = -1568103.230512 nChanged 66 SP:Iteration 30Q (35.983766 sec): 3 clusters Score: Raw -1569064.105031 + Penalty 955.571381 = -1568108.533649 nChanged 57 SP:Iteration 31Q (36.024151 sec): 3 clusters Score: Raw -1569067.650336 + Penalty 955.571381 = -1568112.078955 nChanged 37 SP:Iteration 32Q (36.064243 sec): 3 clusters Score: Raw -1569069.530823 + Penalty 955.571381 = -1568113.959442 nChanged 36 SP:Iteration 33Q (36.104491 sec): 3 clusters Score: Raw -1569071.511288 + Penalty 955.571381 = -1568115.939907 nChanged 39 SP:Iteration 34Q (36.144029 sec): 3 clusters Score: Raw -1569073.599710 + Penalty 955.571381 = -1568118.028329 nChanged 33 SP:Iteration 35Q (36.184420 sec): 3 clusters Score: Raw -1569075.839508 + Penalty 955.571381 = -1568120.268127 nChanged 38 SP:Iteration 36Q (36.224113 sec): 3 clusters Score: Raw -1569078.930748 + Penalty 955.571381 = -1568123.359367 nChanged 34 SP:Iteration 37Q (36.264200 sec): 3 clusters Score: Raw -1569081.473310 + Penalty 955.571381 = -1568125.901929 nChanged 41 SP:Iteration 38Q (36.304209 sec): 3 clusters Score: Raw -1569084.411794 + Penalty 955.571381 = -1568128.840413 nChanged 40 SP:Iteration 39Q (36.344047 sec): 3 clusters Score: Raw -1569086.810836 + Penalty 955.571381 = -1568131.239455 nChanged 36 SP:Iteration 40F (36.384683 sec): 3 clusters Score: Raw -1569089.036787 + Penalty 955.571381 = -1568133.465406 nChanged 29 SP:Iteration 41Q (36.425118 sec): 3 clusters Score: Raw -1569091.077188 + Penalty 955.571381 = -1568135.505807 nChanged 47 SP:Iteration 42Q (36.465207 sec): 3 clusters Score: Raw -1569095.104530 + Penalty 955.571381 = -1568139.533149 nChanged 41 SP:Iteration 43Q (36.505305 sec): 3 clusters Score: Raw -1569098.780670 + Penalty 955.571381 = -1568143.209289 nChanged 44 SP:Iteration 44Q (36.545071 sec): 3 clusters Score: Raw -1569101.693545 + Penalty 955.571381 = -1568146.122164 nChanged 39 SP:Iteration 45Q (36.585151 sec): 3 clusters Score: Raw -1569104.852509 + Penalty 955.571381 = -1568149.281128 nChanged 39 SP:Iteration 46Q (36.625148 sec): 3 clusters Score: Raw -1569108.073070 + Penalty 955.571381 = -1568152.501688 nChanged 41 SP:Iteration 47Q (36.665197 sec): 3 clusters Score: Raw -1569111.050936 + Penalty 955.571381 = -1568155.479555 nChanged 37 SP:Iteration 48Q (36.704851 sec): 3 clusters Score: Raw -1569113.496582 + Penalty 955.571381 = -1568157.925201 nChanged 39 SP:Iteration 49Q (36.744774 sec): 3 clusters Score: Raw -1569116.843306 + Penalty 955.571381 = -1568161.271925 nChanged 35 SP:Iteration 50Q (36.784605 sec): 3 clusters Score: Raw -1569119.756276 + Penalty 955.571381 = -1568164.184895 nChanged 29 SP:Iteration 51Q (36.824465 sec): 3 clusters Score: Raw -1569122.191615 + Penalty 955.571381 = -1568166.620234 nChanged 27 SP:Iteration 52Q (36.864127 sec): 3 clusters Score: Raw -1569123.890375 + Penalty 955.571381 = -1568168.318994 nChanged 35 SP:Iteration 53Q (36.903778 sec): 3 clusters Score: Raw -1569125.826827 + Penalty 955.571381 = -1568170.255445 nChanged 26 SP:Iteration 54Q (36.943528 sec): 3 clusters Score: Raw -1569127.260235 + Penalty 955.571381 = -1568171.688854 nChanged 24 SP:Iteration 55Q (36.983456 sec): 3 clusters Score: Raw -1569128.412391 + Penalty 955.571381 = -1568172.841010 nChanged 22 SP:Iteration 56Q (37.023157 sec): 3 clusters Score: Raw -1569129.670852 + Penalty 955.571381 = -1568174.099471 nChanged 19 SP:Iteration 57Q (37.062923 sec): 3 clusters Score: Raw -1569130.586230 + Penalty 955.571381 = -1568175.014849 nChanged 15 SP:Iteration 58Q (37.102597 sec): 3 clusters Score: Raw -1569131.228431 + Penalty 955.571381 = -1568175.657050 nChanged 12 SP:Iteration 59Q (37.142371 sec): 3 clusters Score: Raw -1569131.640038 + Penalty 955.571381 = -1568176.068657 nChanged 12 SP:Iteration 60F (37.182788 sec): 3 clusters Score: Raw -1569131.995767 + Penalty 955.571381 = -1568176.424386 nChanged 11 SP:Iteration 61Q (37.222884 sec): 3 clusters Score: Raw -1569132.255826 + Penalty 955.571381 = -1568176.684445 nChanged 7 SP:Iteration 62Q (37.262808 sec): 3 clusters Score: Raw -1569132.395165 + Penalty 955.571381 = -1568176.823784 nChanged 6 SP:Iteration 63Q (37.302634 sec): 3 clusters Score: Raw -1569132.633692 + Penalty 955.571381 = -1568177.062311 nChanged 8 SP:Iteration 64Q (37.342255 sec): 3 clusters Score: Raw -1569132.838159 + Penalty 955.571381 = -1568177.266778 nChanged 7 SP:Iteration 65Q (37.382063 sec): 3 clusters Score: Raw -1569133.014754 + Penalty 955.571381 = -1568177.443373 nChanged 10 SP:Iteration 66Q (37.421670 sec): 3 clusters Score: Raw -1569133.475346 + Penalty 955.571381 = -1568177.903965 nChanged 13 SP:Iteration 67Q (37.461436 sec): 3 clusters Score: Raw -1569133.950956 + Penalty 955.571381 = -1568178.379574 nChanged 10 SP:Iteration 68Q (37.501228 sec): 3 clusters Score: Raw -1569134.484854 + Penalty 955.571381 = -1568178.913472 nChanged 10 SP:Iteration 69Q (37.540808 sec): 3 clusters Score: Raw -1569134.781534 + Penalty 955.571381 = -1568179.210153 nChanged 10 SP:Iteration 70Q (37.580635 sec): 3 clusters Score: Raw -1569135.349241 + Penalty 955.571381 = -1568179.777860 nChanged 8 SP:Iteration 71Q (37.620521 sec): 3 clusters Score: Raw -1569135.607469 + Penalty 955.571381 = -1568180.036088 nChanged 6 SP:Iteration 72Q (37.660311 sec): 3 clusters Score: Raw -1569135.801064 + Penalty 955.571381 = -1568180.229683 nChanged 7 SP:Iteration 73Q (37.700139 sec): 3 clusters Score: Raw -1569136.025504 + Penalty 955.571381 = -1568180.454123 nChanged 4 SP:Iteration 74Q (37.739861 sec): 3 clusters Score: Raw -1569136.085477 + Penalty 955.571381 = -1568180.514096 nChanged 2 SP:Iteration 75Q (37.809313 sec): 3 clusters Score: Raw -1569136.257159 + Penalty 955.571381 = -1568180.685778 nChanged 3 SP:Iteration 76Q (37.848791 sec): 3 clusters Score: Raw -1569136.428842 + Penalty 955.571381 = -1568180.857461 nChanged 9 SP:Iteration 77Q (37.888402 sec): 3 clusters Score: Raw -1569136.682085 + Penalty 955.571381 = -1568181.110704 nChanged 5 SP:Iteration 78Q (37.928053 sec): 3 clusters Score: Raw -1569136.748341 + Penalty 955.571381 = -1568181.176960 nChanged 0 SP:Iteration 79F (37.969003 sec): 3 clusters Score: Raw -1569136.748341 + Penalty 955.571381 = -1568181.176960 nChanged 0 Score: Raw -13865687.512581 + Penalty 9203.227008 = -13856484.285573 Splitting cluster 4 changes total score from -13853695.954489 to -13856484.285573 So it's getting split into cluster 3. Trying to split cluster 5 (46981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.632070 sec): 2 clusters Score: Raw -2287418.375647 + Penalty 489.466184 = -2286928.909463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.688286 sec): 3 clusters Score: Raw -2256466.705717 + Penalty 978.932367 = -2255487.773349 nChanged 22772 SP:Iteration 1F (39.737686 sec): 3 clusters Score: Raw -2271531.942448 + Penalty 978.932367 = -2270553.010081 nChanged 3409 SP:Iteration 2F (39.787215 sec): 3 clusters Score: Raw -2274193.459377 + Penalty 978.932367 = -2273214.527010 nChanged 3769 SP:Iteration 3F (39.836818 sec): 3 clusters Score: Raw -2277159.543424 + Penalty 978.932367 = -2276180.611057 nChanged 3748 SP:Iteration 4F (39.887070 sec): 3 clusters Score: Raw -2279911.685271 + Penalty 978.932367 = -2278932.752904 nChanged 3332 SP:Iteration 5F (39.935917 sec): 3 clusters Score: Raw -2282201.294249 + Penalty 978.932367 = -2281222.361881 nChanged 2583 SP:Iteration 6F (39.985447 sec): 3 clusters Score: Raw -2283683.298423 + Penalty 978.932367 = -2282704.366055 nChanged 1809 SP:Iteration 7Q (40.037470 sec): 3 clusters Score: Raw -2284463.280439 + Penalty 978.932367 = -2283484.348071 nChanged 1200 SP:Iteration 8Q (40.088657 sec): 3 clusters Score: Raw -2284836.578558 + Penalty 978.932367 = -2283857.646190 nChanged 808 SP:Iteration 9Q (40.140158 sec): 3 clusters Score: Raw -2285050.890986 + Penalty 978.932367 = -2284071.958618 nChanged 627 SP:Iteration 10Q (40.191559 sec): 3 clusters Score: Raw -2285192.022879 + Penalty 978.932367 = -2284213.090511 nChanged 557 SP:Iteration 11Q (40.243887 sec): 3 clusters Score: Raw -2285303.739430 + Penalty 978.932367 = -2284324.807063 nChanged 508 SP:Iteration 12Q (40.295739 sec): 3 clusters Score: Raw -2285394.078661 + Penalty 978.932367 = -2284415.146293 nChanged 484 SP:Iteration 13Q (40.346740 sec): 3 clusters Score: Raw -2285481.303292 + Penalty 978.932367 = -2284502.370925 nChanged 481 SP:Iteration 14Q (40.397718 sec): 3 clusters Score: Raw -2285565.213934 + Penalty 978.932367 = -2284586.281566 nChanged 456 SP:Iteration 15Q (40.448828 sec): 3 clusters Score: Raw -2285641.987590 + Penalty 978.932367 = -2284663.055223 nChanged 464 SP:Iteration 16Q (40.499945 sec): 3 clusters Score: Raw -2285720.435705 + Penalty 978.932367 = -2284741.503337 nChanged 489 SP:Iteration 17Q (40.550854 sec): 3 clusters Score: Raw -2285806.944466 + Penalty 978.932367 = -2284828.012099 nChanged 545 SP:Iteration 18Q (40.622590 sec): 3 clusters Score: Raw -2285907.379604 + Penalty 978.932367 = -2284928.447237 nChanged 521 SP:Iteration 19Q (40.673795 sec): 3 clusters Score: Raw -2285998.380962 + Penalty 978.932367 = -2285019.448595 nChanged 480 SP:Iteration 20F (40.722526 sec): 3 clusters Score: Raw -2286079.598270 + Penalty 978.932367 = -2285100.665902 nChanged 471 SP:Iteration 21Q (40.773851 sec): 3 clusters Score: Raw -2286162.293625 + Penalty 978.932367 = -2285183.361257 nChanged 502 SP:Iteration 22Q (40.849670 sec): 3 clusters Score: Raw -2286258.335627 + Penalty 978.932367 = -2285279.403259 nChanged 569 SP:Iteration 23Q (40.900303 sec): 3 clusters Score: Raw -2286381.637262 + Penalty 978.932367 = -2285402.704895 nChanged 602 SP:Iteration 24Q (40.950618 sec): 3 clusters Score: Raw -2286521.119645 + Penalty 978.932367 = -2285542.187277 nChanged 635 SP:Iteration 25Q (41.001147 sec): 3 clusters Score: Raw -2286681.566811 + Penalty 978.932367 = -2285702.634443 nChanged 635 SP:Iteration 26Q (41.051512 sec): 3 clusters Score: Raw -2286841.923144 + Penalty 978.932367 = -2285862.990776 nChanged 617 SP:Iteration 27Q (41.101909 sec): 3 clusters Score: Raw -2287003.198350 + Penalty 978.932367 = -2286024.265982 nChanged 622 SP:Iteration 28Q (41.152499 sec): 3 clusters Score: Raw -2287179.490485 + Penalty 978.932367 = -2286200.558118 nChanged 598 SP:Iteration 29Q (41.202125 sec): 3 clusters Score: Raw -2287357.678859 + Penalty 978.932367 = -2286378.746492 nChanged 608 SP:Iteration 30Q (41.251890 sec): 3 clusters Score: Raw -2287545.208259 + Penalty 978.932367 = -2286566.275892 nChanged 627 SP:Iteration 31Q (41.301365 sec): 3 clusters Score: Raw -2287758.945212 + Penalty 978.932367 = -2286780.012844 nChanged 663 SP:Iteration 32Q (41.351828 sec): 3 clusters Score: Raw -2288002.414499 + Penalty 978.932367 = -2287023.482131 nChanged 620 SP:Iteration 33Q (41.400924 sec): 3 clusters Score: Raw -2288249.312104 + Penalty 978.932367 = -2287270.379737 nChanged 689 SP:Iteration 34Q (41.450718 sec): 3 clusters Score: Raw -2288550.353842 + Penalty 978.932367 = -2287571.421474 nChanged 702 SP:Iteration 35Q (41.499951 sec): 3 clusters Score: Raw -2288865.178349 + Penalty 978.932367 = -2287886.245981 nChanged 631 SP:Iteration 36Q (41.551800 sec): 3 clusters Score: Raw -2289153.183373 + Penalty 978.932367 = -2288174.251005 nChanged 570 SP:Iteration 37Q (41.599601 sec): 3 clusters Score: Raw -2289395.290388 + Penalty 978.932367 = -2288416.358021 nChanged 456 SP:Iteration 38Q (41.648322 sec): 3 clusters Score: Raw -2289573.229143 + Penalty 978.932367 = -2288594.296776 nChanged 378 SP:Iteration 39Q (41.697179 sec): 3 clusters Score: Raw -2289699.505309 + Penalty 978.932367 = -2288720.572942 nChanged 260 SP:Iteration 40F (41.746283 sec): 3 clusters Score: Raw -2289832.407612 + Penalty 978.932367 = -2288853.475245 nChanged 305 SP:Iteration 41Q (41.795659 sec): 3 clusters Score: Raw -2289952.164676 + Penalty 978.932367 = -2288973.232308 nChanged 273 SP:Iteration 42Q (41.844406 sec): 3 clusters Score: Raw -2290047.979411 + Penalty 978.932367 = -2289069.047043 nChanged 246 SP:Iteration 43Q (41.892910 sec): 3 clusters Score: Raw -2290139.690257 + Penalty 978.932367 = -2289160.757889 nChanged 231 SP:Iteration 44Q (41.941323 sec): 3 clusters Score: Raw -2290231.507867 + Penalty 978.932367 = -2289252.575499 nChanged 210 SP:Iteration 45Q (41.989474 sec): 3 clusters Score: Raw -2290326.653266 + Penalty 978.932367 = -2289347.720899 nChanged 185 SP:Iteration 46Q (42.037503 sec): 3 clusters Score: Raw -2290407.608884 + Penalty 978.932367 = -2289428.676517 nChanged 162 SP:Iteration 47Q (42.085239 sec): 3 clusters Score: Raw -2290480.073598 + Penalty 978.932367 = -2289501.141231 nChanged 143 SP:Iteration 48Q (42.133294 sec): 3 clusters Score: Raw -2290542.312914 + Penalty 978.932367 = -2289563.380547 nChanged 116 SP:Iteration 49Q (42.180908 sec): 3 clusters Score: Raw -2290592.548275 + Penalty 978.932367 = -2289613.615908 nChanged 103 SP:Iteration 50Q (42.228437 sec): 3 clusters Score: Raw -2290625.784193 + Penalty 978.932367 = -2289646.851825 nChanged 69 SP:Iteration 51Q (42.276125 sec): 3 clusters Score: Raw -2290644.357148 + Penalty 978.932367 = -2289665.424781 nChanged 55 SP:Iteration 52Q (42.323576 sec): 3 clusters Score: Raw -2290654.481888 + Penalty 978.932367 = -2289675.549520 nChanged 45 SP:Iteration 53Q (42.371348 sec): 3 clusters Score: Raw -2290664.981098 + Penalty 978.932367 = -2289686.048730 nChanged 48 SP:Iteration 54Q (42.418565 sec): 3 clusters Score: Raw -2290674.509822 + Penalty 978.932367 = -2289695.577454 nChanged 42 SP:Iteration 55Q (42.465726 sec): 3 clusters Score: Raw -2290682.275567 + Penalty 978.932367 = -2289703.343200 nChanged 36 SP:Iteration 56Q (42.513201 sec): 3 clusters Score: Raw -2290688.521119 + Penalty 978.932367 = -2289709.588752 nChanged 35 SP:Iteration 57Q (42.560581 sec): 3 clusters Score: Raw -2290695.155609 + Penalty 978.932367 = -2289716.223242 nChanged 28 SP:Iteration 58Q (42.607633 sec): 3 clusters Score: Raw -2290698.690568 + Penalty 978.932367 = -2289719.758201 nChanged 28 SP:Iteration 59Q (42.655074 sec): 3 clusters Score: Raw -2290701.740456 + Penalty 978.932367 = -2289722.808089 nChanged 19 SP:Iteration 60F (42.704181 sec): 3 clusters Score: Raw -2290703.769290 + Penalty 978.932367 = -2289724.836922 nChanged 16 SP:Iteration 61Q (42.751676 sec): 3 clusters Score: Raw -2290705.068531 + Penalty 978.932367 = -2289726.136164 nChanged 16 SP:Iteration 62Q (42.799066 sec): 3 clusters Score: Raw -2290707.034309 + Penalty 978.932367 = -2289728.101942 nChanged 11 SP:Iteration 63Q (42.846165 sec): 3 clusters Score: Raw -2290708.801557 + Penalty 978.932367 = -2289729.869189 nChanged 15 SP:Iteration 64Q (42.912272 sec): 3 clusters Score: Raw -2290710.062960 + Penalty 978.932367 = -2289731.130592 nChanged 12 SP:Iteration 65Q (42.959138 sec): 3 clusters Score: Raw -2290710.714837 + Penalty 978.932367 = -2289731.782469 nChanged 6 SP:Iteration 66Q (43.006470 sec): 3 clusters Score: Raw -2290710.932267 + Penalty 978.932367 = -2289731.999899 nChanged 8 SP:Iteration 67Q (43.054037 sec): 3 clusters Score: Raw -2290711.379609 + Penalty 978.932367 = -2289732.447241 nChanged 7 SP:Iteration 68Q (43.101196 sec): 3 clusters Score: Raw -2290711.614919 + Penalty 978.932367 = -2289732.682552 nChanged 2 SP:Iteration 69Q (43.148714 sec): 3 clusters Score: Raw -2290711.656252 + Penalty 978.932367 = -2289732.723884 nChanged 1 SP:Iteration 70Q (43.195978 sec): 3 clusters Score: Raw -2290711.661813 + Penalty 978.932367 = -2289732.729446 nChanged 0 SP:Iteration 71F (43.244855 sec): 3 clusters Score: Raw -2290711.661813 + Penalty 978.932367 = -2289732.729446 nChanged 0 Score: Raw -13868980.798747 + Penalty 9778.428696 = -13859202.370051 Splitting cluster 5 changes total score from -13853695.954489 to -13859202.370051 So it's getting split into cluster 15. Trying to split cluster 6 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.942358 sec): 2 clusters Score: Raw -73815.002867 + Penalty 339.713354 = -73475.289513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.947923 sec): 3 clusters Score: Raw -72864.020883 + Penalty 679.426708 = -72184.594175 nChanged 718 SP:Iteration 1F (44.953214 sec): 3 clusters Score: Raw -73355.777170 + Penalty 679.426708 = -72676.350462 nChanged 169 SP:Iteration 2F (44.958004 sec): 3 clusters Score: Raw -73492.378885 + Penalty 679.426708 = -72812.952177 nChanged 117 SP:Iteration 3F (44.962779 sec): 3 clusters Score: Raw -73606.241513 + Penalty 679.426708 = -72926.814805 nChanged 118 SP:Iteration 4F (44.968131 sec): 3 clusters Score: Raw -73741.780659 + Penalty 679.426708 = -73062.353951 nChanged 116 SP:Iteration 5F (44.972912 sec): 3 clusters Score: Raw -73878.620536 + Penalty 679.426708 = -73199.193828 nChanged 103 SP:Iteration 6F (44.977679 sec): 3 clusters Score: Raw -74038.371553 + Penalty 679.426708 = -73358.944846 nChanged 90 SP:Iteration 7F (44.982453 sec): 3 clusters Score: Raw -74309.683758 + Penalty 679.426708 = -73630.257050 nChanged 70 SP:Iteration 8Q (44.987119 sec): 3 clusters Score: Raw -74548.894402 + Penalty 679.426708 = -73869.467694 nChanged 27 SP:Iteration 9Q (44.991831 sec): 3 clusters Score: Raw -74572.642187 + Penalty 679.426708 = -73893.215479 nChanged 11 SP:Iteration 10Q (44.996513 sec): 3 clusters Score: Raw -74579.742200 + Penalty 679.426708 = -73900.315493 nChanged 8 SP:Iteration 11Q (45.035801 sec): 3 clusters Score: Raw -74600.750340 + Penalty 679.426708 = -73921.323633 nChanged 8 SP:Iteration 12Q (45.040487 sec): 3 clusters Score: Raw -74657.388077 + Penalty 679.426708 = -73977.961369 nChanged 8 SP:Iteration 13Q (45.045203 sec): 3 clusters Score: Raw -74688.770388 + Penalty 679.426708 = -74009.343680 nChanged 7 SP:Iteration 14Q (45.049852 sec): 3 clusters Score: Raw -74697.047993 + Penalty 679.426708 = -74017.621285 nChanged 5 SP:Iteration 15Q (45.054548 sec): 3 clusters Score: Raw -74706.830812 + Penalty 679.426708 = -74027.404104 nChanged 6 SP:Iteration 16Q (45.059207 sec): 3 clusters Score: Raw -74725.431178 + Penalty 679.426708 = -74046.004470 nChanged 5 SP:Iteration 17Q (45.063881 sec): 3 clusters Score: Raw -74732.052321 + Penalty 679.426708 = -74052.625613 nChanged 7 SP:Iteration 18Q (45.068522 sec): 3 clusters Score: Raw -74736.379311 + Penalty 679.426708 = -74056.952604 nChanged 5 SP:Iteration 19Q (45.073174 sec): 3 clusters Score: Raw -74738.901116 + Penalty 679.426708 = -74059.474409 nChanged 7 SP:Iteration 20F (45.077918 sec): 3 clusters Score: Raw -74743.852184 + Penalty 679.426708 = -74064.425476 nChanged 4 SP:Iteration 21Q (45.082641 sec): 3 clusters Score: Raw -74746.754666 + Penalty 679.426708 = -74067.327959 nChanged 2 SP:Iteration 22Q (45.087352 sec): 3 clusters Score: Raw -74747.382966 + Penalty 679.426708 = -74067.956258 nChanged 0 SP:Iteration 23F (45.092124 sec): 3 clusters Score: Raw -74747.382966 + Penalty 679.426708 = -74067.956258 nChanged 0 Score: Raw -13869913.178845 + Penalty 10353.630384 = -13859559.548461 Splitting cluster 6 changes total score from -13853695.954489 to -13859559.548461 So it's getting split into cluster 17. Trying to split cluster 7 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.850097 sec): 2 clusters Score: Raw -44653.330845 + Penalty 314.890553 = -44338.440291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.853510 sec): 3 clusters Score: Raw -44118.245935 + Penalty 629.781107 = -43488.464828 nChanged 411 SP:Iteration 1F (46.856530 sec): 3 clusters Score: Raw -44351.691994 + Penalty 629.781107 = -43721.910887 nChanged 91 SP:Iteration 2F (46.859683 sec): 3 clusters Score: Raw -44441.384503 + Penalty 629.781107 = -43811.603396 nChanged 85 SP:Iteration 3F (46.862717 sec): 3 clusters Score: Raw -44507.746657 + Penalty 629.781107 = -43877.965550 nChanged 69 SP:Iteration 4F (46.865773 sec): 3 clusters Score: Raw -44574.885135 + Penalty 629.781107 = -43945.104028 nChanged 42 SP:Iteration 5Q (46.868830 sec): 3 clusters Score: Raw -44620.109136 + Penalty 629.781107 = -43990.328029 nChanged 53 SP:Iteration 6F (46.871923 sec): 3 clusters Score: Raw -44661.595483 + Penalty 629.781107 = -44031.814376 nChanged 33 SP:Iteration 7Q (46.875008 sec): 3 clusters Score: Raw -44684.389886 + Penalty 629.781107 = -44054.608780 nChanged 27 SP:Iteration 8Q (46.878061 sec): 3 clusters Score: Raw -44697.209544 + Penalty 629.781107 = -44067.428437 nChanged 19 SP:Iteration 9Q (46.881102 sec): 3 clusters Score: Raw -44709.873540 + Penalty 629.781107 = -44080.092433 nChanged 16 SP:Iteration 10Q (46.884261 sec): 3 clusters Score: Raw -44719.861515 + Penalty 629.781107 = -44090.080408 nChanged 26 SP:Iteration 11Q (46.887298 sec): 3 clusters Score: Raw -44733.106534 + Penalty 629.781107 = -44103.325427 nChanged 10 SP:Iteration 12Q (46.890327 sec): 3 clusters Score: Raw -44740.101814 + Penalty 629.781107 = -44110.320707 nChanged 10 SP:Iteration 13Q (46.893342 sec): 3 clusters Score: Raw -44745.727865 + Penalty 629.781107 = -44115.946758 nChanged 8 SP:Iteration 14Q (46.896424 sec): 3 clusters Score: Raw -44749.104469 + Penalty 629.781107 = -44119.323362 nChanged 5 SP:Iteration 15Q (46.899436 sec): 3 clusters Score: Raw -44751.031521 + Penalty 629.781107 = -44121.250414 nChanged 2 SP:Iteration 16Q (46.902454 sec): 3 clusters Score: Raw -44751.920954 + Penalty 629.781107 = -44122.139847 nChanged 2 SP:Iteration 17Q (46.905499 sec): 3 clusters Score: Raw -44752.200151 + Penalty 629.781107 = -44122.419044 nChanged 2 SP:Iteration 18Q (46.908578 sec): 3 clusters Score: Raw -44754.299934 + Penalty 629.781107 = -44124.518827 nChanged 1 SP:Iteration 19Q (46.911596 sec): 3 clusters Score: Raw -44754.671160 + Penalty 629.781107 = -44124.890053 nChanged 1 SP:Iteration 20F (46.914620 sec): 3 clusters Score: Raw -44755.115440 + Penalty 629.781107 = -44125.334333 nChanged 1 SP:Iteration 21Q (46.917624 sec): 3 clusters Score: Raw -44755.219979 + Penalty 629.781107 = -44125.438872 nChanged 0 SP:Iteration 22F (46.920710 sec): 3 clusters Score: Raw -44755.219979 + Penalty 629.781107 = -44125.438872 nChanged 0 Trying to split cluster 8 (12976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.942943 sec): 2 clusters Score: Raw -613181.344288 + Penalty 430.923983 = -612750.420304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.967186 sec): 3 clusters Score: Raw -605006.600279 + Penalty 861.847967 = -604144.752312 nChanged 5994 SP:Iteration 1F (46.990585 sec): 3 clusters Score: Raw -608603.624168 + Penalty 861.847967 = -607741.776201 nChanged 709 SP:Iteration 2F (47.013709 sec): 3 clusters Score: Raw -608913.755686 + Penalty 861.847967 = -608051.907719 nChanged 757 SP:Iteration 3F (47.036906 sec): 3 clusters Score: Raw -609318.395289 + Penalty 861.847967 = -608456.547322 nChanged 827 SP:Iteration 4F (47.060027 sec): 3 clusters Score: Raw -609865.059730 + Penalty 861.847967 = -609003.211763 nChanged 849 SP:Iteration 5F (47.083007 sec): 3 clusters Score: Raw -610484.387554 + Penalty 861.847967 = -609622.539587 nChanged 813 SP:Iteration 6F (47.105975 sec): 3 clusters Score: Raw -611141.059753 + Penalty 861.847967 = -610279.211786 nChanged 708 SP:Iteration 7F (47.129113 sec): 3 clusters Score: Raw -611687.999159 + Penalty 861.847967 = -610826.151193 nChanged 517 SP:Iteration 8Q (47.152251 sec): 3 clusters Score: Raw -611980.150758 + Penalty 861.847967 = -611118.302792 nChanged 311 SP:Iteration 9Q (47.175394 sec): 3 clusters Score: Raw -612105.565526 + Penalty 861.847967 = -611243.717559 nChanged 214 SP:Iteration 10Q (47.198287 sec): 3 clusters Score: Raw -612187.370762 + Penalty 861.847967 = -611325.522796 nChanged 210 SP:Iteration 11Q (47.221172 sec): 3 clusters Score: Raw -612275.937099 + Penalty 861.847967 = -611414.089132 nChanged 192 SP:Iteration 12Q (47.243937 sec): 3 clusters Score: Raw -612349.898225 + Penalty 861.847967 = -611488.050258 nChanged 170 SP:Iteration 13Q (47.266970 sec): 3 clusters Score: Raw -612412.026762 + Penalty 861.847967 = -611550.178795 nChanged 162 SP:Iteration 14Q (47.289683 sec): 3 clusters Score: Raw -612467.542297 + Penalty 861.847967 = -611605.694330 nChanged 137 SP:Iteration 15Q (47.312533 sec): 3 clusters Score: Raw -612508.383289 + Penalty 861.847967 = -611646.535322 nChanged 127 SP:Iteration 16Q (47.335362 sec): 3 clusters Score: Raw -612541.832152 + Penalty 861.847967 = -611679.984185 nChanged 125 SP:Iteration 17Q (47.357924 sec): 3 clusters Score: Raw -612577.841556 + Penalty 861.847967 = -611715.993589 nChanged 107 SP:Iteration 18Q (47.380705 sec): 3 clusters Score: Raw -612602.219212 + Penalty 861.847967 = -611740.371246 nChanged 93 SP:Iteration 19Q (47.403359 sec): 3 clusters Score: Raw -612622.079021 + Penalty 861.847967 = -611760.231054 nChanged 103 SP:Iteration 20F (47.426317 sec): 3 clusters Score: Raw -612648.504368 + Penalty 861.847967 = -611786.656402 nChanged 107 SP:Iteration 21Q (47.478138 sec): 3 clusters Score: Raw -612672.967415 + Penalty 861.847967 = -611811.119448 nChanged 89 SP:Iteration 22Q (47.500774 sec): 3 clusters Score: Raw -612691.929847 + Penalty 861.847967 = -611830.081880 nChanged 82 SP:Iteration 23Q (47.523490 sec): 3 clusters Score: Raw -612710.561973 + Penalty 861.847967 = -611848.714007 nChanged 84 SP:Iteration 24Q (47.546342 sec): 3 clusters Score: Raw -612725.817273 + Penalty 861.847967 = -611863.969307 nChanged 72 SP:Iteration 25Q (47.569359 sec): 3 clusters Score: Raw -612740.557767 + Penalty 861.847967 = -611878.709800 nChanged 76 SP:Iteration 26Q (47.592282 sec): 3 clusters Score: Raw -612753.553490 + Penalty 861.847967 = -611891.705523 nChanged 68 SP:Iteration 27Q (47.615070 sec): 3 clusters Score: Raw -612766.502868 + Penalty 861.847967 = -611904.654901 nChanged 63 SP:Iteration 28Q (47.637881 sec): 3 clusters Score: Raw -612776.459466 + Penalty 861.847967 = -611914.611499 nChanged 54 SP:Iteration 29Q (47.660549 sec): 3 clusters Score: Raw -612785.785956 + Penalty 861.847967 = -611923.937989 nChanged 54 SP:Iteration 30Q (47.683143 sec): 3 clusters Score: Raw -612794.190139 + Penalty 861.847967 = -611932.342173 nChanged 49 SP:Iteration 31Q (47.705820 sec): 3 clusters Score: Raw -612802.213104 + Penalty 861.847967 = -611940.365137 nChanged 40 SP:Iteration 32Q (47.728548 sec): 3 clusters Score: Raw -612806.949815 + Penalty 861.847967 = -611945.101848 nChanged 35 SP:Iteration 33Q (47.751268 sec): 3 clusters Score: Raw -612810.639271 + Penalty 861.847967 = -611948.791304 nChanged 26 SP:Iteration 34Q (47.774050 sec): 3 clusters Score: Raw -612812.748947 + Penalty 861.847967 = -611950.900981 nChanged 25 SP:Iteration 35Q (47.796853 sec): 3 clusters Score: Raw -612815.144464 + Penalty 861.847967 = -611953.296497 nChanged 24 SP:Iteration 36Q (47.819559 sec): 3 clusters Score: Raw -612816.578565 + Penalty 861.847967 = -611954.730598 nChanged 12 SP:Iteration 37Q (47.842254 sec): 3 clusters Score: Raw -612817.222892 + Penalty 861.847967 = -611955.374925 nChanged 5 SP:Iteration 38Q (47.864840 sec): 3 clusters Score: Raw -612817.396507 + Penalty 861.847967 = -611955.548540 nChanged 6 SP:Iteration 39Q (47.887404 sec): 3 clusters Score: Raw -612817.571740 + Penalty 861.847967 = -611955.723774 nChanged 3 SP:Iteration 40F (47.910549 sec): 3 clusters Score: Raw -612817.649853 + Penalty 861.847967 = -611955.801886 nChanged 3 SP:Iteration 41Q (47.933347 sec): 3 clusters Score: Raw -612817.705016 + Penalty 861.847967 = -611955.857050 nChanged 2 SP:Iteration 42Q (47.955993 sec): 3 clusters Score: Raw -612817.778491 + Penalty 861.847967 = -611955.930524 nChanged 3 SP:Iteration 43Q (47.978721 sec): 3 clusters Score: Raw -612817.883510 + Penalty 861.847967 = -611956.035543 nChanged 1 SP:Iteration 44Q (48.001499 sec): 3 clusters Score: Raw -612817.911143 + Penalty 861.847967 = -611956.063176 nChanged 0 SP:Iteration 45F (48.024639 sec): 3 clusters Score: Raw -612817.911143 + Penalty 861.847967 = -611956.063176 nChanged 0 Trying to split cluster 9 (88168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.167767 sec): 2 clusters Score: Raw -3962105.120149 + Penalty 518.108471 = -3961587.011678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.282847 sec): 3 clusters Score: Raw -3903177.576775 + Penalty 1036.216942 = -3902141.359833 nChanged 42927 SP:Iteration 1F (48.388268 sec): 3 clusters Score: Raw -3932333.377050 + Penalty 1036.216942 = -3931297.160108 nChanged 5645 SP:Iteration 2F (48.471059 sec): 3 clusters Score: Raw -3935793.536424 + Penalty 1036.216942 = -3934757.319482 nChanged 5976 SP:Iteration 3F (48.554013 sec): 3 clusters Score: Raw -3940485.671898 + Penalty 1036.216942 = -3939449.454956 nChanged 6435 SP:Iteration 4F (48.636766 sec): 3 clusters Score: Raw -3949003.863417 + Penalty 1036.216942 = -3947967.646475 nChanged 6989 SP:Iteration 5F (48.719846 sec): 3 clusters Score: Raw -3963626.875921 + Penalty 1036.216942 = -3962590.658979 nChanged 5843 SP:Iteration 6F (48.802418 sec): 3 clusters Score: Raw -3970930.132220 + Penalty 1036.216942 = -3969893.915278 nChanged 4252 SP:Iteration 7Q (48.889616 sec): 3 clusters Score: Raw -3974732.761026 + Penalty 1036.216942 = -3973696.544084 nChanged 2982 SP:Iteration 8Q (48.976809 sec): 3 clusters Score: Raw -3977491.692659 + Penalty 1036.216942 = -3976455.475717 nChanged 1966 SP:Iteration 9Q (49.064105 sec): 3 clusters Score: Raw -3979865.838026 + Penalty 1036.216942 = -3978829.621084 nChanged 1344 SP:Iteration 10Q (49.151630 sec): 3 clusters Score: Raw -3983744.934401 + Penalty 1036.216942 = -3982708.717458 nChanged 1032 SP:Iteration 11Q (49.249900 sec): 3 clusters Score: Raw -3994935.254719 + Penalty 1036.216942 = -3993899.037777 nChanged 334 SP:Iteration 12Q (49.328576 sec): 3 clusters Score: Raw -3999337.343789 + Penalty 1036.216942 = -3998301.126847 nChanged 16 SP:Iteration 13Q (49.405890 sec): 3 clusters Score: Raw -3999340.173568 + Penalty 1036.216942 = -3998303.956626 nChanged 1 SP:Iteration 14Q (49.483145 sec): 3 clusters Score: Raw -3999340.182369 + Penalty 1036.216942 = -3998303.965426 nChanged 0 SP:Iteration 15F (49.565733 sec): 3 clusters Score: Raw -3999340.182369 + Penalty 1036.216942 = -3998303.965426 nChanged 0 Score: Raw -13907148.241065 + Penalty 10928.832072 = -13896219.408993 Splitting cluster 9 changes total score from -13853695.954489 to -13896219.408993 So it's getting split into cluster 18. Trying to split cluster 10 (1560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.494364 sec): 2 clusters Score: Raw -68848.890725 + Penalty 334.536070 = -68514.354655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.499230 sec): 3 clusters Score: Raw -68025.183390 + Penalty 669.072140 = -67356.111250 nChanged 641 SP:Iteration 1F (51.503554 sec): 3 clusters Score: Raw -68375.050957 + Penalty 669.072140 = -67705.978817 nChanged 126 SP:Iteration 2F (51.508031 sec): 3 clusters Score: Raw -68442.701493 + Penalty 669.072140 = -67773.629353 nChanged 77 SP:Iteration 3Q (51.512398 sec): 3 clusters Score: Raw -68475.506264 + Penalty 669.072140 = -67806.434123 nChanged 42 SP:Iteration 4Q (51.516756 sec): 3 clusters Score: Raw -68491.556833 + Penalty 669.072140 = -67822.484693 nChanged 41 SP:Iteration 5Q (51.521170 sec): 3 clusters Score: Raw -68515.738871 + Penalty 669.072140 = -67846.666731 nChanged 57 SP:Iteration 6Q (51.525599 sec): 3 clusters Score: Raw -68549.239922 + Penalty 669.072140 = -67880.167782 nChanged 65 SP:Iteration 7Q (51.529957 sec): 3 clusters Score: Raw -68596.241841 + Penalty 669.072140 = -67927.169700 nChanged 77 SP:Iteration 8Q (51.534316 sec): 3 clusters Score: Raw -68646.743419 + Penalty 669.072140 = -67977.671278 nChanged 73 SP:Iteration 9Q (51.538663 sec): 3 clusters Score: Raw -68703.037903 + Penalty 669.072140 = -68033.965763 nChanged 68 SP:Iteration 10Q (51.543058 sec): 3 clusters Score: Raw -68751.023300 + Penalty 669.072140 = -68081.951160 nChanged 62 SP:Iteration 11Q (51.547342 sec): 3 clusters Score: Raw -68787.239327 + Penalty 669.072140 = -68118.167187 nChanged 47 SP:Iteration 12Q (51.551673 sec): 3 clusters Score: Raw -68810.019360 + Penalty 669.072140 = -68140.947220 nChanged 36 SP:Iteration 13Q (51.556003 sec): 3 clusters Score: Raw -68830.579069 + Penalty 669.072140 = -68161.506929 nChanged 36 SP:Iteration 14Q (51.560911 sec): 3 clusters Score: Raw -68851.565258 + Penalty 669.072140 = -68182.493118 nChanged 36 SP:Iteration 15Q (51.565213 sec): 3 clusters Score: Raw -68873.743955 + Penalty 669.072140 = -68204.671815 nChanged 30 SP:Iteration 16Q (51.569510 sec): 3 clusters Score: Raw -68890.209535 + Penalty 669.072140 = -68221.137394 nChanged 21 SP:Iteration 17Q (51.573786 sec): 3 clusters Score: Raw -68897.703767 + Penalty 669.072140 = -68228.631627 nChanged 14 SP:Iteration 18Q (51.578122 sec): 3 clusters Score: Raw -68902.997362 + Penalty 669.072140 = -68233.925221 nChanged 10 SP:Iteration 19Q (51.582395 sec): 3 clusters Score: Raw -68907.605888 + Penalty 669.072140 = -68238.533748 nChanged 15 SP:Iteration 20F (51.586746 sec): 3 clusters Score: Raw -68912.123924 + Penalty 669.072140 = -68243.051784 nChanged 11 SP:Iteration 21Q (51.591020 sec): 3 clusters Score: Raw -68916.694667 + Penalty 669.072140 = -68247.622527 nChanged 9 SP:Iteration 22Q (51.595331 sec): 3 clusters Score: Raw -68920.414137 + Penalty 669.072140 = -68251.341997 nChanged 9 SP:Iteration 23Q (51.599598 sec): 3 clusters Score: Raw -68921.877368 + Penalty 669.072140 = -68252.805228 nChanged 2 SP:Iteration 24Q (51.603857 sec): 3 clusters Score: Raw -68922.246624 + Penalty 669.072140 = -68253.174484 nChanged 2 SP:Iteration 25Q (51.608118 sec): 3 clusters Score: Raw -68922.448408 + Penalty 669.072140 = -68253.376268 nChanged 3 SP:Iteration 26Q (51.612435 sec): 3 clusters Score: Raw -68922.897237 + Penalty 669.072140 = -68253.825097 nChanged 2 SP:Iteration 27Q (51.616715 sec): 3 clusters Score: Raw -68923.115046 + Penalty 669.072140 = -68254.042906 nChanged 1 SP:Iteration 28Q (51.620977 sec): 3 clusters Score: Raw -68923.373338 + Penalty 669.072140 = -68254.301198 nChanged 1 SP:Iteration 29Q (51.625244 sec): 3 clusters Score: Raw -68923.462344 + Penalty 669.072140 = -68254.390204 nChanged 1 SP:Iteration 30Q (51.629506 sec): 3 clusters Score: Raw -68923.541911 + Penalty 669.072140 = -68254.469771 nChanged 0 SP:Iteration 31F (51.633860 sec): 3 clusters Score: Raw -68923.541911 + Penalty 669.072140 = -68254.469771 nChanged 0 Trying to split cluster 11 (2228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.646765 sec): 2 clusters Score: Raw -98960.859116 + Penalty 350.753112 = -98610.106004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.653465 sec): 3 clusters Score: Raw -97716.905072 + Penalty 701.506224 = -97015.398849 nChanged 955 SP:Iteration 1F (51.659520 sec): 3 clusters Score: Raw -98345.924754 + Penalty 701.506224 = -97644.418531 nChanged 161 SP:Iteration 2F (51.665502 sec): 3 clusters Score: Raw -98474.777559 + Penalty 701.506224 = -97773.271336 nChanged 152 SP:Iteration 3F (51.671507 sec): 3 clusters Score: Raw -98573.927171 + Penalty 701.506224 = -97872.420947 nChanged 123 SP:Iteration 4F (51.677486 sec): 3 clusters Score: Raw -98656.007258 + Penalty 701.506224 = -97954.501035 nChanged 96 SP:Iteration 5Q (51.683619 sec): 3 clusters Score: Raw -98720.143395 + Penalty 701.506224 = -98018.637171 nChanged 86 SP:Iteration 6Q (51.689637 sec): 3 clusters Score: Raw -98782.806080 + Penalty 701.506224 = -98081.299857 nChanged 70 SP:Iteration 7Q (51.695622 sec): 3 clusters Score: Raw -98823.827700 + Penalty 701.506224 = -98122.321476 nChanged 54 SP:Iteration 8Q (51.701595 sec): 3 clusters Score: Raw -98867.554473 + Penalty 701.506224 = -98166.048249 nChanged 51 SP:Iteration 9Q (51.707602 sec): 3 clusters Score: Raw -98922.319343 + Penalty 701.506224 = -98220.813120 nChanged 64 SP:Iteration 10Q (51.713556 sec): 3 clusters Score: Raw -98984.221126 + Penalty 701.506224 = -98282.714903 nChanged 51 SP:Iteration 11Q (51.719466 sec): 3 clusters Score: Raw -99027.772874 + Penalty 701.506224 = -98326.266650 nChanged 54 SP:Iteration 12Q (51.725355 sec): 3 clusters Score: Raw -99068.844820 + Penalty 701.506224 = -98367.338596 nChanged 50 SP:Iteration 13Q (51.731271 sec): 3 clusters Score: Raw -99107.692772 + Penalty 701.506224 = -98406.186548 nChanged 44 SP:Iteration 14Q (51.737151 sec): 3 clusters Score: Raw -99131.337538 + Penalty 701.506224 = -98429.831314 nChanged 41 SP:Iteration 15Q (51.743019 sec): 3 clusters Score: Raw -99160.115744 + Penalty 701.506224 = -98458.609521 nChanged 34 SP:Iteration 16Q (51.748936 sec): 3 clusters Score: Raw -99193.175737 + Penalty 701.506224 = -98491.669513 nChanged 43 SP:Iteration 17Q (51.754863 sec): 3 clusters Score: Raw -99223.970130 + Penalty 701.506224 = -98522.463906 nChanged 30 SP:Iteration 18Q (51.760729 sec): 3 clusters Score: Raw -99252.301610 + Penalty 701.506224 = -98550.795386 nChanged 30 SP:Iteration 19Q (51.766578 sec): 3 clusters Score: Raw -99267.675357 + Penalty 701.506224 = -98566.169133 nChanged 18 SP:Iteration 20F (51.772553 sec): 3 clusters Score: Raw -99276.815943 + Penalty 701.506224 = -98575.309719 nChanged 15 SP:Iteration 21Q (51.778490 sec): 3 clusters Score: Raw -99283.864676 + Penalty 701.506224 = -98582.358453 nChanged 20 SP:Iteration 22Q (51.784341 sec): 3 clusters Score: Raw -99295.583848 + Penalty 701.506224 = -98594.077624 nChanged 18 SP:Iteration 23Q (51.790174 sec): 3 clusters Score: Raw -99301.458368 + Penalty 701.506224 = -98599.952144 nChanged 9 SP:Iteration 24Q (51.796007 sec): 3 clusters Score: Raw -99303.069033 + Penalty 701.506224 = -98601.562809 nChanged 6 SP:Iteration 25Q (51.801906 sec): 3 clusters Score: Raw -99304.567001 + Penalty 701.506224 = -98603.060778 nChanged 10 SP:Iteration 26Q (51.807744 sec): 3 clusters Score: Raw -99308.672164 + Penalty 701.506224 = -98607.165940 nChanged 10 SP:Iteration 27Q (51.813608 sec): 3 clusters Score: Raw -99311.480982 + Penalty 701.506224 = -98609.974759 nChanged 9 SP:Iteration 28Q (51.832208 sec): 3 clusters Score: Raw -99313.610031 + Penalty 701.506224 = -98612.103807 nChanged 2 SP:Iteration 29Q (51.837812 sec): 3 clusters Score: Raw -99314.034681 + Penalty 701.506224 = -98612.528457 nChanged 1 SP:Iteration 30Q (51.843646 sec): 3 clusters Score: Raw -99314.196732 + Penalty 701.506224 = -98612.690508 nChanged 1 SP:Iteration 31Q (51.849480 sec): 3 clusters Score: Raw -99314.273368 + Penalty 701.506224 = -98612.767145 nChanged 2 SP:Iteration 32Q (51.855319 sec): 3 clusters Score: Raw -99314.566819 + Penalty 701.506224 = -98613.060596 nChanged 0 SP:Iteration 33F (51.861271 sec): 3 clusters Score: Raw -99314.566819 + Penalty 701.506224 = -98613.060596 nChanged 0 Score: Raw -13907501.948769 + Penalty 11504.033760 = -13895997.915008 Splitting cluster 11 changes total score from -13853695.954489 to -13895997.915008 So it's getting split into cluster 20. Trying to split cluster 12 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.869081 sec): 2 clusters Score: Raw -99001.306018 + Penalty 345.314780 = -98655.991238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.875317 sec): 3 clusters Score: Raw -97872.648003 + Penalty 690.629560 = -97182.018443 nChanged 856 SP:Iteration 1F (53.880751 sec): 3 clusters Score: Raw -98433.061554 + Penalty 690.629560 = -97742.431994 nChanged 191 SP:Iteration 2F (53.886195 sec): 3 clusters Score: Raw -98584.814028 + Penalty 690.629560 = -97894.184468 nChanged 152 SP:Iteration 3F (53.891633 sec): 3 clusters Score: Raw -98741.465889 + Penalty 690.629560 = -98050.836329 nChanged 126 SP:Iteration 4F (53.897035 sec): 3 clusters Score: Raw -98925.592783 + Penalty 690.629560 = -98234.963223 nChanged 123 SP:Iteration 5F (53.902562 sec): 3 clusters Score: Raw -99350.500900 + Penalty 690.629560 = -98659.871340 nChanged 194 SP:Iteration 6F (53.907983 sec): 3 clusters Score: Raw -100378.277197 + Penalty 690.629560 = -99687.647637 nChanged 361 SP:Iteration 7F (53.913379 sec): 3 clusters Score: Raw -101086.053082 + Penalty 690.629560 = -100395.423522 nChanged 179 SP:Iteration 8F (53.919391 sec): 3 clusters Score: Raw -101338.204562 + Penalty 690.629560 = -100647.575002 nChanged 64 SP:Iteration 9Q (53.924632 sec): 3 clusters Score: Raw -101461.508101 + Penalty 690.629560 = -100770.878541 nChanged 39 SP:Iteration 10Q (53.929822 sec): 3 clusters Score: Raw -101611.584289 + Penalty 690.629560 = -100920.954729 nChanged 15 SP:Iteration 11Q (53.934994 sec): 3 clusters Score: Raw -101728.689489 + Penalty 690.629560 = -101038.059929 nChanged 2 SP:Iteration 12Q (53.940204 sec): 3 clusters Score: Raw -101749.809516 + Penalty 690.629560 = -101059.179956 nChanged 1 SP:Iteration 13Q (53.945330 sec): 3 clusters Score: Raw -101752.118320 + Penalty 690.629560 = -101061.488760 nChanged 0 SP:Iteration 14F (53.950709 sec): 3 clusters Score: Raw -101757.184906 + Penalty 690.629560 = -101066.555346 nChanged 1 SP:Iteration 15Q (53.955840 sec): 3 clusters Score: Raw -101812.111940 + Penalty 690.629560 = -101121.482380 nChanged 1 SP:Iteration 16Q (53.961018 sec): 3 clusters Score: Raw -101913.000831 + Penalty 690.629560 = -101222.371271 nChanged 0 SP:Iteration 17F (53.966427 sec): 3 clusters Score: Raw -101913.000831 + Penalty 690.629560 = -101222.371271 nChanged 0 Score: Raw -13910413.643581 + Penalty 12079.235448 = -13898334.408133 Splitting cluster 12 changes total score from -13853695.954489 to -13898334.408133 So it's getting split into cluster 21. Trying to split cluster 13 (10676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.264586 sec): 2 clusters Score: Raw -522518.470580 + Penalty 422.046785 = -522096.423795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.287101 sec): 3 clusters Score: Raw -515763.388505 + Penalty 844.093569 = -514919.294936 nChanged 5030 SP:Iteration 1F (56.308617 sec): 3 clusters Score: Raw -518728.981210 + Penalty 844.093569 = -517884.887640 nChanged 616 SP:Iteration 2F (56.330098 sec): 3 clusters Score: Raw -519095.205545 + Penalty 844.093569 = -518251.111975 nChanged 679 SP:Iteration 3F (56.351400 sec): 3 clusters Score: Raw -519606.222972 + Penalty 844.093569 = -518762.129402 nChanged 780 SP:Iteration 4F (56.373272 sec): 3 clusters Score: Raw -520203.023014 + Penalty 844.093569 = -519358.929445 nChanged 763 SP:Iteration 5F (56.394848 sec): 3 clusters Score: Raw -520759.264199 + Penalty 844.093569 = -519915.170629 nChanged 714 SP:Iteration 6F (56.416112 sec): 3 clusters Score: Raw -521248.079325 + Penalty 844.093569 = -520403.985756 nChanged 617 SP:Iteration 7F (56.437431 sec): 3 clusters Score: Raw -521653.561926 + Penalty 844.093569 = -520809.468357 nChanged 503 SP:Iteration 8Q (56.458850 sec): 3 clusters Score: Raw -522027.611938 + Penalty 844.093569 = -521183.518368 nChanged 450 SP:Iteration 9Q (56.480363 sec): 3 clusters Score: Raw -522439.071059 + Penalty 844.093569 = -521594.977490 nChanged 426 SP:Iteration 10Q (56.501935 sec): 3 clusters Score: Raw -522837.963343 + Penalty 844.093569 = -521993.869773 nChanged 332 SP:Iteration 11Q (56.523092 sec): 3 clusters Score: Raw -523056.706403 + Penalty 844.093569 = -522212.612833 nChanged 216 SP:Iteration 12Q (56.544366 sec): 3 clusters Score: Raw -523143.288698 + Penalty 844.093569 = -522299.195129 nChanged 160 SP:Iteration 13Q (56.565465 sec): 3 clusters Score: Raw -523182.496702 + Penalty 844.093569 = -522338.403132 nChanged 94 SP:Iteration 14Q (56.586649 sec): 3 clusters Score: Raw -523198.085308 + Penalty 844.093569 = -522353.991739 nChanged 65 SP:Iteration 15Q (56.607709 sec): 3 clusters Score: Raw -523208.597048 + Penalty 844.093569 = -522364.503479 nChanged 59 SP:Iteration 16Q (56.628643 sec): 3 clusters Score: Raw -523218.768099 + Penalty 844.093569 = -522374.674530 nChanged 44 SP:Iteration 17Q (56.649773 sec): 3 clusters Score: Raw -523227.625134 + Penalty 844.093569 = -522383.531565 nChanged 54 SP:Iteration 18Q (56.670716 sec): 3 clusters Score: Raw -523238.107576 + Penalty 844.093569 = -522394.014006 nChanged 52 SP:Iteration 19Q (56.691984 sec): 3 clusters Score: Raw -523247.425291 + Penalty 844.093569 = -522403.331722 nChanged 48 SP:Iteration 20F (56.713348 sec): 3 clusters Score: Raw -523256.352803 + Penalty 844.093569 = -522412.259234 nChanged 42 SP:Iteration 21Q (56.734527 sec): 3 clusters Score: Raw -523262.508521 + Penalty 844.093569 = -522418.414951 nChanged 38 SP:Iteration 22Q (56.755706 sec): 3 clusters Score: Raw -523267.790569 + Penalty 844.093569 = -522423.696999 nChanged 38 SP:Iteration 23Q (56.776950 sec): 3 clusters Score: Raw -523272.471368 + Penalty 844.093569 = -522428.377799 nChanged 35 SP:Iteration 24Q (56.798263 sec): 3 clusters Score: Raw -523276.791175 + Penalty 844.093569 = -522432.697606 nChanged 34 SP:Iteration 25Q (56.819235 sec): 3 clusters Score: Raw -523281.689145 + Penalty 844.093569 = -522437.595576 nChanged 30 SP:Iteration 26Q (56.840295 sec): 3 clusters Score: Raw -523285.170484 + Penalty 844.093569 = -522441.076915 nChanged 28 SP:Iteration 27Q (56.861244 sec): 3 clusters Score: Raw -523288.320671 + Penalty 844.093569 = -522444.227101 nChanged 32 SP:Iteration 28Q (56.882274 sec): 3 clusters Score: Raw -523291.555614 + Penalty 844.093569 = -522447.462045 nChanged 27 SP:Iteration 29Q (56.903337 sec): 3 clusters Score: Raw -523294.163202 + Penalty 844.093569 = -522450.069633 nChanged 31 SP:Iteration 30Q (56.924376 sec): 3 clusters Score: Raw -523296.811573 + Penalty 844.093569 = -522452.718004 nChanged 21 SP:Iteration 31Q (56.945348 sec): 3 clusters Score: Raw -523298.093955 + Penalty 844.093569 = -522454.000386 nChanged 22 SP:Iteration 32Q (56.966402 sec): 3 clusters Score: Raw -523300.114219 + Penalty 844.093569 = -522456.020650 nChanged 31 SP:Iteration 33Q (56.987886 sec): 3 clusters Score: Raw -523303.296661 + Penalty 844.093569 = -522459.203092 nChanged 33 SP:Iteration 34Q (57.008831 sec): 3 clusters Score: Raw -523306.800276 + Penalty 844.093569 = -522462.706707 nChanged 31 SP:Iteration 35Q (57.030091 sec): 3 clusters Score: Raw -523310.277623 + Penalty 844.093569 = -522466.184053 nChanged 28 SP:Iteration 36Q (57.051109 sec): 3 clusters Score: Raw -523312.743997 + Penalty 844.093569 = -522468.650428 nChanged 19 SP:Iteration 37Q (57.072169 sec): 3 clusters Score: Raw -523314.086337 + Penalty 844.093569 = -522469.992767 nChanged 16 SP:Iteration 38Q (57.093102 sec): 3 clusters Score: Raw -523315.229715 + Penalty 844.093569 = -522471.136146 nChanged 15 SP:Iteration 39Q (57.114078 sec): 3 clusters Score: Raw -523316.463175 + Penalty 844.093569 = -522472.369606 nChanged 11 SP:Iteration 40F (57.135483 sec): 3 clusters Score: Raw -523317.202108 + Penalty 844.093569 = -522473.108538 nChanged 9 SP:Iteration 41Q (57.156549 sec): 3 clusters Score: Raw -523317.848024 + Penalty 844.093569 = -522473.754455 nChanged 10 SP:Iteration 42Q (57.177680 sec): 3 clusters Score: Raw -523318.416989 + Penalty 844.093569 = -522474.323420 nChanged 15 SP:Iteration 43Q (57.198722 sec): 3 clusters Score: Raw -523319.828222 + Penalty 844.093569 = -522475.734653 nChanged 19 SP:Iteration 44Q (57.219873 sec): 3 clusters Score: Raw -523321.098225 + Penalty 844.093569 = -522477.004655 nChanged 14 SP:Iteration 45Q (57.240963 sec): 3 clusters Score: Raw -523321.812806 + Penalty 844.093569 = -522477.719237 nChanged 10 SP:Iteration 46Q (57.262067 sec): 3 clusters Score: Raw -523322.501251 + Penalty 844.093569 = -522478.407682 nChanged 7 SP:Iteration 47Q (57.283178 sec): 3 clusters Score: Raw -523322.898960 + Penalty 844.093569 = -522478.805391 nChanged 9 SP:Iteration 48Q (57.304439 sec): 3 clusters Score: Raw -523323.702856 + Penalty 844.093569 = -522479.609286 nChanged 10 SP:Iteration 49Q (57.325558 sec): 3 clusters Score: Raw -523324.771716 + Penalty 844.093569 = -522480.678147 nChanged 12 SP:Iteration 50Q (57.346609 sec): 3 clusters Score: Raw -523325.806703 + Penalty 844.093569 = -522481.713133 nChanged 8 SP:Iteration 51Q (57.367503 sec): 3 clusters Score: Raw -523326.699283 + Penalty 844.093569 = -522482.605714 nChanged 12 SP:Iteration 52Q (57.388560 sec): 3 clusters Score: Raw -523327.801928 + Penalty 844.093569 = -522483.708359 nChanged 14 SP:Iteration 53Q (57.410022 sec): 3 clusters Score: Raw -523328.780519 + Penalty 844.093569 = -522484.686949 nChanged 9 SP:Iteration 54Q (57.431030 sec): 3 clusters Score: Raw -523329.198161 + Penalty 844.093569 = -522485.104591 nChanged 6 SP:Iteration 55Q (57.452328 sec): 3 clusters Score: Raw -523329.586667 + Penalty 844.093569 = -522485.493097 nChanged 4 SP:Iteration 56Q (57.473332 sec): 3 clusters Score: Raw -523329.697537 + Penalty 844.093569 = -522485.603967 nChanged 5 SP:Iteration 57Q (57.494430 sec): 3 clusters Score: Raw -523329.783733 + Penalty 844.093569 = -522485.690164 nChanged 2 SP:Iteration 58Q (57.515672 sec): 3 clusters Score: Raw -523329.983482 + Penalty 844.093569 = -522485.889913 nChanged 3 SP:Iteration 59Q (57.537056 sec): 3 clusters Score: Raw -523330.156128 + Penalty 844.093569 = -522486.062558 nChanged 4 SP:Iteration 60F (57.558516 sec): 3 clusters Score: Raw -523330.431954 + Penalty 844.093569 = -522486.338385 nChanged 2 SP:Iteration 61Q (57.579502 sec): 3 clusters Score: Raw -523330.577852 + Penalty 844.093569 = -522486.484283 nChanged 4 SP:Iteration 62Q (57.600631 sec): 3 clusters Score: Raw -523330.773659 + Penalty 844.093569 = -522486.680090 nChanged 5 SP:Iteration 63Q (57.621688 sec): 3 clusters Score: Raw -523330.987657 + Penalty 844.093569 = -522486.894087 nChanged 2 SP:Iteration 64Q (57.642614 sec): 3 clusters Score: Raw -523331.098112 + Penalty 844.093569 = -522487.004543 nChanged 4 SP:Iteration 65Q (57.663656 sec): 3 clusters Score: Raw -523331.245716 + Penalty 844.093569 = -522487.152147 nChanged 1 SP:Iteration 66Q (57.684671 sec): 3 clusters Score: Raw -523331.267539 + Penalty 844.093569 = -522487.173970 nChanged 0 SP:Iteration 67F (57.706017 sec): 3 clusters Score: Raw -523331.267539 + Penalty 844.093569 = -522487.173970 nChanged 0 Score: Raw -13911226.440541 + Penalty 12654.437136 = -13898572.003404 Splitting cluster 13 changes total score from -13853695.954489 to -13898572.003404 So it's getting split into cluster 22. Trying to split cluster 14 (2252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.920321 sec): 2 clusters Score: Raw -86104.746194 + Penalty 351.240617 = -85753.505578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.927305 sec): 3 clusters Score: Raw -84871.708686 + Penalty 702.481233 = -84169.227453 nChanged 987 SP:Iteration 1F (59.933355 sec): 3 clusters Score: Raw -85538.197495 + Penalty 702.481233 = -84835.716262 nChanged 224 SP:Iteration 2F (59.939386 sec): 3 clusters Score: Raw -85895.386387 + Penalty 702.481233 = -85192.905154 nChanged 221 SP:Iteration 3F (59.945387 sec): 3 clusters Score: Raw -86390.611227 + Penalty 702.481233 = -85688.129994 nChanged 255 SP:Iteration 4F (59.951594 sec): 3 clusters Score: Raw -86784.325900 + Penalty 702.481233 = -86081.844667 nChanged 200 SP:Iteration 5F (59.957678 sec): 3 clusters Score: Raw -86972.665743 + Penalty 702.481233 = -86270.184510 nChanged 107 SP:Iteration 6Q (59.963646 sec): 3 clusters Score: Raw -87051.907304 + Penalty 702.481233 = -86349.426071 nChanged 58 SP:Iteration 7Q (59.969627 sec): 3 clusters Score: Raw -87106.770374 + Penalty 702.481233 = -86404.289141 nChanged 34 SP:Iteration 8Q (59.975667 sec): 3 clusters Score: Raw -87153.261942 + Penalty 702.481233 = -86450.780709 nChanged 21 SP:Iteration 9Q (59.981985 sec): 3 clusters Score: Raw -87193.213104 + Penalty 702.481233 = -86490.731871 nChanged 17 SP:Iteration 10Q (59.987882 sec): 3 clusters Score: Raw -87232.444669 + Penalty 702.481233 = -86529.963436 nChanged 15 SP:Iteration 11Q (59.993704 sec): 3 clusters Score: Raw -87244.953904 + Penalty 702.481233 = -86542.472671 nChanged 8 SP:Iteration 12Q (59.999646 sec): 3 clusters Score: Raw -87250.401373 + Penalty 702.481233 = -86547.920140 nChanged 6 SP:Iteration 13Q (60.005421 sec): 3 clusters Score: Raw -87253.164067 + Penalty 702.481233 = -86550.682834 nChanged 4 SP:Iteration 14Q (60.011269 sec): 3 clusters Score: Raw -87255.248344 + Penalty 702.481233 = -86552.767111 nChanged 3 SP:Iteration 15Q (60.017059 sec): 3 clusters Score: Raw -87257.223631 + Penalty 702.481233 = -86554.742398 nChanged 5 SP:Iteration 16Q (60.022940 sec): 3 clusters Score: Raw -87259.602056 + Penalty 702.481233 = -86557.120823 nChanged 2 SP:Iteration 17Q (60.028731 sec): 3 clusters Score: Raw -87260.340213 + Penalty 702.481233 = -86557.858980 nChanged 2 SP:Iteration 18Q (60.034479 sec): 3 clusters Score: Raw -87260.740449 + Penalty 702.481233 = -86558.259216 nChanged 1 SP:Iteration 19Q (60.040268 sec): 3 clusters Score: Raw -87260.958114 + Penalty 702.481233 = -86558.476881 nChanged 1 SP:Iteration 20F (60.046265 sec): 3 clusters Score: Raw -87261.093461 + Penalty 702.481233 = -86558.612228 nChanged 0 Score: Raw -13912382.787808 + Penalty 13229.638824 = -13899153.148984 Splitting cluster 14 changes total score from -13853695.954489 to -13899153.148984 So it's getting split into cluster 23. Trying to split cluster 16 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.356769 sec): 2 clusters Score: Raw -17043.627128 + Penalty 290.063629 = -16753.563498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.359344 sec): 3 clusters Score: Raw -16901.000759 + Penalty 580.127259 = -16320.873500 nChanged 245 SP:Iteration 1F (62.361268 sec): 3 clusters Score: Raw -17403.745738 + Penalty 580.127259 = -16823.618479 nChanged 56 SP:Iteration 2F (62.363181 sec): 3 clusters Score: Raw -17554.727688 + Penalty 580.127259 = -16974.600429 nChanged 44 SP:Iteration 3F (62.365079 sec): 3 clusters Score: Raw -17629.247768 + Penalty 580.127259 = -17049.120510 nChanged 19 SP:Iteration 4Q (62.367031 sec): 3 clusters Score: Raw -17658.525681 + Penalty 580.127259 = -17078.398423 nChanged 12 SP:Iteration 5Q (62.368903 sec): 3 clusters Score: Raw -17695.283998 + Penalty 580.127259 = -17115.156739 nChanged 13 SP:Iteration 6Q (62.370864 sec): 3 clusters Score: Raw -17735.062910 + Penalty 580.127259 = -17154.935651 nChanged 9 SP:Iteration 7Q (62.372729 sec): 3 clusters Score: Raw -17756.512190 + Penalty 580.127259 = -17176.384931 nChanged 7 SP:Iteration 8Q (62.374649 sec): 3 clusters Score: Raw -17772.354031 + Penalty 580.127259 = -17192.226772 nChanged 7 SP:Iteration 9Q (62.376524 sec): 3 clusters Score: Raw -17776.710649 + Penalty 580.127259 = -17196.583390 nChanged 3 SP:Iteration 10Q (62.378459 sec): 3 clusters Score: Raw -17780.207720 + Penalty 580.127259 = -17200.080461 nChanged 3 SP:Iteration 11Q (62.380329 sec): 3 clusters Score: Raw -17783.314988 + Penalty 580.127259 = -17203.187729 nChanged 2 SP:Iteration 12Q (62.382293 sec): 3 clusters Score: Raw -17784.027002 + Penalty 580.127259 = -17203.899743 nChanged 1 SP:Iteration 13Q (62.384209 sec): 3 clusters Score: Raw -17784.480671 + Penalty 580.127259 = -17204.353413 nChanged 2 SP:Iteration 14Q (62.386116 sec): 3 clusters Score: Raw -17785.341744 + Penalty 580.127259 = -17205.214485 nChanged 2 SP:Iteration 15Q (62.387967 sec): 3 clusters Score: Raw -17786.396334 + Penalty 580.127259 = -17206.269075 nChanged 2 SP:Iteration 16Q (62.389901 sec): 3 clusters Score: Raw -17787.119289 + Penalty 580.127259 = -17206.992030 nChanged 2 SP:Iteration 17Q (62.391830 sec): 3 clusters Score: Raw -17788.109940 + Penalty 580.127259 = -17207.982682 nChanged 2 SP:Iteration 18Q (62.393670 sec): 3 clusters Score: Raw -17789.411310 + Penalty 580.127259 = -17209.284051 nChanged 2 SP:Iteration 19Q (62.395562 sec): 3 clusters Score: Raw -17793.095308 + Penalty 580.127259 = -17212.968049 nChanged 2 SP:Iteration 20F (62.397465 sec): 3 clusters Score: Raw -17796.554877 + Penalty 580.127259 = -17216.427618 nChanged 7 SP:Iteration 21Q (62.399455 sec): 3 clusters Score: Raw -17827.939150 + Penalty 580.127259 = -17247.811891 nChanged 9 SP:Iteration 22Q (62.401337 sec): 3 clusters Score: Raw -17885.413078 + Penalty 580.127259 = -17305.285819 nChanged 12 SP:Iteration 23Q (62.403213 sec): 3 clusters Score: Raw -17953.829825 + Penalty 580.127259 = -17373.702566 nChanged 9 SP:Iteration 24Q (62.405088 sec): 3 clusters Score: Raw -18022.185455 + Penalty 580.127259 = -17442.058196 nChanged 5 SP:Iteration 25Q (62.407024 sec): 3 clusters Score: Raw -18041.332748 + Penalty 580.127259 = -17461.205490 nChanged 3 SP:Iteration 26Q (62.408889 sec): 3 clusters Score: Raw -18043.083071 + Penalty 580.127259 = -17462.955813 nChanged 2 SP:Iteration 27Q (62.410752 sec): 3 clusters Score: Raw -18044.857487 + Penalty 580.127259 = -17464.730229 nChanged 4 SP:Iteration 28Q (62.412628 sec): 3 clusters Score: Raw -18047.611312 + Penalty 580.127259 = -17467.484053 nChanged 3 SP:Iteration 29Q (62.414566 sec): 3 clusters Score: Raw -18049.546639 + Penalty 580.127259 = -17469.419381 nChanged 0 SP:Iteration 30F (62.416467 sec): 3 clusters Score: Raw -18049.546639 + Penalty 580.127259 = -17469.419381 nChanged 0 Score: Raw -13913388.707320 + Penalty 13804.840512 = -13899583.866807 Splitting cluster 16 changes total score from -13853695.954489 to -13899583.866807 So it's getting split into cluster 24. Trying to split cluster 19 (97287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.927846 sec): 2 clusters Score: Raw -4706888.503426 + Penalty 522.586640 = -4706365.916786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.022163 sec): 3 clusters Score: Raw -4641569.796126 + Penalty 1045.173279 = -4640524.622847 nChanged 47683 SP:Iteration 1F (65.112618 sec): 3 clusters Score: Raw -4670375.934046 + Penalty 1045.173279 = -4669330.760767 nChanged 3968 SP:Iteration 2Q (65.215007 sec): 3 clusters Score: Raw -4671612.357215 + Penalty 1045.173279 = -4670567.183936 nChanged 4032 SP:Iteration 3Q (65.317099 sec): 3 clusters Score: Raw -4673095.047024 + Penalty 1045.173279 = -4672049.873745 nChanged 4341 SP:Iteration 4Q (65.419469 sec): 3 clusters Score: Raw -4675046.190783 + Penalty 1045.173279 = -4674001.017504 nChanged 4869 SP:Iteration 5F (65.510719 sec): 3 clusters Score: Raw -4677812.552024 + Penalty 1045.173279 = -4676767.378744 nChanged 5616 SP:Iteration 6F (65.604758 sec): 3 clusters Score: Raw -4681892.441636 + Penalty 1045.173279 = -4680847.268356 nChanged 6240 SP:Iteration 7F (65.695343 sec): 3 clusters Score: Raw -4686862.500757 + Penalty 1045.173279 = -4685817.327478 nChanged 5967 SP:Iteration 8F (65.786008 sec): 3 clusters Score: Raw -4690894.014917 + Penalty 1045.173279 = -4689848.841637 nChanged 4573 SP:Iteration 9Q (65.886473 sec): 3 clusters Score: Raw -4692903.680885 + Penalty 1045.173279 = -4691858.507606 nChanged 2738 SP:Iteration 10Q (65.985739 sec): 3 clusters Score: Raw -4693636.165499 + Penalty 1045.173279 = -4692590.992220 nChanged 1661 SP:Iteration 11Q (66.084789 sec): 3 clusters Score: Raw -4694009.383182 + Penalty 1045.173279 = -4692964.209903 nChanged 1305 SP:Iteration 12Q (66.183297 sec): 3 clusters Score: Raw -4694315.664981 + Penalty 1045.173279 = -4693270.491702 nChanged 1267 SP:Iteration 13Q (66.281401 sec): 3 clusters Score: Raw -4694643.487445 + Penalty 1045.173279 = -4693598.314166 nChanged 1333 SP:Iteration 14Q (66.379280 sec): 3 clusters Score: Raw -4695013.491672 + Penalty 1045.173279 = -4693968.318392 nChanged 1446 SP:Iteration 15Q (66.477050 sec): 3 clusters Score: Raw -4695433.997397 + Penalty 1045.173279 = -4694388.824118 nChanged 1454 SP:Iteration 16Q (66.574601 sec): 3 clusters Score: Raw -4695870.434393 + Penalty 1045.173279 = -4694825.261113 nChanged 1499 SP:Iteration 17Q (66.671523 sec): 3 clusters Score: Raw -4696325.823755 + Penalty 1045.173279 = -4695280.650476 nChanged 1504 SP:Iteration 18Q (66.768205 sec): 3 clusters Score: Raw -4696806.653753 + Penalty 1045.173279 = -4695761.480473 nChanged 1560 SP:Iteration 19Q (66.864486 sec): 3 clusters Score: Raw -4697353.087942 + Penalty 1045.173279 = -4696307.914663 nChanged 1590 SP:Iteration 20F (66.954584 sec): 3 clusters Score: Raw -4697901.899468 + Penalty 1045.173279 = -4696856.726188 nChanged 1539 SP:Iteration 21Q (67.051586 sec): 3 clusters Score: Raw -4698450.595593 + Penalty 1045.173279 = -4697405.422314 nChanged 1552 SP:Iteration 22Q (67.153969 sec): 3 clusters Score: Raw -4699013.320527 + Penalty 1045.173279 = -4697968.147248 nChanged 1563 SP:Iteration 23Q (67.250161 sec): 3 clusters Score: Raw -4699613.510683 + Penalty 1045.173279 = -4698568.337403 nChanged 1521 SP:Iteration 24Q (67.345330 sec): 3 clusters Score: Raw -4700248.981525 + Penalty 1045.173279 = -4699203.808246 nChanged 1464 SP:Iteration 25Q (67.440539 sec): 3 clusters Score: Raw -4700921.889526 + Penalty 1045.173279 = -4699876.716247 nChanged 1437 SP:Iteration 26Q (67.535290 sec): 3 clusters Score: Raw -4701632.740510 + Penalty 1045.173279 = -4700587.567231 nChanged 1395 SP:Iteration 27Q (67.629579 sec): 3 clusters Score: Raw -4702377.607582 + Penalty 1045.173279 = -4701332.434302 nChanged 1349 SP:Iteration 28Q (67.723470 sec): 3 clusters Score: Raw -4703190.114675 + Penalty 1045.173279 = -4702144.941396 nChanged 1358 SP:Iteration 29Q (67.817133 sec): 3 clusters Score: Raw -4704098.549635 + Penalty 1045.173279 = -4703053.376356 nChanged 1247 SP:Iteration 30Q (67.910302 sec): 3 clusters Score: Raw -4704872.132612 + Penalty 1045.173279 = -4703826.959333 nChanged 1127 SP:Iteration 31Q (68.002704 sec): 3 clusters Score: Raw -4705525.057212 + Penalty 1045.173279 = -4704479.883932 nChanged 1020 SP:Iteration 32Q (68.094257 sec): 3 clusters Score: Raw -4706065.064290 + Penalty 1045.173279 = -4705019.891011 nChanged 918 SP:Iteration 33Q (68.185119 sec): 3 clusters Score: Raw -4706501.776775 + Penalty 1045.173279 = -4705456.603496 nChanged 772 SP:Iteration 34Q (68.275750 sec): 3 clusters Score: Raw -4706794.168415 + Penalty 1045.173279 = -4705748.995135 nChanged 627 SP:Iteration 35Q (68.365153 sec): 3 clusters Score: Raw -4706988.115144 + Penalty 1045.173279 = -4705942.941865 nChanged 510 SP:Iteration 36Q (68.454642 sec): 3 clusters Score: Raw -4707097.989169 + Penalty 1045.173279 = -4706052.815890 nChanged 362 SP:Iteration 37Q (68.556362 sec): 3 clusters Score: Raw -4707168.889584 + Penalty 1045.173279 = -4706123.716305 nChanged 302 SP:Iteration 38Q (68.683430 sec): 3 clusters Score: Raw -4707221.089523 + Penalty 1045.173279 = -4706175.916243 nChanged 250 SP:Iteration 39Q (68.810335 sec): 3 clusters Score: Raw -4707259.357683 + Penalty 1045.173279 = -4706214.184404 nChanged 234 SP:Iteration 40F (68.937684 sec): 3 clusters Score: Raw -4707385.837993 + Penalty 1045.173279 = -4706340.664713 nChanged 294 SP:Iteration 41Q (69.064841 sec): 3 clusters Score: Raw -4707442.670832 + Penalty 1045.173279 = -4706397.497553 nChanged 263 SP:Iteration 42Q (69.153940 sec): 3 clusters Score: Raw -4707478.255982 + Penalty 1045.173279 = -4706433.082702 nChanged 220 SP:Iteration 43Q (69.243946 sec): 3 clusters Score: Raw -4707506.170571 + Penalty 1045.173279 = -4706460.997292 nChanged 174 SP:Iteration 44Q (69.332872 sec): 3 clusters Score: Raw -4707523.144776 + Penalty 1045.173279 = -4706477.971497 nChanged 134 SP:Iteration 45Q (69.422214 sec): 3 clusters Score: Raw -4707531.775663 + Penalty 1045.173279 = -4706486.602384 nChanged 92 SP:Iteration 46Q (69.511158 sec): 3 clusters Score: Raw -4707536.873669 + Penalty 1045.173279 = -4706491.700390 nChanged 84 SP:Iteration 47Q (69.600679 sec): 3 clusters Score: Raw -4707540.594220 + Penalty 1045.173279 = -4706495.420940 nChanged 65 SP:Iteration 48Q (69.690960 sec): 3 clusters Score: Raw -4707543.346019 + Penalty 1045.173279 = -4706498.172739 nChanged 49 SP:Iteration 49Q (69.780361 sec): 3 clusters Score: Raw -4707544.854974 + Penalty 1045.173279 = -4706499.681694 nChanged 36 SP:Iteration 50Q (69.869649 sec): 3 clusters Score: Raw -4707545.674773 + Penalty 1045.173279 = -4706500.501494 nChanged 29 SP:Iteration 51Q (69.958984 sec): 3 clusters Score: Raw -4707546.434671 + Penalty 1045.173279 = -4706501.261391 nChanged 31 SP:Iteration 52Q (70.047716 sec): 3 clusters Score: Raw -4707547.119016 + Penalty 1045.173279 = -4706501.945737 nChanged 25 SP:Iteration 53Q (70.136287 sec): 3 clusters Score: Raw -4707547.782952 + Penalty 1045.173279 = -4706502.609673 nChanged 34 SP:Iteration 54Q (70.225161 sec): 3 clusters Score: Raw -4707548.603238 + Penalty 1045.173279 = -4706503.429959 nChanged 23 SP:Iteration 55Q (70.314097 sec): 3 clusters Score: Raw -4707549.078704 + Penalty 1045.173279 = -4706503.905424 nChanged 23 SP:Iteration 56Q (70.403439 sec): 3 clusters Score: Raw -4707549.496563 + Penalty 1045.173279 = -4706504.323284 nChanged 17 SP:Iteration 57Q (70.492902 sec): 3 clusters Score: Raw -4707549.818998 + Penalty 1045.173279 = -4706504.645718 nChanged 12 SP:Iteration 58Q (70.582767 sec): 3 clusters Score: Raw -4707549.963408 + Penalty 1045.173279 = -4706504.790129 nChanged 15 SP:Iteration 59Q (70.672613 sec): 3 clusters Score: Raw -4707550.220518 + Penalty 1045.173279 = -4706505.047239 nChanged 14 SP:Iteration 60F (70.762968 sec): 3 clusters Score: Raw -4707550.509241 + Penalty 1045.173279 = -4706505.335962 nChanged 15 SP:Iteration 61Q (70.853897 sec): 3 clusters Score: Raw -4707550.733450 + Penalty 1045.173279 = -4706505.560170 nChanged 16 SP:Iteration 62Q (70.943588 sec): 3 clusters Score: Raw -4707550.995744 + Penalty 1045.173279 = -4706505.822464 nChanged 15 SP:Iteration 63Q (71.033582 sec): 3 clusters Score: Raw -4707551.282969 + Penalty 1045.173279 = -4706506.109690 nChanged 18 SP:Iteration 64Q (71.122979 sec): 3 clusters Score: Raw -4707551.708920 + Penalty 1045.173279 = -4706506.535640 nChanged 15 SP:Iteration 65Q (71.212599 sec): 3 clusters Score: Raw -4707552.069800 + Penalty 1045.173279 = -4706506.896521 nChanged 16 SP:Iteration 66Q (71.301707 sec): 3 clusters Score: Raw -4707552.568614 + Penalty 1045.173279 = -4706507.395334 nChanged 20 SP:Iteration 67Q (71.390929 sec): 3 clusters Score: Raw -4707553.005868 + Penalty 1045.173279 = -4706507.832589 nChanged 17 SP:Iteration 68Q (71.479732 sec): 3 clusters Score: Raw -4707553.323276 + Penalty 1045.173279 = -4706508.149996 nChanged 18 SP:Iteration 69Q (71.570145 sec): 3 clusters Score: Raw -4707553.577817 + Penalty 1045.173279 = -4706508.404538 nChanged 16 SP:Iteration 70Q (71.660429 sec): 3 clusters Score: Raw -4707553.796637 + Penalty 1045.173279 = -4706508.623358 nChanged 16 SP:Iteration 71Q (71.750341 sec): 3 clusters Score: Raw -4707554.055258 + Penalty 1045.173279 = -4706508.881979 nChanged 13 SP:Iteration 72Q (71.840350 sec): 3 clusters Score: Raw -4707554.327153 + Penalty 1045.173279 = -4706509.153873 nChanged 13 SP:Iteration 73Q (71.930132 sec): 3 clusters Score: Raw -4707554.575405 + Penalty 1045.173279 = -4706509.402125 nChanged 9 SP:Iteration 74Q (72.020444 sec): 3 clusters Score: Raw -4707554.721156 + Penalty 1045.173279 = -4706509.547876 nChanged 8 SP:Iteration 75Q (72.109698 sec): 3 clusters Score: Raw -4707554.919875 + Penalty 1045.173279 = -4706509.746596 nChanged 9 SP:Iteration 76Q (72.198711 sec): 3 clusters Score: Raw -4707555.051796 + Penalty 1045.173279 = -4706509.878517 nChanged 5 SP:Iteration 77Q (72.287602 sec): 3 clusters Score: Raw -4707555.111188 + Penalty 1045.173279 = -4706509.937908 nChanged 4 SP:Iteration 78Q (72.376674 sec): 3 clusters Score: Raw -4707555.162247 + Penalty 1045.173279 = -4706509.988968 nChanged 2 SP:Iteration 79Q (72.465624 sec): 3 clusters Score: Raw -4707555.176793 + Penalty 1045.173279 = -4706510.003514 nChanged 2 SP:Iteration 80F (72.555968 sec): 3 clusters Score: Raw -4707555.190845 + Penalty 1045.173279 = -4706510.017565 nChanged 2 SP:Iteration 81Q (72.644710 sec): 3 clusters Score: Raw -4707555.197570 + Penalty 1045.173279 = -4706510.024290 nChanged 0 SP:Iteration 82F (72.734719 sec): 3 clusters Score: Raw -4707555.197570 + Penalty 1045.173279 = -4706510.024290 nChanged 0 Score: Raw -13914055.401463 + Penalty 14380.042200 = -13899675.359263 Splitting cluster 19 changes total score from -13853695.954489 to -13899675.359263 So it's getting split into cluster 25. Iteration 20F (77.739147 sec): 26 clusters Score: Raw -13925884.713040 + Penalty 14380.042200 = -13911504.670840 nChanged 14774 Iteration 21Q (79.739126 sec): 26 clusters Score: Raw -13934888.499261 + Penalty 14380.042200 = -13920508.457061 nChanged 8258 Iteration 22Q (81.709215 sec): 26 clusters Score: Raw -13938988.746943 + Penalty 14380.042200 = -13924608.704743 nChanged 6548 Iteration 23Q (83.660807 sec): 26 clusters Score: Raw -13941912.291010 + Penalty 14380.042200 = -13927532.248810 nChanged 5600 Iteration 24Q (85.606210 sec): 26 clusters Score: Raw -13944208.031082 + Penalty 14380.042200 = -13929827.988882 nChanged 5158 Iteration 25Q (87.536579 sec): 26 clusters Score: Raw -13946187.023489 + Penalty 14380.042200 = -13931806.981289 nChanged 4738 Iteration 26Q (89.478749 sec): 26 clusters Score: Raw -13947804.502169 + Penalty 14380.042200 = -13933424.459969 nChanged 4323 Iteration 27Q (91.403698 sec): 26 clusters Score: Raw -13949091.804115 + Penalty 14380.042200 = -13934711.761915 nChanged 3853 Iteration 28Q (93.332159 sec): 26 clusters Score: Raw -13950166.442045 + Penalty 14380.042200 = -13935786.399845 nChanged 3541 Iteration 29Q (95.273317 sec): 26 clusters Score: Raw -13951104.891498 + Penalty 14380.042200 = -13936724.849298 nChanged 3104 Iteration 30Q (97.207513 sec): 26 clusters Score: Raw -13951889.375765 + Penalty 14380.042200 = -13937509.333564 nChanged 2848 Iteration 31Q (99.125298 sec): 26 clusters Score: Raw -13952560.193144 + Penalty 14380.042200 = -13938180.150944 nChanged 2620 Iteration 32Q (101.043053 sec): 26 clusters Score: Raw -13953085.124331 + Penalty 14380.042200 = -13938705.082131 nChanged 2349 Iteration 33Q (102.950474 sec): 26 clusters Score: Raw -13953513.456985 + Penalty 14380.042200 = -13939133.414785 nChanged 2130 Iteration 34Q (104.875296 sec): 26 clusters Score: Raw -13953874.783691 + Penalty 14380.042200 = -13939494.741491 nChanged 1927 Iteration 35Q (106.783303 sec): 26 clusters Score: Raw -13954175.282051 + Penalty 14380.042200 = -13939795.239851 nChanged 1688 Iteration 36Q (108.695085 sec): 26 clusters Score: Raw -13954411.297360 + Penalty 14380.042200 = -13940031.255159 nChanged 1530 Iteration 37Q (110.600899 sec): 26 clusters Score: Raw -13954615.174350 + Penalty 14380.042200 = -13940235.132150 nChanged 1431 Iteration 38Q (112.922162 sec): 26 clusters Score: Raw -13954805.780182 + Penalty 14380.042200 = -13940425.737982 nChanged 1290 Iteration 39Q (114.849489 sec): 26 clusters Score: Raw -13954955.869753 + Penalty 14380.042200 = -13940575.827553 nChanged 1208 Iteration 40F (117.349565 sec): 26 clusters Score: Raw -13956208.295992 + Penalty 14380.042200 = -13941828.253792 nChanged 2367 Iteration 41Q (119.284265 sec): 26 clusters Score: Raw -13957033.524790 + Penalty 14380.042200 = -13942653.482590 nChanged 2362 Iteration 42Q (121.220267 sec): 26 clusters Score: Raw -13957561.236868 + Penalty 14380.042200 = -13943181.194668 nChanged 2091 Iteration 43Q (123.147301 sec): 26 clusters Score: Raw -13957935.260364 + Penalty 14380.042200 = -13943555.218164 nChanged 1939 Iteration 44Q (125.080794 sec): 26 clusters Score: Raw -13958232.454618 + Penalty 14380.042200 = -13943852.412418 nChanged 1753 Iteration 45Q (127.008738 sec): 26 clusters Score: Raw -13958469.344880 + Penalty 14380.042200 = -13944089.302680 nChanged 1615 Iteration 46Q (128.962795 sec): 26 clusters Score: Raw -13958679.839163 + Penalty 14380.042200 = -13944299.796963 nChanged 1520 Iteration 47Q (130.889613 sec): 26 clusters Score: Raw -13958870.672705 + Penalty 14380.042200 = -13944490.630505 nChanged 1485 Iteration 48Q (132.842963 sec): 26 clusters Score: Raw -13959045.225781 + Penalty 14380.042200 = -13944665.183581 nChanged 1440 Iteration 49Q (134.789495 sec): 26 clusters Score: Raw -13959210.776205 + Penalty 14380.042200 = -13944830.734005 nChanged 1425 Iteration 50Q (136.738961 sec): 26 clusters Score: Raw -13959378.242620 + Penalty 14380.042200 = -13944998.200420 nChanged 1451 Iteration 51Q (138.666881 sec): 26 clusters Score: Raw -13959546.528689 + Penalty 14380.042200 = -13945166.486489 nChanged 1443 Iteration 52Q (140.591584 sec): 26 clusters Score: Raw -13959706.684127 + Penalty 14380.042200 = -13945326.641927 nChanged 1360 Iteration 53Q (142.513174 sec): 26 clusters Score: Raw -13959854.828964 + Penalty 14380.042200 = -13945474.786764 nChanged 1300 Iteration 54Q (144.445462 sec): 26 clusters Score: Raw -13960011.652489 + Penalty 14380.042200 = -13945631.610289 nChanged 1233 Iteration 55Q (146.365697 sec): 26 clusters Score: Raw -13960177.315195 + Penalty 14380.042200 = -13945797.272995 nChanged 1176 Iteration 56Q (148.438923 sec): 26 clusters Score: Raw -13960334.095103 + Penalty 14380.042200 = -13945954.052903 nChanged 1212 Iteration 57Q (150.555339 sec): 26 clusters Score: Raw -13960480.902837 + Penalty 14380.042200 = -13946100.860637 nChanged 1193 Iteration 58Q (152.482409 sec): 26 clusters Score: Raw -13960610.244471 + Penalty 14380.042200 = -13946230.202271 nChanged 1180 Writing temp clu file Because OldScore, -13946100.860637, is greater than current (better) Score,-13946230.202271 Compute initial score before splitting: Score: Raw -13960610.244471 + Penalty 14380.042200 = -13946230.202271 Trying to split cluster 1 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.543271 sec): 2 clusters Score: Raw -23444.376214 + Penalty 278.573423 = -23165.802791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.545361 sec): 3 clusters Score: Raw -23256.201646 + Penalty 557.146846 = -22699.054800 nChanged 158 SP:Iteration 1F (152.546974 sec): 3 clusters Score: Raw -23351.265301 + Penalty 557.146846 = -22794.118455 nChanged 35 SP:Iteration 2F (152.548562 sec): 3 clusters Score: Raw -23380.710139 + Penalty 557.146846 = -22823.563294 nChanged 27 SP:Iteration 3F (152.550147 sec): 3 clusters Score: Raw -23407.777496 + Penalty 557.146846 = -22850.630651 nChanged 23 SP:Iteration 4F (152.551731 sec): 3 clusters Score: Raw -23427.530026 + Penalty 557.146846 = -22870.383180 nChanged 18 SP:Iteration 5Q (152.553399 sec): 3 clusters Score: Raw -23437.780346 + Penalty 557.146846 = -22880.633500 nChanged 12 SP:Iteration 6Q (152.554984 sec): 3 clusters Score: Raw -23443.666561 + Penalty 557.146846 = -22886.519716 nChanged 10 SP:Iteration 7Q (152.556575 sec): 3 clusters Score: Raw -23450.046996 + Penalty 557.146846 = -22892.900150 nChanged 9 SP:Iteration 8Q (152.558154 sec): 3 clusters Score: Raw -23457.993822 + Penalty 557.146846 = -22900.846977 nChanged 5 SP:Iteration 9Q (152.559815 sec): 3 clusters Score: Raw -23463.047244 + Penalty 557.146846 = -22905.900398 nChanged 4 SP:Iteration 10Q (152.561393 sec): 3 clusters Score: Raw -23471.189787 + Penalty 557.146846 = -22914.042941 nChanged 11 SP:Iteration 11Q (152.562973 sec): 3 clusters Score: Raw -23487.157802 + Penalty 557.146846 = -22930.010956 nChanged 7 SP:Iteration 12Q (152.564549 sec): 3 clusters Score: Raw -23490.613078 + Penalty 557.146846 = -22933.466233 nChanged 2 SP:Iteration 13Q (152.566198 sec): 3 clusters Score: Raw -23491.888554 + Penalty 557.146846 = -22934.741709 nChanged 0 SP:Iteration 14F (152.567768 sec): 3 clusters Score: Raw -23491.888554 + Penalty 557.146846 = -22934.741709 nChanged 0 Trying to split cluster 2 (6600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.585694 sec): 2 clusters Score: Raw -316422.162093 + Penalty 400.164534 = -316021.997558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.604321 sec): 3 clusters Score: Raw -312496.635141 + Penalty 800.329068 = -311696.306072 nChanged 3042 SP:Iteration 1F (152.621170 sec): 3 clusters Score: Raw -314462.528130 + Penalty 800.329068 = -313662.199062 nChanged 498 SP:Iteration 2F (152.638041 sec): 3 clusters Score: Raw -314834.810565 + Penalty 800.329068 = -314034.481497 nChanged 529 SP:Iteration 3F (152.654750 sec): 3 clusters Score: Raw -315254.330477 + Penalty 800.329068 = -314454.001409 nChanged 474 SP:Iteration 4F (152.671804 sec): 3 clusters Score: Raw -315610.487830 + Penalty 800.329068 = -314810.158762 nChanged 359 SP:Iteration 5F (152.688257 sec): 3 clusters Score: Raw -315843.384891 + Penalty 800.329068 = -315043.055822 nChanged 286 SP:Iteration 6Q (152.704756 sec): 3 clusters Score: Raw -316030.444755 + Penalty 800.329068 = -315230.115687 nChanged 208 SP:Iteration 7Q (152.721214 sec): 3 clusters Score: Raw -316153.268601 + Penalty 800.329068 = -315352.939533 nChanged 140 SP:Iteration 8Q (152.737735 sec): 3 clusters Score: Raw -316234.062752 + Penalty 800.329068 = -315433.733684 nChanged 95 SP:Iteration 9Q (152.754374 sec): 3 clusters Score: Raw -316290.806825 + Penalty 800.329068 = -315490.477756 nChanged 81 SP:Iteration 10Q (152.770745 sec): 3 clusters Score: Raw -316343.463204 + Penalty 800.329068 = -315543.134135 nChanged 59 SP:Iteration 11Q (152.787148 sec): 3 clusters Score: Raw -316388.337611 + Penalty 800.329068 = -315588.008542 nChanged 40 SP:Iteration 12Q (152.803488 sec): 3 clusters Score: Raw -316421.424803 + Penalty 800.329068 = -315621.095734 nChanged 38 SP:Iteration 13Q (152.819726 sec): 3 clusters Score: Raw -316458.441981 + Penalty 800.329068 = -315658.112913 nChanged 31 SP:Iteration 14Q (152.835912 sec): 3 clusters Score: Raw -316485.578031 + Penalty 800.329068 = -315685.248963 nChanged 26 SP:Iteration 15Q (152.852002 sec): 3 clusters Score: Raw -316526.576864 + Penalty 800.329068 = -315726.247796 nChanged 20 SP:Iteration 16Q (152.868170 sec): 3 clusters Score: Raw -316549.962429 + Penalty 800.329068 = -315749.633361 nChanged 17 SP:Iteration 17Q (152.884214 sec): 3 clusters Score: Raw -316559.809246 + Penalty 800.329068 = -315759.480178 nChanged 12 SP:Iteration 18Q (152.900214 sec): 3 clusters Score: Raw -316563.741363 + Penalty 800.329068 = -315763.412294 nChanged 7 SP:Iteration 19Q (152.916207 sec): 3 clusters Score: Raw -316566.240189 + Penalty 800.329068 = -315765.911120 nChanged 4 SP:Iteration 20F (152.932683 sec): 3 clusters Score: Raw -316568.441381 + Penalty 800.329068 = -315768.112313 nChanged 5 SP:Iteration 21Q (152.948664 sec): 3 clusters Score: Raw -316570.750262 + Penalty 800.329068 = -315770.421194 nChanged 3 SP:Iteration 22Q (152.964687 sec): 3 clusters Score: Raw -316571.648422 + Penalty 800.329068 = -315771.319353 nChanged 1 SP:Iteration 23Q (152.980658 sec): 3 clusters Score: Raw -316572.378663 + Penalty 800.329068 = -315772.049595 nChanged 0 SP:Iteration 24F (152.997278 sec): 3 clusters Score: Raw -316572.378663 + Penalty 800.329068 = -315772.049595 nChanged 0 Trying to split cluster 3 (16432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.020620 sec): 2 clusters Score: Raw -723603.669134 + Penalty 441.667860 = -723162.001274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.048061 sec): 3 clusters Score: Raw -713136.025972 + Penalty 883.335720 = -712252.690252 nChanged 7685 SP:Iteration 1F (153.073722 sec): 3 clusters Score: Raw -717740.130046 + Penalty 883.335720 = -716856.794327 nChanged 900 SP:Iteration 2F (153.099327 sec): 3 clusters Score: Raw -718103.423845 + Penalty 883.335720 = -717220.088125 nChanged 909 SP:Iteration 3F (153.125153 sec): 3 clusters Score: Raw -718538.316866 + Penalty 883.335720 = -717654.981147 nChanged 1014 SP:Iteration 4F (153.150826 sec): 3 clusters Score: Raw -719153.960750 + Penalty 883.335720 = -718270.625030 nChanged 1073 SP:Iteration 5F (153.176585 sec): 3 clusters Score: Raw -719908.003748 + Penalty 883.335720 = -719024.668028 nChanged 1006 SP:Iteration 6F (153.202186 sec): 3 clusters Score: Raw -720675.314603 + Penalty 883.335720 = -719791.978884 nChanged 875 SP:Iteration 7F (153.227751 sec): 3 clusters Score: Raw -721424.032627 + Penalty 883.335720 = -720540.696907 nChanged 694 SP:Iteration 8Q (153.253708 sec): 3 clusters Score: Raw -721876.623058 + Penalty 883.335720 = -720993.287338 nChanged 507 SP:Iteration 9Q (153.279431 sec): 3 clusters Score: Raw -722121.991746 + Penalty 883.335720 = -721238.656026 nChanged 364 SP:Iteration 10Q (153.305153 sec): 3 clusters Score: Raw -722263.193622 + Penalty 883.335720 = -721379.857902 nChanged 277 SP:Iteration 11Q (153.330600 sec): 3 clusters Score: Raw -722372.116907 + Penalty 883.335720 = -721488.781187 nChanged 266 SP:Iteration 12Q (153.355853 sec): 3 clusters Score: Raw -722480.920393 + Penalty 883.335720 = -721597.584673 nChanged 271 SP:Iteration 13Q (153.381399 sec): 3 clusters Score: Raw -722596.466855 + Penalty 883.335720 = -721713.131135 nChanged 249 SP:Iteration 14Q (153.406517 sec): 3 clusters Score: Raw -722704.481388 + Penalty 883.335720 = -721821.145669 nChanged 258 SP:Iteration 15Q (153.431930 sec): 3 clusters Score: Raw -722823.072174 + Penalty 883.335720 = -721939.736454 nChanged 257 SP:Iteration 16Q (153.457323 sec): 3 clusters Score: Raw -722927.080924 + Penalty 883.335720 = -722043.745204 nChanged 222 SP:Iteration 17Q (153.482443 sec): 3 clusters Score: Raw -723013.186923 + Penalty 883.335720 = -722129.851203 nChanged 187 SP:Iteration 18Q (153.507699 sec): 3 clusters Score: Raw -723089.069484 + Penalty 883.335720 = -722205.733764 nChanged 188 SP:Iteration 19Q (153.533092 sec): 3 clusters Score: Raw -723162.133888 + Penalty 883.335720 = -722278.798168 nChanged 171 SP:Iteration 20F (153.558806 sec): 3 clusters Score: Raw -723224.589331 + Penalty 883.335720 = -722341.253611 nChanged 160 SP:Iteration 21Q (153.583608 sec): 3 clusters Score: Raw -723288.776595 + Penalty 883.335720 = -722405.440875 nChanged 155 SP:Iteration 22Q (153.608659 sec): 3 clusters Score: Raw -723342.443653 + Penalty 883.335720 = -722459.107933 nChanged 141 SP:Iteration 23Q (153.633408 sec): 3 clusters Score: Raw -723389.645021 + Penalty 883.335720 = -722506.309301 nChanged 129 SP:Iteration 24Q (153.658096 sec): 3 clusters Score: Raw -723427.915311 + Penalty 883.335720 = -722544.579591 nChanged 98 SP:Iteration 25Q (153.682723 sec): 3 clusters Score: Raw -723463.297150 + Penalty 883.335720 = -722579.961430 nChanged 90 SP:Iteration 26Q (153.707201 sec): 3 clusters Score: Raw -723496.652280 + Penalty 883.335720 = -722613.316560 nChanged 93 SP:Iteration 27Q (153.731740 sec): 3 clusters Score: Raw -723526.874102 + Penalty 883.335720 = -722643.538382 nChanged 82 SP:Iteration 28Q (153.756319 sec): 3 clusters Score: Raw -723553.662635 + Penalty 883.335720 = -722670.326915 nChanged 94 SP:Iteration 29Q (153.780830 sec): 3 clusters Score: Raw -723584.418206 + Penalty 883.335720 = -722701.082486 nChanged 90 SP:Iteration 30Q (153.805397 sec): 3 clusters Score: Raw -723611.453715 + Penalty 883.335720 = -722728.117996 nChanged 89 SP:Iteration 31Q (153.829723 sec): 3 clusters Score: Raw -723634.522334 + Penalty 883.335720 = -722751.186614 nChanged 59 SP:Iteration 32Q (153.854001 sec): 3 clusters Score: Raw -723648.505434 + Penalty 883.335720 = -722765.169714 nChanged 54 SP:Iteration 33Q (153.880952 sec): 3 clusters Score: Raw -723660.101141 + Penalty 883.335720 = -722776.765422 nChanged 40 SP:Iteration 34Q (153.905086 sec): 3 clusters Score: Raw -723667.579348 + Penalty 883.335720 = -722784.243628 nChanged 27 SP:Iteration 35Q (153.929304 sec): 3 clusters Score: Raw -723672.814340 + Penalty 883.335720 = -722789.478620 nChanged 28 SP:Iteration 36Q (153.953494 sec): 3 clusters Score: Raw -723678.029891 + Penalty 883.335720 = -722794.694171 nChanged 23 SP:Iteration 37Q (153.977827 sec): 3 clusters Score: Raw -723682.710142 + Penalty 883.335720 = -722799.374422 nChanged 26 SP:Iteration 38Q (154.002198 sec): 3 clusters Score: Raw -723689.434283 + Penalty 883.335720 = -722806.098563 nChanged 27 SP:Iteration 39Q (154.026436 sec): 3 clusters Score: Raw -723695.883617 + Penalty 883.335720 = -722812.547897 nChanged 33 SP:Iteration 40F (154.052259 sec): 3 clusters Score: Raw -723704.373753 + Penalty 883.335720 = -722821.038033 nChanged 35 SP:Iteration 41Q (154.076454 sec): 3 clusters Score: Raw -723710.943266 + Penalty 883.335720 = -722827.607546 nChanged 28 SP:Iteration 42Q (154.100694 sec): 3 clusters Score: Raw -723715.982668 + Penalty 883.335720 = -722832.646948 nChanged 22 SP:Iteration 43Q (154.124970 sec): 3 clusters Score: Raw -723719.009783 + Penalty 883.335720 = -722835.674063 nChanged 14 SP:Iteration 44Q (154.149120 sec): 3 clusters Score: Raw -723720.390288 + Penalty 883.335720 = -722837.054568 nChanged 11 SP:Iteration 45Q (154.173750 sec): 3 clusters Score: Raw -723721.683909 + Penalty 883.335720 = -722838.348190 nChanged 8 SP:Iteration 46Q (154.198015 sec): 3 clusters Score: Raw -723724.079908 + Penalty 883.335720 = -722840.744188 nChanged 7 SP:Iteration 47Q (154.222087 sec): 3 clusters Score: Raw -723724.893154 + Penalty 883.335720 = -722841.557434 nChanged 8 SP:Iteration 48Q (154.246159 sec): 3 clusters Score: Raw -723725.910469 + Penalty 883.335720 = -722842.574749 nChanged 11 SP:Iteration 49Q (154.270444 sec): 3 clusters Score: Raw -723727.920563 + Penalty 883.335720 = -722844.584843 nChanged 8 SP:Iteration 50Q (154.294585 sec): 3 clusters Score: Raw -723729.388826 + Penalty 883.335720 = -722846.053107 nChanged 11 SP:Iteration 51Q (154.318748 sec): 3 clusters Score: Raw -723731.045320 + Penalty 883.335720 = -722847.709600 nChanged 8 SP:Iteration 52Q (154.342874 sec): 3 clusters Score: Raw -723733.557988 + Penalty 883.335720 = -722850.222269 nChanged 10 SP:Iteration 53Q (154.367002 sec): 3 clusters Score: Raw -723735.918650 + Penalty 883.335720 = -722852.582930 nChanged 9 SP:Iteration 54Q (154.391017 sec): 3 clusters Score: Raw -723738.220235 + Penalty 883.335720 = -722854.884515 nChanged 9 SP:Iteration 55Q (154.415019 sec): 3 clusters Score: Raw -723740.103631 + Penalty 883.335720 = -722856.767911 nChanged 10 SP:Iteration 56Q (154.439062 sec): 3 clusters Score: Raw -723741.558180 + Penalty 883.335720 = -722858.222460 nChanged 5 SP:Iteration 57Q (154.463157 sec): 3 clusters Score: Raw -723741.898380 + Penalty 883.335720 = -722858.562661 nChanged 3 SP:Iteration 58Q (154.487198 sec): 3 clusters Score: Raw -723742.323428 + Penalty 883.335720 = -722858.987709 nChanged 6 SP:Iteration 59Q (154.511273 sec): 3 clusters Score: Raw -723742.998778 + Penalty 883.335720 = -722859.663058 nChanged 3 SP:Iteration 60F (154.536932 sec): 3 clusters Score: Raw -723743.447123 + Penalty 883.335720 = -722860.111403 nChanged 3 SP:Iteration 61Q (154.561084 sec): 3 clusters Score: Raw -723743.740437 + Penalty 883.335720 = -722860.404717 nChanged 2 SP:Iteration 62Q (154.585192 sec): 3 clusters Score: Raw -723744.102110 + Penalty 883.335720 = -722860.766390 nChanged 3 SP:Iteration 63Q (154.609291 sec): 3 clusters Score: Raw -723744.337362 + Penalty 883.335720 = -722861.001643 nChanged 2 SP:Iteration 64Q (154.633498 sec): 3 clusters Score: Raw -723744.570519 + Penalty 883.335720 = -722861.234799 nChanged 6 SP:Iteration 65Q (154.657734 sec): 3 clusters Score: Raw -723745.391503 + Penalty 883.335720 = -722862.055783 nChanged 9 SP:Iteration 66Q (154.681876 sec): 3 clusters Score: Raw -723747.537585 + Penalty 883.335720 = -722864.201866 nChanged 10 SP:Iteration 67Q (154.706025 sec): 3 clusters Score: Raw -723748.804373 + Penalty 883.335720 = -722865.468653 nChanged 6 SP:Iteration 68Q (154.730142 sec): 3 clusters Score: Raw -723749.582625 + Penalty 883.335720 = -722866.246906 nChanged 6 SP:Iteration 69Q (154.754332 sec): 3 clusters Score: Raw -723751.082932 + Penalty 883.335720 = -722867.747212 nChanged 7 SP:Iteration 70Q (154.778371 sec): 3 clusters Score: Raw -723752.356738 + Penalty 883.335720 = -722869.021018 nChanged 5 SP:Iteration 71Q (154.802480 sec): 3 clusters Score: Raw -723753.207576 + Penalty 883.335720 = -722869.871856 nChanged 6 SP:Iteration 72Q (154.826836 sec): 3 clusters Score: Raw -723754.283098 + Penalty 883.335720 = -722870.947379 nChanged 6 SP:Iteration 73Q (154.850963 sec): 3 clusters Score: Raw -723754.826462 + Penalty 883.335720 = -722871.490742 nChanged 4 SP:Iteration 74Q (154.875018 sec): 3 clusters Score: Raw -723755.601345 + Penalty 883.335720 = -722872.265625 nChanged 9 SP:Iteration 75Q (154.899186 sec): 3 clusters Score: Raw -723757.108354 + Penalty 883.335720 = -722873.772634 nChanged 11 SP:Iteration 76Q (154.933196 sec): 3 clusters Score: Raw -723758.606369 + Penalty 883.335720 = -722875.270649 nChanged 6 SP:Iteration 77Q (154.957361 sec): 3 clusters Score: Raw -723759.570153 + Penalty 883.335720 = -722876.234433 nChanged 3 SP:Iteration 78Q (154.981505 sec): 3 clusters Score: Raw -723759.790490 + Penalty 883.335720 = -722876.454770 nChanged 2 SP:Iteration 79Q (155.005790 sec): 3 clusters Score: Raw -723759.909732 + Penalty 883.335720 = -722876.574012 nChanged 3 SP:Iteration 80F (155.031541 sec): 3 clusters Score: Raw -723760.240028 + Penalty 883.335720 = -722876.904308 nChanged 4 SP:Iteration 81Q (155.055664 sec): 3 clusters Score: Raw -723760.486065 + Penalty 883.335720 = -722877.150345 nChanged 1 SP:Iteration 82Q (155.079721 sec): 3 clusters Score: Raw -723760.904873 + Penalty 883.335720 = -722877.569153 nChanged 2 SP:Iteration 83Q (155.103760 sec): 3 clusters Score: Raw -723761.037831 + Penalty 883.335720 = -722877.702111 nChanged 1 SP:Iteration 84Q (155.127799 sec): 3 clusters Score: Raw -723761.079136 + Penalty 883.335720 = -722877.743416 nChanged 0 SP:Iteration 85F (155.153623 sec): 3 clusters Score: Raw -723761.079136 + Penalty 883.335720 = -722877.743416 nChanged 0 Trying to split cluster 4 (13920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.174337 sec): 2 clusters Score: Raw -621988.959427 + Penalty 434.119228 = -621554.840199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.199431 sec): 3 clusters Score: Raw -613188.251501 + Penalty 868.238456 = -612320.013045 nChanged 6507 SP:Iteration 1F (155.223013 sec): 3 clusters Score: Raw -617183.641717 + Penalty 868.238456 = -616315.403261 nChanged 951 SP:Iteration 2F (155.246906 sec): 3 clusters Score: Raw -617766.365834 + Penalty 868.238456 = -616898.127378 nChanged 1099 SP:Iteration 3F (155.270654 sec): 3 clusters Score: Raw -618648.061175 + Penalty 868.238456 = -617779.822719 nChanged 1178 SP:Iteration 4F (155.294411 sec): 3 clusters Score: Raw -619820.118031 + Penalty 868.238456 = -618951.879575 nChanged 1048 SP:Iteration 5F (155.318290 sec): 3 clusters Score: Raw -621001.726599 + Penalty 868.238456 = -620133.488143 nChanged 794 SP:Iteration 6F (155.342163 sec): 3 clusters Score: Raw -621815.719714 + Penalty 868.238456 = -620947.481258 nChanged 482 SP:Iteration 7Q (155.366066 sec): 3 clusters Score: Raw -622162.364373 + Penalty 868.238456 = -621294.125917 nChanged 266 SP:Iteration 8Q (155.389475 sec): 3 clusters Score: Raw -622307.889852 + Penalty 868.238456 = -621439.651396 nChanged 193 SP:Iteration 9Q (155.412975 sec): 3 clusters Score: Raw -622405.710729 + Penalty 868.238456 = -621537.472273 nChanged 144 SP:Iteration 10Q (155.436376 sec): 3 clusters Score: Raw -622463.803783 + Penalty 868.238456 = -621595.565327 nChanged 112 SP:Iteration 11Q (155.459700 sec): 3 clusters Score: Raw -622498.054100 + Penalty 868.238456 = -621629.815644 nChanged 99 SP:Iteration 12Q (155.482876 sec): 3 clusters Score: Raw -622520.341741 + Penalty 868.238456 = -621652.103285 nChanged 66 SP:Iteration 13Q (155.506036 sec): 3 clusters Score: Raw -622530.110418 + Penalty 868.238456 = -621661.871962 nChanged 38 SP:Iteration 14Q (155.529189 sec): 3 clusters Score: Raw -622534.037877 + Penalty 868.238456 = -621665.799421 nChanged 29 SP:Iteration 15Q (155.552267 sec): 3 clusters Score: Raw -622536.203883 + Penalty 868.238456 = -621667.965427 nChanged 15 SP:Iteration 16Q (155.575535 sec): 3 clusters Score: Raw -622536.989302 + Penalty 868.238456 = -621668.750846 nChanged 11 SP:Iteration 17Q (155.598733 sec): 3 clusters Score: Raw -622537.526751 + Penalty 868.238456 = -621669.288295 nChanged 11 SP:Iteration 18Q (155.622149 sec): 3 clusters Score: Raw -622538.244110 + Penalty 868.238456 = -621670.005655 nChanged 11 SP:Iteration 19Q (155.645330 sec): 3 clusters Score: Raw -622539.105412 + Penalty 868.238456 = -621670.866956 nChanged 9 SP:Iteration 20F (155.694448 sec): 3 clusters Score: Raw -622539.745159 + Penalty 868.238456 = -621671.506703 nChanged 8 SP:Iteration 21Q (155.721163 sec): 3 clusters Score: Raw -622540.146875 + Penalty 868.238456 = -621671.908419 nChanged 2 SP:Iteration 22Q (155.744424 sec): 3 clusters Score: Raw -622540.336227 + Penalty 868.238456 = -621672.097771 nChanged 4 SP:Iteration 23Q (155.767641 sec): 3 clusters Score: Raw -622540.522178 + Penalty 868.238456 = -621672.283722 nChanged 6 SP:Iteration 24Q (155.790882 sec): 3 clusters Score: Raw -622540.747356 + Penalty 868.238456 = -621672.508900 nChanged 2 SP:Iteration 25Q (155.814132 sec): 3 clusters Score: Raw -622540.781100 + Penalty 868.238456 = -621672.542644 nChanged 0 SP:Iteration 26F (155.838020 sec): 3 clusters Score: Raw -622540.781100 + Penalty 868.238456 = -621672.542644 nChanged 0 Score: Raw -13961227.662138 + Penalty 14955.243888 = -13946272.418249 Splitting cluster 4 changes total score from -13946230.202271 to -13946272.418249 So it's getting split into cluster 26. Trying to split cluster 5 (38507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.593606 sec): 2 clusters Score: Raw -1894766.224269 + Penalty 480.416087 = -1894285.808182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.640606 sec): 3 clusters Score: Raw -1869590.555133 + Penalty 960.832174 = -1868629.722958 nChanged 18594 SP:Iteration 1F (158.682443 sec): 3 clusters Score: Raw -1881475.681079 + Penalty 960.832174 = -1880514.848904 nChanged 2233 SP:Iteration 2F (158.724397 sec): 3 clusters Score: Raw -1882927.034503 + Penalty 960.832174 = -1881966.202329 nChanged 2728 SP:Iteration 3F (158.766333 sec): 3 clusters Score: Raw -1885087.633635 + Penalty 960.832174 = -1884126.801461 nChanged 2891 SP:Iteration 4F (158.808083 sec): 3 clusters Score: Raw -1887608.772580 + Penalty 960.832174 = -1886647.940406 nChanged 2804 SP:Iteration 5F (158.849925 sec): 3 clusters Score: Raw -1889952.065516 + Penalty 960.832174 = -1888991.233341 nChanged 2335 SP:Iteration 6F (158.892010 sec): 3 clusters Score: Raw -1891403.686113 + Penalty 960.832174 = -1890442.853939 nChanged 1517 SP:Iteration 7Q (158.935227 sec): 3 clusters Score: Raw -1892021.836368 + Penalty 960.832174 = -1891061.004193 nChanged 991 SP:Iteration 8Q (158.978085 sec): 3 clusters Score: Raw -1892371.032534 + Penalty 960.832174 = -1891410.200360 nChanged 817 SP:Iteration 9Q (159.020600 sec): 3 clusters Score: Raw -1892694.543400 + Penalty 960.832174 = -1891733.711225 nChanged 778 SP:Iteration 10Q (159.063402 sec): 3 clusters Score: Raw -1893013.556596 + Penalty 960.832174 = -1892052.724422 nChanged 761 SP:Iteration 11Q (159.105944 sec): 3 clusters Score: Raw -1893325.960796 + Penalty 960.832174 = -1892365.128622 nChanged 754 SP:Iteration 12Q (159.148128 sec): 3 clusters Score: Raw -1893636.407022 + Penalty 960.832174 = -1892675.574847 nChanged 713 SP:Iteration 13Q (159.190642 sec): 3 clusters Score: Raw -1893925.383671 + Penalty 960.832174 = -1892964.551497 nChanged 642 SP:Iteration 14Q (159.233602 sec): 3 clusters Score: Raw -1894157.805935 + Penalty 960.832174 = -1893196.973761 nChanged 569 SP:Iteration 15Q (159.277799 sec): 3 clusters Score: Raw -1894346.337900 + Penalty 960.832174 = -1893385.505726 nChanged 497 SP:Iteration 16Q (159.318255 sec): 3 clusters Score: Raw -1894513.553157 + Penalty 960.832174 = -1893552.720983 nChanged 474 SP:Iteration 17Q (159.360022 sec): 3 clusters Score: Raw -1894662.220901 + Penalty 960.832174 = -1893701.388726 nChanged 413 SP:Iteration 18Q (159.401627 sec): 3 clusters Score: Raw -1894772.217537 + Penalty 960.832174 = -1893811.385362 nChanged 376 SP:Iteration 19Q (159.442838 sec): 3 clusters Score: Raw -1894865.680262 + Penalty 960.832174 = -1893904.848088 nChanged 389 SP:Iteration 20F (159.484642 sec): 3 clusters Score: Raw -1894958.236098 + Penalty 960.832174 = -1893997.403924 nChanged 352 SP:Iteration 21Q (159.526623 sec): 3 clusters Score: Raw -1895031.926013 + Penalty 960.832174 = -1894071.093838 nChanged 318 SP:Iteration 22Q (159.568186 sec): 3 clusters Score: Raw -1895092.031997 + Penalty 960.832174 = -1894131.199823 nChanged 298 SP:Iteration 23Q (159.609636 sec): 3 clusters Score: Raw -1895147.299850 + Penalty 960.832174 = -1894186.467676 nChanged 319 SP:Iteration 24Q (159.651001 sec): 3 clusters Score: Raw -1895205.540992 + Penalty 960.832174 = -1894244.708818 nChanged 278 SP:Iteration 25Q (159.692343 sec): 3 clusters Score: Raw -1895254.668468 + Penalty 960.832174 = -1894293.836294 nChanged 272 SP:Iteration 26Q (159.733928 sec): 3 clusters Score: Raw -1895300.875891 + Penalty 960.832174 = -1894340.043717 nChanged 242 SP:Iteration 27Q (159.774904 sec): 3 clusters Score: Raw -1895345.200272 + Penalty 960.832174 = -1894384.368098 nChanged 235 SP:Iteration 28Q (159.816151 sec): 3 clusters Score: Raw -1895385.776233 + Penalty 960.832174 = -1894424.944059 nChanged 237 SP:Iteration 29Q (159.857252 sec): 3 clusters Score: Raw -1895423.957960 + Penalty 960.832174 = -1894463.125786 nChanged 211 SP:Iteration 30Q (159.898054 sec): 3 clusters Score: Raw -1895456.551542 + Penalty 960.832174 = -1894495.719368 nChanged 190 SP:Iteration 31Q (159.939341 sec): 3 clusters Score: Raw -1895488.459973 + Penalty 960.832174 = -1894527.627798 nChanged 170 SP:Iteration 32Q (159.980599 sec): 3 clusters Score: Raw -1895512.476239 + Penalty 960.832174 = -1894551.644064 nChanged 181 SP:Iteration 33Q (160.021284 sec): 3 clusters Score: Raw -1895537.890818 + Penalty 960.832174 = -1894577.058644 nChanged 151 SP:Iteration 34Q (160.062819 sec): 3 clusters Score: Raw -1895558.076481 + Penalty 960.832174 = -1894597.244307 nChanged 149 SP:Iteration 35Q (160.103149 sec): 3 clusters Score: Raw -1895579.895622 + Penalty 960.832174 = -1894619.063448 nChanged 157 SP:Iteration 36Q (160.143951 sec): 3 clusters Score: Raw -1895603.009825 + Penalty 960.832174 = -1894642.177650 nChanged 164 SP:Iteration 37Q (160.184758 sec): 3 clusters Score: Raw -1895627.949692 + Penalty 960.832174 = -1894667.117518 nChanged 165 SP:Iteration 38Q (160.225364 sec): 3 clusters Score: Raw -1895652.413700 + Penalty 960.832174 = -1894691.581526 nChanged 159 SP:Iteration 39Q (160.265975 sec): 3 clusters Score: Raw -1895673.275671 + Penalty 960.832174 = -1894712.443497 nChanged 129 SP:Iteration 40F (160.307437 sec): 3 clusters Score: Raw -1895688.536147 + Penalty 960.832174 = -1894727.703972 nChanged 135 SP:Iteration 41Q (160.348651 sec): 3 clusters Score: Raw -1895703.995838 + Penalty 960.832174 = -1894743.163664 nChanged 114 SP:Iteration 42Q (160.389365 sec): 3 clusters Score: Raw -1895717.839122 + Penalty 960.832174 = -1894757.006948 nChanged 106 SP:Iteration 43Q (160.430110 sec): 3 clusters Score: Raw -1895729.213076 + Penalty 960.832174 = -1894768.380902 nChanged 91 SP:Iteration 44Q (160.470794 sec): 3 clusters Score: Raw -1895737.935015 + Penalty 960.832174 = -1894777.102841 nChanged 94 SP:Iteration 45Q (160.511466 sec): 3 clusters Score: Raw -1895747.494940 + Penalty 960.832174 = -1894786.662765 nChanged 93 SP:Iteration 46Q (160.551848 sec): 3 clusters Score: Raw -1895757.247632 + Penalty 960.832174 = -1894796.415458 nChanged 95 SP:Iteration 47Q (160.592106 sec): 3 clusters Score: Raw -1895767.264013 + Penalty 960.832174 = -1894806.431838 nChanged 82 SP:Iteration 48Q (160.632346 sec): 3 clusters Score: Raw -1895775.154765 + Penalty 960.832174 = -1894814.322591 nChanged 68 SP:Iteration 49Q (160.672718 sec): 3 clusters Score: Raw -1895780.380859 + Penalty 960.832174 = -1894819.548685 nChanged 55 SP:Iteration 50Q (160.712691 sec): 3 clusters Score: Raw -1895783.986154 + Penalty 960.832174 = -1894823.153979 nChanged 52 SP:Iteration 51Q (160.752934 sec): 3 clusters Score: Raw -1895787.411640 + Penalty 960.832174 = -1894826.579466 nChanged 46 SP:Iteration 52Q (160.793280 sec): 3 clusters Score: Raw -1895790.315787 + Penalty 960.832174 = -1894829.483612 nChanged 47 SP:Iteration 53Q (160.833493 sec): 3 clusters Score: Raw -1895793.918737 + Penalty 960.832174 = -1894833.086563 nChanged 42 SP:Iteration 54Q (160.873309 sec): 3 clusters Score: Raw -1895797.254563 + Penalty 960.832174 = -1894836.422389 nChanged 38 SP:Iteration 55Q (160.913623 sec): 3 clusters Score: Raw -1895799.206791 + Penalty 960.832174 = -1894838.374616 nChanged 40 SP:Iteration 56Q (160.953967 sec): 3 clusters Score: Raw -1895800.905582 + Penalty 960.832174 = -1894840.073407 nChanged 20 SP:Iteration 57Q (160.994029 sec): 3 clusters Score: Raw -1895801.506333 + Penalty 960.832174 = -1894840.674159 nChanged 20 SP:Iteration 58Q (161.034508 sec): 3 clusters Score: Raw -1895802.192384 + Penalty 960.832174 = -1894841.360210 nChanged 18 SP:Iteration 59Q (161.074506 sec): 3 clusters Score: Raw -1895802.903196 + Penalty 960.832174 = -1894842.071021 nChanged 17 SP:Iteration 60F (161.116785 sec): 3 clusters Score: Raw -1895803.476566 + Penalty 960.832174 = -1894842.644392 nChanged 20 SP:Iteration 61Q (161.157297 sec): 3 clusters Score: Raw -1895804.111959 + Penalty 960.832174 = -1894843.279784 nChanged 20 SP:Iteration 62Q (161.197392 sec): 3 clusters Score: Raw -1895804.613672 + Penalty 960.832174 = -1894843.781498 nChanged 12 SP:Iteration 63Q (161.237765 sec): 3 clusters Score: Raw -1895804.890154 + Penalty 960.832174 = -1894844.057980 nChanged 9 SP:Iteration 64Q (161.277856 sec): 3 clusters Score: Raw -1895805.063190 + Penalty 960.832174 = -1894844.231016 nChanged 7 SP:Iteration 65Q (161.317896 sec): 3 clusters Score: Raw -1895805.205487 + Penalty 960.832174 = -1894844.373313 nChanged 3 SP:Iteration 66Q (161.358184 sec): 3 clusters Score: Raw -1895805.246197 + Penalty 960.832174 = -1894844.414022 nChanged 4 SP:Iteration 67Q (161.398490 sec): 3 clusters Score: Raw -1895805.305816 + Penalty 960.832174 = -1894844.473642 nChanged 6 SP:Iteration 68Q (161.438340 sec): 3 clusters Score: Raw -1895805.405312 + Penalty 960.832174 = -1894844.573138 nChanged 5 SP:Iteration 69Q (161.478816 sec): 3 clusters Score: Raw -1895805.502657 + Penalty 960.832174 = -1894844.670483 nChanged 10 SP:Iteration 70Q (161.519022 sec): 3 clusters Score: Raw -1895805.759113 + Penalty 960.832174 = -1894844.926939 nChanged 12 SP:Iteration 71Q (161.558854 sec): 3 clusters Score: Raw -1895806.071048 + Penalty 960.832174 = -1894845.238874 nChanged 12 SP:Iteration 72Q (161.599325 sec): 3 clusters Score: Raw -1895806.415438 + Penalty 960.832174 = -1894845.583264 nChanged 9 SP:Iteration 73Q (161.639365 sec): 3 clusters Score: Raw -1895806.645573 + Penalty 960.832174 = -1894845.813399 nChanged 11 SP:Iteration 74Q (161.679654 sec): 3 clusters Score: Raw -1895806.864691 + Penalty 960.832174 = -1894846.032517 nChanged 11 SP:Iteration 75Q (161.719989 sec): 3 clusters Score: Raw -1895807.136759 + Penalty 960.832174 = -1894846.304584 nChanged 16 SP:Iteration 76Q (161.759914 sec): 3 clusters Score: Raw -1895807.570238 + Penalty 960.832174 = -1894846.738063 nChanged 17 SP:Iteration 77Q (161.832382 sec): 3 clusters Score: Raw -1895808.200942 + Penalty 960.832174 = -1894847.368767 nChanged 15 SP:Iteration 78Q (161.872414 sec): 3 clusters Score: Raw -1895808.651157 + Penalty 960.832174 = -1894847.818982 nChanged 7 SP:Iteration 79Q (161.946643 sec): 3 clusters Score: Raw -1895808.857891 + Penalty 960.832174 = -1894848.025717 nChanged 4 SP:Iteration 80F (161.986996 sec): 3 clusters Score: Raw -1895808.988274 + Penalty 960.832174 = -1894848.156099 nChanged 9 SP:Iteration 81Q (162.028227 sec): 3 clusters Score: Raw -1895809.380248 + Penalty 960.832174 = -1894848.548074 nChanged 10 SP:Iteration 82Q (162.068708 sec): 3 clusters Score: Raw -1895809.787866 + Penalty 960.832174 = -1894848.955691 nChanged 11 SP:Iteration 83Q (162.108578 sec): 3 clusters Score: Raw -1895810.133409 + Penalty 960.832174 = -1894849.301234 nChanged 12 SP:Iteration 84Q (162.149023 sec): 3 clusters Score: Raw -1895810.385163 + Penalty 960.832174 = -1894849.552989 nChanged 9 SP:Iteration 85Q (162.189558 sec): 3 clusters Score: Raw -1895810.560344 + Penalty 960.832174 = -1894849.728170 nChanged 7 SP:Iteration 86Q (162.229865 sec): 3 clusters Score: Raw -1895810.758806 + Penalty 960.832174 = -1894849.926631 nChanged 5 SP:Iteration 87Q (162.270089 sec): 3 clusters Score: Raw -1895810.836210 + Penalty 960.832174 = -1894850.004036 nChanged 4 SP:Iteration 88Q (162.310842 sec): 3 clusters Score: Raw -1895811.005453 + Penalty 960.832174 = -1894850.173279 nChanged 2 SP:Iteration 89Q (162.350422 sec): 3 clusters Score: Raw -1895811.046502 + Penalty 960.832174 = -1894850.214327 nChanged 0 SP:Iteration 90F (162.391837 sec): 3 clusters Score: Raw -1895811.046502 + Penalty 960.832174 = -1894850.214327 nChanged 0 Score: Raw -13962272.484370 + Penalty 15530.445576 = -13946742.038794 Splitting cluster 5 changes total score from -13946230.202271 to -13946742.038794 So it's getting split into cluster 27. Trying to split cluster 6 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.192239 sec): 2 clusters Score: Raw -22263.383472 + Penalty 285.843137 = -21977.540335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.194376 sec): 3 clusters Score: Raw -22040.844728 + Penalty 571.686274 = -21469.158454 nChanged 203 SP:Iteration 1F (165.196207 sec): 3 clusters Score: Raw -22176.528931 + Penalty 571.686274 = -21604.842657 nChanged 43 SP:Iteration 2F (165.198283 sec): 3 clusters Score: Raw -22206.226458 + Penalty 571.686274 = -21634.540184 nChanged 30 SP:Iteration 3F (165.200103 sec): 3 clusters Score: Raw -22231.901670 + Penalty 571.686274 = -21660.215396 nChanged 25 SP:Iteration 4Q (165.201933 sec): 3 clusters Score: Raw -22258.813455 + Penalty 571.686274 = -21687.127181 nChanged 19 SP:Iteration 5Q (165.203740 sec): 3 clusters Score: Raw -22273.450458 + Penalty 571.686274 = -21701.764184 nChanged 15 SP:Iteration 6Q (165.205554 sec): 3 clusters Score: Raw -22287.265213 + Penalty 571.686274 = -21715.578939 nChanged 12 SP:Iteration 7Q (165.207470 sec): 3 clusters Score: Raw -22308.323089 + Penalty 571.686274 = -21736.636815 nChanged 14 SP:Iteration 8Q (165.209290 sec): 3 clusters Score: Raw -22328.893338 + Penalty 571.686274 = -21757.207064 nChanged 9 SP:Iteration 9Q (165.211104 sec): 3 clusters Score: Raw -22343.001799 + Penalty 571.686274 = -21771.315525 nChanged 11 SP:Iteration 10Q (165.212899 sec): 3 clusters Score: Raw -22358.626061 + Penalty 571.686274 = -21786.939787 nChanged 11 SP:Iteration 11Q (165.214798 sec): 3 clusters Score: Raw -22371.293793 + Penalty 571.686274 = -21799.607519 nChanged 13 SP:Iteration 12Q (165.216590 sec): 3 clusters Score: Raw -22398.436968 + Penalty 571.686274 = -21826.750694 nChanged 17 SP:Iteration 13Q (165.218379 sec): 3 clusters Score: Raw -22430.263815 + Penalty 571.686274 = -21858.577541 nChanged 12 SP:Iteration 14Q (165.220149 sec): 3 clusters Score: Raw -22445.247999 + Penalty 571.686274 = -21873.561725 nChanged 7 SP:Iteration 15Q (165.222104 sec): 3 clusters Score: Raw -22449.733063 + Penalty 571.686274 = -21878.046789 nChanged 4 SP:Iteration 16Q (165.223937 sec): 3 clusters Score: Raw -22451.295376 + Penalty 571.686274 = -21879.609102 nChanged 3 SP:Iteration 17Q (165.225715 sec): 3 clusters Score: Raw -22453.063339 + Penalty 571.686274 = -21881.377066 nChanged 6 SP:Iteration 18Q (165.227491 sec): 3 clusters Score: Raw -22455.327366 + Penalty 571.686274 = -21883.641092 nChanged 3 SP:Iteration 19Q (165.229361 sec): 3 clusters Score: Raw -22456.088276 + Penalty 571.686274 = -21884.402002 nChanged 2 SP:Iteration 20F (165.231152 sec): 3 clusters Score: Raw -22457.218970 + Penalty 571.686274 = -21885.532696 nChanged 1 SP:Iteration 21Q (165.232923 sec): 3 clusters Score: Raw -22458.345736 + Penalty 571.686274 = -21886.659462 nChanged 0 SP:Iteration 22F (165.234711 sec): 3 clusters Score: Raw -22458.345736 + Penalty 571.686274 = -21886.659462 nChanged 0 Trying to split cluster 7 (7541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.253690 sec): 2 clusters Score: Raw -343061.744239 + Penalty 406.229009 = -342655.515230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.273647 sec): 3 clusters Score: Raw -338457.748949 + Penalty 812.458017 = -337645.290932 nChanged 3471 SP:Iteration 1F (165.292477 sec): 3 clusters Score: Raw -340552.636072 + Penalty 812.458017 = -339740.178055 nChanged 567 SP:Iteration 2F (165.311364 sec): 3 clusters Score: Raw -341000.565323 + Penalty 812.458017 = -340188.107306 nChanged 646 SP:Iteration 3F (165.330142 sec): 3 clusters Score: Raw -341618.650521 + Penalty 812.458017 = -340806.192504 nChanged 747 SP:Iteration 4F (165.349005 sec): 3 clusters Score: Raw -342413.548422 + Penalty 812.458017 = -341601.090404 nChanged 636 SP:Iteration 5F (165.367825 sec): 3 clusters Score: Raw -343002.146416 + Penalty 812.458017 = -342189.688399 nChanged 373 SP:Iteration 6Q (165.386773 sec): 3 clusters Score: Raw -343267.185205 + Penalty 812.458017 = -342454.727188 nChanged 220 SP:Iteration 7Q (165.405654 sec): 3 clusters Score: Raw -343379.992755 + Penalty 812.458017 = -342567.534738 nChanged 162 SP:Iteration 8Q (165.424564 sec): 3 clusters Score: Raw -343459.511225 + Penalty 812.458017 = -342647.053208 nChanged 106 SP:Iteration 9Q (165.443327 sec): 3 clusters Score: Raw -343523.240646 + Penalty 812.458017 = -342710.782629 nChanged 90 SP:Iteration 10Q (165.462158 sec): 3 clusters Score: Raw -343573.256477 + Penalty 812.458017 = -342760.798460 nChanged 89 SP:Iteration 11Q (165.480939 sec): 3 clusters Score: Raw -343619.387870 + Penalty 812.458017 = -342806.929853 nChanged 66 SP:Iteration 12Q (165.499729 sec): 3 clusters Score: Raw -343643.823936 + Penalty 812.458017 = -342831.365918 nChanged 64 SP:Iteration 13Q (165.518366 sec): 3 clusters Score: Raw -343667.256641 + Penalty 812.458017 = -342854.798624 nChanged 53 SP:Iteration 14Q (165.537004 sec): 3 clusters Score: Raw -343682.550666 + Penalty 812.458017 = -342870.092649 nChanged 35 SP:Iteration 15Q (165.555575 sec): 3 clusters Score: Raw -343689.843657 + Penalty 812.458017 = -342877.385639 nChanged 31 SP:Iteration 16Q (165.574174 sec): 3 clusters Score: Raw -343693.539160 + Penalty 812.458017 = -342881.081143 nChanged 16 SP:Iteration 17Q (165.592745 sec): 3 clusters Score: Raw -343694.983916 + Penalty 812.458017 = -342882.525898 nChanged 11 SP:Iteration 18Q (165.611318 sec): 3 clusters Score: Raw -343695.912888 + Penalty 812.458017 = -342883.454871 nChanged 13 SP:Iteration 19Q (165.629889 sec): 3 clusters Score: Raw -343697.484868 + Penalty 812.458017 = -342885.026851 nChanged 11 SP:Iteration 20F (165.648583 sec): 3 clusters Score: Raw -343698.604412 + Penalty 812.458017 = -342886.146395 nChanged 8 SP:Iteration 21Q (165.667166 sec): 3 clusters Score: Raw -343699.100299 + Penalty 812.458017 = -342886.642282 nChanged 4 SP:Iteration 22Q (165.685611 sec): 3 clusters Score: Raw -343699.300463 + Penalty 812.458017 = -342886.842446 nChanged 2 SP:Iteration 23Q (165.704361 sec): 3 clusters Score: Raw -343699.474319 + Penalty 812.458017 = -342887.016302 nChanged 2 SP:Iteration 24Q (165.722879 sec): 3 clusters Score: Raw -343699.638959 + Penalty 812.458017 = -342887.180942 nChanged 3 SP:Iteration 25Q (165.741394 sec): 3 clusters Score: Raw -343700.072646 + Penalty 812.458017 = -342887.614629 nChanged 5 SP:Iteration 26Q (165.760053 sec): 3 clusters Score: Raw -343700.636820 + Penalty 812.458017 = -342888.178803 nChanged 4 SP:Iteration 27Q (165.778634 sec): 3 clusters Score: Raw -343700.748638 + Penalty 812.458017 = -342888.290621 nChanged 3 SP:Iteration 28Q (165.797258 sec): 3 clusters Score: Raw -343700.801220 + Penalty 812.458017 = -342888.343203 nChanged 1 SP:Iteration 29Q (165.815725 sec): 3 clusters Score: Raw -343700.816953 + Penalty 812.458017 = -342888.358936 nChanged 1 SP:Iteration 30Q (165.834300 sec): 3 clusters Score: Raw -343700.833758 + Penalty 812.458017 = -342888.375741 nChanged 0 SP:Iteration 31F (165.852855 sec): 3 clusters Score: Raw -343700.833758 + Penalty 812.458017 = -342888.375741 nChanged 0 Score: Raw -13962911.573890 + Penalty 16105.647264 = -13946805.926626 Splitting cluster 7 changes total score from -13946230.202271 to -13946805.926626 So it's getting split into cluster 28. Trying to split cluster 8 (8566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.795730 sec): 2 clusters Score: Raw -403057.006981 + Penalty 412.027805 = -402644.979176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.816511 sec): 3 clusters Score: Raw -397773.228098 + Penalty 824.055610 = -396949.172488 nChanged 3911 SP:Iteration 1F (168.836513 sec): 3 clusters Score: Raw -399979.376654 + Penalty 824.055610 = -399155.321043 nChanged 487 SP:Iteration 2F (168.856371 sec): 3 clusters Score: Raw -400188.830767 + Penalty 824.055610 = -399364.775156 nChanged 494 SP:Iteration 3F (168.876491 sec): 3 clusters Score: Raw -400421.679776 + Penalty 824.055610 = -399597.624166 nChanged 492 SP:Iteration 4F (168.896496 sec): 3 clusters Score: Raw -400699.990649 + Penalty 824.055610 = -399875.935038 nChanged 504 SP:Iteration 5F (168.916480 sec): 3 clusters Score: Raw -401057.466072 + Penalty 824.055610 = -400233.410461 nChanged 501 SP:Iteration 6F (168.936624 sec): 3 clusters Score: Raw -401448.980708 + Penalty 824.055610 = -400624.925098 nChanged 504 SP:Iteration 7F (168.956412 sec): 3 clusters Score: Raw -401828.207079 + Penalty 824.055610 = -401004.151468 nChanged 352 SP:Iteration 8Q (168.976279 sec): 3 clusters Score: Raw -402010.757386 + Penalty 824.055610 = -401186.701776 nChanged 232 SP:Iteration 9Q (168.996261 sec): 3 clusters Score: Raw -402096.119450 + Penalty 824.055610 = -401272.063839 nChanged 156 SP:Iteration 10Q (169.016457 sec): 3 clusters Score: Raw -402142.201627 + Penalty 824.055610 = -401318.146017 nChanged 127 SP:Iteration 11Q (169.036254 sec): 3 clusters Score: Raw -402185.106274 + Penalty 824.055610 = -401361.050663 nChanged 115 SP:Iteration 12Q (169.056491 sec): 3 clusters Score: Raw -402216.015376 + Penalty 824.055610 = -401391.959766 nChanged 113 SP:Iteration 13Q (169.076497 sec): 3 clusters Score: Raw -402256.523289 + Penalty 824.055610 = -401432.467679 nChanged 121 SP:Iteration 14Q (169.096662 sec): 3 clusters Score: Raw -402297.653909 + Penalty 824.055610 = -401473.598298 nChanged 116 SP:Iteration 15Q (169.134838 sec): 3 clusters Score: Raw -402345.966846 + Penalty 824.055610 = -401521.911236 nChanged 130 SP:Iteration 16Q (169.154728 sec): 3 clusters Score: Raw -402403.968897 + Penalty 824.055610 = -401579.913286 nChanged 123 SP:Iteration 17Q (169.174877 sec): 3 clusters Score: Raw -402450.883008 + Penalty 824.055610 = -401626.827397 nChanged 118 SP:Iteration 18Q (169.194943 sec): 3 clusters Score: Raw -402497.626158 + Penalty 824.055610 = -401673.570548 nChanged 111 SP:Iteration 19Q (169.214797 sec): 3 clusters Score: Raw -402549.584798 + Penalty 824.055610 = -401725.529187 nChanged 98 SP:Iteration 20F (169.235135 sec): 3 clusters Score: Raw -402592.938933 + Penalty 824.055610 = -401768.883322 nChanged 112 SP:Iteration 21Q (169.255077 sec): 3 clusters Score: Raw -402646.116379 + Penalty 824.055610 = -401822.060769 nChanged 108 SP:Iteration 22Q (169.274788 sec): 3 clusters Score: Raw -402699.635190 + Penalty 824.055610 = -401875.579580 nChanged 97 SP:Iteration 23Q (169.294778 sec): 3 clusters Score: Raw -402745.783132 + Penalty 824.055610 = -401921.727521 nChanged 86 SP:Iteration 24Q (169.314650 sec): 3 clusters Score: Raw -402782.371044 + Penalty 824.055610 = -401958.315434 nChanged 88 SP:Iteration 25Q (169.334166 sec): 3 clusters Score: Raw -402819.813430 + Penalty 824.055610 = -401995.757820 nChanged 95 SP:Iteration 26Q (169.354001 sec): 3 clusters Score: Raw -402859.342644 + Penalty 824.055610 = -402035.287033 nChanged 79 SP:Iteration 27Q (169.373789 sec): 3 clusters Score: Raw -402894.833225 + Penalty 824.055610 = -402070.777615 nChanged 66 SP:Iteration 28Q (169.393249 sec): 3 clusters Score: Raw -402920.351138 + Penalty 824.055610 = -402096.295528 nChanged 71 SP:Iteration 29Q (169.413067 sec): 3 clusters Score: Raw -402946.435908 + Penalty 824.055610 = -402122.380297 nChanged 64 SP:Iteration 30Q (169.432875 sec): 3 clusters Score: Raw -402966.438454 + Penalty 824.055610 = -402142.382844 nChanged 53 SP:Iteration 31Q (169.452398 sec): 3 clusters Score: Raw -402982.193050 + Penalty 824.055610 = -402158.137440 nChanged 56 SP:Iteration 32Q (169.471967 sec): 3 clusters Score: Raw -402996.935347 + Penalty 824.055610 = -402172.879737 nChanged 49 SP:Iteration 33Q (169.491536 sec): 3 clusters Score: Raw -403009.485979 + Penalty 824.055610 = -402185.430369 nChanged 52 SP:Iteration 34Q (169.511160 sec): 3 clusters Score: Raw -403022.255535 + Penalty 824.055610 = -402198.199925 nChanged 44 SP:Iteration 35Q (169.530761 sec): 3 clusters Score: Raw -403031.972230 + Penalty 824.055610 = -402207.916620 nChanged 37 SP:Iteration 36Q (169.550010 sec): 3 clusters Score: Raw -403040.604702 + Penalty 824.055610 = -402216.549092 nChanged 37 SP:Iteration 37Q (169.569302 sec): 3 clusters Score: Raw -403049.264537 + Penalty 824.055610 = -402225.208927 nChanged 38 SP:Iteration 38Q (169.588780 sec): 3 clusters Score: Raw -403057.481418 + Penalty 824.055610 = -402233.425807 nChanged 34 SP:Iteration 39Q (169.608136 sec): 3 clusters Score: Raw -403067.406611 + Penalty 824.055610 = -402243.351001 nChanged 31 SP:Iteration 40F (169.628327 sec): 3 clusters Score: Raw -403076.346323 + Penalty 824.055610 = -402252.290712 nChanged 29 SP:Iteration 41Q (169.647579 sec): 3 clusters Score: Raw -403082.252402 + Penalty 824.055610 = -402258.196792 nChanged 24 SP:Iteration 42Q (169.666990 sec): 3 clusters Score: Raw -403086.983247 + Penalty 824.055610 = -402262.927637 nChanged 29 SP:Iteration 43Q (169.686393 sec): 3 clusters Score: Raw -403093.436732 + Penalty 824.055610 = -402269.381121 nChanged 25 SP:Iteration 44Q (169.741902 sec): 3 clusters Score: Raw -403099.463823 + Penalty 824.055610 = -402275.408212 nChanged 19 SP:Iteration 45Q (169.795976 sec): 3 clusters Score: Raw -403104.153296 + Penalty 824.055610 = -402280.097686 nChanged 20 SP:Iteration 46Q (169.814062 sec): 3 clusters Score: Raw -403108.460181 + Penalty 824.055610 = -402284.404570 nChanged 26 SP:Iteration 47Q (169.833389 sec): 3 clusters Score: Raw -403115.520912 + Penalty 824.055610 = -402291.465302 nChanged 30 SP:Iteration 48Q (169.853040 sec): 3 clusters Score: Raw -403123.520381 + Penalty 824.055610 = -402299.464771 nChanged 21 SP:Iteration 49Q (169.872603 sec): 3 clusters Score: Raw -403129.927635 + Penalty 824.055610 = -402305.872025 nChanged 18 SP:Iteration 50Q (169.891956 sec): 3 clusters Score: Raw -403134.365880 + Penalty 824.055610 = -402310.310270 nChanged 11 SP:Iteration 51Q (169.911467 sec): 3 clusters Score: Raw -403136.737519 + Penalty 824.055610 = -402312.681909 nChanged 8 SP:Iteration 52Q (169.931004 sec): 3 clusters Score: Raw -403137.794929 + Penalty 824.055610 = -402313.739318 nChanged 7 SP:Iteration 53Q (169.950746 sec): 3 clusters Score: Raw -403138.588394 + Penalty 824.055610 = -402314.532783 nChanged 5 SP:Iteration 54Q (169.970115 sec): 3 clusters Score: Raw -403138.902164 + Penalty 824.055610 = -402314.846553 nChanged 2 SP:Iteration 55Q (169.989513 sec): 3 clusters Score: Raw -403139.184899 + Penalty 824.055610 = -402315.129289 nChanged 3 SP:Iteration 56Q (170.008691 sec): 3 clusters Score: Raw -403139.441433 + Penalty 824.055610 = -402315.385823 nChanged 1 SP:Iteration 57Q (170.028022 sec): 3 clusters Score: Raw -403139.525094 + Penalty 824.055610 = -402315.469483 nChanged 2 SP:Iteration 58Q (170.047571 sec): 3 clusters Score: Raw -403139.924195 + Penalty 824.055610 = -402315.868584 nChanged 3 SP:Iteration 59Q (170.066771 sec): 3 clusters Score: Raw -403140.261132 + Penalty 824.055610 = -402316.205521 nChanged 1 SP:Iteration 60F (170.086548 sec): 3 clusters Score: Raw -403140.479026 + Penalty 824.055610 = -402316.423415 nChanged 3 SP:Iteration 61Q (170.105824 sec): 3 clusters Score: Raw -403140.856391 + Penalty 824.055610 = -402316.800780 nChanged 2 SP:Iteration 62Q (170.125163 sec): 3 clusters Score: Raw -403141.094893 + Penalty 824.055610 = -402317.039283 nChanged 0 SP:Iteration 63F (170.145155 sec): 3 clusters Score: Raw -403141.094893 + Penalty 824.055610 = -402317.039283 nChanged 0 Trying to split cluster 9 (51130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.193595 sec): 2 clusters Score: Raw -2364785.217891 + Penalty 493.316764 = -2364291.901127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.254154 sec): 3 clusters Score: Raw -2330897.345333 + Penalty 986.633529 = -2329910.711804 nChanged 24747 SP:Iteration 1F (170.306776 sec): 3 clusters Score: Raw -2347889.336764 + Penalty 986.633529 = -2346902.703236 nChanged 2965 SP:Iteration 2F (170.359700 sec): 3 clusters Score: Raw -2349566.034617 + Penalty 986.633529 = -2348579.401089 nChanged 3065 SP:Iteration 3F (170.412418 sec): 3 clusters Score: Raw -2351491.512115 + Penalty 986.633529 = -2350504.878587 nChanged 3224 SP:Iteration 4F (170.465285 sec): 3 clusters Score: Raw -2353706.898753 + Penalty 986.633529 = -2352720.265224 nChanged 3073 SP:Iteration 5F (170.517954 sec): 3 clusters Score: Raw -2355778.561091 + Penalty 986.633529 = -2354791.927562 nChanged 2466 SP:Iteration 6Q (170.573795 sec): 3 clusters Score: Raw -2356916.592110 + Penalty 986.633529 = -2355929.958582 nChanged 1547 SP:Iteration 7Q (170.629007 sec): 3 clusters Score: Raw -2357330.138473 + Penalty 986.633529 = -2356343.504945 nChanged 909 SP:Iteration 8Q (170.683998 sec): 3 clusters Score: Raw -2357477.063743 + Penalty 986.633529 = -2356490.430214 nChanged 582 SP:Iteration 9Q (170.739003 sec): 3 clusters Score: Raw -2357556.976597 + Penalty 986.633529 = -2356570.343068 nChanged 438 SP:Iteration 10Q (170.793939 sec): 3 clusters Score: Raw -2357617.869317 + Penalty 986.633529 = -2356631.235788 nChanged 410 SP:Iteration 11Q (170.848887 sec): 3 clusters Score: Raw -2357685.378320 + Penalty 986.633529 = -2356698.744791 nChanged 444 SP:Iteration 12Q (170.903963 sec): 3 clusters Score: Raw -2357762.533446 + Penalty 986.633529 = -2356775.899917 nChanged 447 SP:Iteration 13Q (170.958764 sec): 3 clusters Score: Raw -2357846.677554 + Penalty 986.633529 = -2356860.044025 nChanged 490 SP:Iteration 14Q (171.013461 sec): 3 clusters Score: Raw -2357934.176311 + Penalty 986.633529 = -2356947.542782 nChanged 491 SP:Iteration 15Q (171.068006 sec): 3 clusters Score: Raw -2358022.208463 + Penalty 986.633529 = -2357035.574935 nChanged 466 SP:Iteration 16Q (171.122640 sec): 3 clusters Score: Raw -2358098.828970 + Penalty 986.633529 = -2357112.195441 nChanged 483 SP:Iteration 17Q (171.177295 sec): 3 clusters Score: Raw -2358182.959041 + Penalty 986.633529 = -2357196.325513 nChanged 497 SP:Iteration 18Q (171.231757 sec): 3 clusters Score: Raw -2358275.914437 + Penalty 986.633529 = -2357289.280908 nChanged 440 SP:Iteration 19Q (171.285544 sec): 3 clusters Score: Raw -2358355.152957 + Penalty 986.633529 = -2357368.519428 nChanged 447 SP:Iteration 20F (171.338854 sec): 3 clusters Score: Raw -2358433.557969 + Penalty 986.633529 = -2357446.924441 nChanged 467 SP:Iteration 21Q (171.393573 sec): 3 clusters Score: Raw -2358513.135881 + Penalty 986.633529 = -2357526.502353 nChanged 419 SP:Iteration 22Q (171.447982 sec): 3 clusters Score: Raw -2358583.450662 + Penalty 986.633529 = -2357596.817134 nChanged 446 SP:Iteration 23Q (171.502619 sec): 3 clusters Score: Raw -2358660.653465 + Penalty 986.633529 = -2357674.019936 nChanged 441 SP:Iteration 24Q (171.557256 sec): 3 clusters Score: Raw -2358740.654556 + Penalty 986.633529 = -2357754.021027 nChanged 468 SP:Iteration 25Q (171.611660 sec): 3 clusters Score: Raw -2358825.202195 + Penalty 986.633529 = -2357838.568666 nChanged 461 SP:Iteration 26Q (171.665680 sec): 3 clusters Score: Raw -2358906.606767 + Penalty 986.633529 = -2357919.973238 nChanged 461 SP:Iteration 27Q (171.720071 sec): 3 clusters Score: Raw -2358985.524498 + Penalty 986.633529 = -2357998.890969 nChanged 458 SP:Iteration 28Q (171.774260 sec): 3 clusters Score: Raw -2359070.980114 + Penalty 986.633529 = -2358084.346585 nChanged 497 SP:Iteration 29Q (171.828789 sec): 3 clusters Score: Raw -2359173.656389 + Penalty 986.633529 = -2358187.022861 nChanged 553 SP:Iteration 30Q (171.882321 sec): 3 clusters Score: Raw -2359292.100021 + Penalty 986.633529 = -2358305.466492 nChanged 545 SP:Iteration 31Q (171.936125 sec): 3 clusters Score: Raw -2359404.627653 + Penalty 986.633529 = -2358417.994125 nChanged 573 SP:Iteration 32Q (171.990401 sec): 3 clusters Score: Raw -2359531.897018 + Penalty 986.633529 = -2358545.263489 nChanged 612 SP:Iteration 33Q (172.044233 sec): 3 clusters Score: Raw -2359686.724565 + Penalty 986.633529 = -2358700.091036 nChanged 684 SP:Iteration 34Q (172.098220 sec): 3 clusters Score: Raw -2359871.042773 + Penalty 986.633529 = -2358884.409244 nChanged 714 SP:Iteration 35Q (172.152045 sec): 3 clusters Score: Raw -2360081.304557 + Penalty 986.633529 = -2359094.671028 nChanged 706 SP:Iteration 36Q (172.215874 sec): 3 clusters Score: Raw -2360290.396490 + Penalty 986.633529 = -2359303.762962 nChanged 725 SP:Iteration 37Q (172.269330 sec): 3 clusters Score: Raw -2360502.399066 + Penalty 986.633529 = -2359515.765538 nChanged 720 SP:Iteration 38Q (172.322543 sec): 3 clusters Score: Raw -2360728.458315 + Penalty 986.633529 = -2359741.824786 nChanged 720 SP:Iteration 39Q (172.375843 sec): 3 clusters Score: Raw -2360940.551892 + Penalty 986.633529 = -2359953.918364 nChanged 682 SP:Iteration 40F (172.452303 sec): 3 clusters Score: Raw -2361155.402727 + Penalty 986.633529 = -2360168.769198 nChanged 739 SP:Iteration 41Q (172.505573 sec): 3 clusters Score: Raw -2361413.366276 + Penalty 986.633529 = -2360426.732748 nChanged 796 SP:Iteration 42Q (172.558773 sec): 3 clusters Score: Raw -2361708.938759 + Penalty 986.633529 = -2360722.305231 nChanged 782 SP:Iteration 43Q (172.612050 sec): 3 clusters Score: Raw -2362011.291721 + Penalty 986.633529 = -2361024.658192 nChanged 735 SP:Iteration 44Q (172.665060 sec): 3 clusters Score: Raw -2362294.847092 + Penalty 986.633529 = -2361308.213564 nChanged 704 SP:Iteration 45Q (172.717983 sec): 3 clusters Score: Raw -2362571.328367 + Penalty 986.633529 = -2361584.694839 nChanged 647 SP:Iteration 46Q (172.770462 sec): 3 clusters Score: Raw -2362827.239350 + Penalty 986.633529 = -2361840.605822 nChanged 644 SP:Iteration 47Q (172.822888 sec): 3 clusters Score: Raw -2363100.206944 + Penalty 986.633529 = -2362113.573416 nChanged 583 SP:Iteration 48Q (172.875242 sec): 3 clusters Score: Raw -2363349.395787 + Penalty 986.633529 = -2362362.762258 nChanged 536 SP:Iteration 49Q (172.926104 sec): 3 clusters Score: Raw -2363583.254060 + Penalty 986.633529 = -2362596.620531 nChanged 475 SP:Iteration 50Q (172.978337 sec): 3 clusters Score: Raw -2363782.319792 + Penalty 986.633529 = -2362795.686264 nChanged 388 SP:Iteration 51Q (173.029682 sec): 3 clusters Score: Raw -2363940.289947 + Penalty 986.633529 = -2362953.656418 nChanged 345 SP:Iteration 52Q (173.080705 sec): 3 clusters Score: Raw -2364077.072945 + Penalty 986.633529 = -2363090.439416 nChanged 311 SP:Iteration 53Q (173.131617 sec): 3 clusters Score: Raw -2364201.677848 + Penalty 986.633529 = -2363215.044320 nChanged 303 SP:Iteration 54Q (173.182322 sec): 3 clusters Score: Raw -2364326.751941 + Penalty 986.633529 = -2363340.118412 nChanged 263 SP:Iteration 55Q (173.232840 sec): 3 clusters Score: Raw -2364433.632003 + Penalty 986.633529 = -2363446.998475 nChanged 220 SP:Iteration 56Q (173.282906 sec): 3 clusters Score: Raw -2364516.764944 + Penalty 986.633529 = -2363530.131415 nChanged 159 SP:Iteration 57Q (173.332844 sec): 3 clusters Score: Raw -2364577.557270 + Penalty 986.633529 = -2363590.923741 nChanged 145 SP:Iteration 58Q (173.382593 sec): 3 clusters Score: Raw -2364631.010743 + Penalty 986.633529 = -2363644.377215 nChanged 115 SP:Iteration 59Q (173.432164 sec): 3 clusters Score: Raw -2364675.910311 + Penalty 986.633529 = -2363689.276782 nChanged 96 SP:Iteration 60F (173.483534 sec): 3 clusters Score: Raw -2364711.663940 + Penalty 986.633529 = -2363725.030411 nChanged 80 SP:Iteration 61Q (173.534105 sec): 3 clusters Score: Raw -2364740.589730 + Penalty 986.633529 = -2363753.956201 nChanged 74 SP:Iteration 62Q (173.583530 sec): 3 clusters Score: Raw -2364771.773070 + Penalty 986.633529 = -2363785.139541 nChanged 61 SP:Iteration 63Q (173.632883 sec): 3 clusters Score: Raw -2364793.684734 + Penalty 986.633529 = -2363807.051205 nChanged 48 SP:Iteration 64Q (173.682474 sec): 3 clusters Score: Raw -2364810.287246 + Penalty 986.633529 = -2363823.653717 nChanged 45 SP:Iteration 65Q (173.731609 sec): 3 clusters Score: Raw -2364826.697635 + Penalty 986.633529 = -2363840.064106 nChanged 43 SP:Iteration 66Q (173.781088 sec): 3 clusters Score: Raw -2364839.901768 + Penalty 986.633529 = -2363853.268239 nChanged 28 SP:Iteration 67Q (173.830354 sec): 3 clusters Score: Raw -2364851.221891 + Penalty 986.633529 = -2363864.588362 nChanged 19 SP:Iteration 68Q (173.879687 sec): 3 clusters Score: Raw -2364856.399241 + Penalty 986.633529 = -2363869.765713 nChanged 11 SP:Iteration 69Q (173.929339 sec): 3 clusters Score: Raw -2364859.776839 + Penalty 986.633529 = -2363873.143311 nChanged 11 SP:Iteration 70Q (173.978734 sec): 3 clusters Score: Raw -2364864.163087 + Penalty 986.633529 = -2363877.529558 nChanged 11 SP:Iteration 71Q (174.028882 sec): 3 clusters Score: Raw -2364866.628389 + Penalty 986.633529 = -2363879.994861 nChanged 10 SP:Iteration 72Q (174.078021 sec): 3 clusters Score: Raw -2364870.690161 + Penalty 986.633529 = -2363884.056632 nChanged 9 SP:Iteration 73Q (174.127222 sec): 3 clusters Score: Raw -2364873.290593 + Penalty 986.633529 = -2363886.657064 nChanged 8 SP:Iteration 74Q (174.176537 sec): 3 clusters Score: Raw -2364875.462739 + Penalty 986.633529 = -2363888.829211 nChanged 6 SP:Iteration 75Q (174.225822 sec): 3 clusters Score: Raw -2364876.898298 + Penalty 986.633529 = -2363890.264769 nChanged 4 SP:Iteration 76Q (174.275263 sec): 3 clusters Score: Raw -2364877.641007 + Penalty 986.633529 = -2363891.007479 nChanged 4 SP:Iteration 77Q (174.324605 sec): 3 clusters Score: Raw -2364878.413817 + Penalty 986.633529 = -2363891.780288 nChanged 1 SP:Iteration 78Q (174.373846 sec): 3 clusters Score: Raw -2364878.894169 + Penalty 986.633529 = -2363892.260640 nChanged 1 SP:Iteration 79Q (174.423319 sec): 3 clusters Score: Raw -2364879.167037 + Penalty 986.633529 = -2363892.533508 nChanged 4 SP:Iteration 80F (174.496801 sec): 3 clusters Score: Raw -2364879.844578 + Penalty 986.633529 = -2363893.211049 nChanged 2 SP:Iteration 81Q (174.546784 sec): 3 clusters Score: Raw -2364881.022087 + Penalty 986.633529 = -2363894.388559 nChanged 1 SP:Iteration 82Q (174.596089 sec): 3 clusters Score: Raw -2364881.248580 + Penalty 986.633529 = -2363894.615051 nChanged 3 SP:Iteration 83Q (174.645376 sec): 3 clusters Score: Raw -2364881.809558 + Penalty 986.633529 = -2363895.176030 nChanged 2 SP:Iteration 84Q (174.694677 sec): 3 clusters Score: Raw -2364882.227746 + Penalty 986.633529 = -2363895.594218 nChanged 0 SP:Iteration 85F (174.746050 sec): 3 clusters Score: Raw -2364882.227746 + Penalty 986.633529 = -2363895.594218 nChanged 0 Trying to split cluster 10 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.751372 sec): 2 clusters Score: Raw -38632.271336 + Penalty 308.486447 = -38323.784889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.754414 sec): 3 clusters Score: Raw -38221.274076 + Penalty 616.972894 = -37604.301182 nChanged 317 SP:Iteration 1F (174.757079 sec): 3 clusters Score: Raw -38420.616639 + Penalty 616.972894 = -37803.643745 nChanged 72 SP:Iteration 2F (174.759747 sec): 3 clusters Score: Raw -38463.583314 + Penalty 616.972894 = -37846.610421 nChanged 42 SP:Iteration 3Q (174.762425 sec): 3 clusters Score: Raw -38485.727824 + Penalty 616.972894 = -37868.754931 nChanged 22 SP:Iteration 4Q (174.765113 sec): 3 clusters Score: Raw -38492.891551 + Penalty 616.972894 = -37875.918657 nChanged 10 SP:Iteration 5Q (174.767845 sec): 3 clusters Score: Raw -38498.514010 + Penalty 616.972894 = -37881.541116 nChanged 19 SP:Iteration 6Q (174.770513 sec): 3 clusters Score: Raw -38506.768289 + Penalty 616.972894 = -37889.795395 nChanged 9 SP:Iteration 7Q (174.773171 sec): 3 clusters Score: Raw -38511.363264 + Penalty 616.972894 = -37894.390370 nChanged 7 SP:Iteration 8Q (174.775838 sec): 3 clusters Score: Raw -38513.647361 + Penalty 616.972894 = -37896.674468 nChanged 2 SP:Iteration 9Q (174.778504 sec): 3 clusters Score: Raw -38514.049840 + Penalty 616.972894 = -37897.076946 nChanged 1 SP:Iteration 10Q (174.781160 sec): 3 clusters Score: Raw -38514.307730 + Penalty 616.972894 = -37897.334836 nChanged 1 SP:Iteration 11Q (174.783928 sec): 3 clusters Score: Raw -38514.611884 + Penalty 616.972894 = -37897.638990 nChanged 2 SP:Iteration 12Q (174.786582 sec): 3 clusters Score: Raw -38515.027407 + Penalty 616.972894 = -37898.054513 nChanged 0 SP:Iteration 13F (174.789214 sec): 3 clusters Score: Raw -38515.027407 + Penalty 616.972894 = -37898.054513 nChanged 0 Trying to split cluster 11 (817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.796506 sec): 2 clusters Score: Raw -36590.401499 + Penalty 305.106579 = -36285.294920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.799462 sec): 3 clusters Score: Raw -36223.891486 + Penalty 610.213158 = -35613.678328 nChanged 311 SP:Iteration 1F (174.802086 sec): 3 clusters Score: Raw -36406.436295 + Penalty 610.213158 = -35796.223137 nChanged 62 SP:Iteration 2F (174.804587 sec): 3 clusters Score: Raw -36450.965538 + Penalty 610.213158 = -35840.752380 nChanged 43 SP:Iteration 3F (174.807100 sec): 3 clusters Score: Raw -36484.285911 + Penalty 610.213158 = -35874.072753 nChanged 38 SP:Iteration 4Q (174.809619 sec): 3 clusters Score: Raw -36514.551930 + Penalty 610.213158 = -35904.338773 nChanged 23 SP:Iteration 5Q (174.812126 sec): 3 clusters Score: Raw -36538.814336 + Penalty 610.213158 = -35928.601178 nChanged 22 SP:Iteration 6Q (174.814808 sec): 3 clusters Score: Raw -36568.496300 + Penalty 610.213158 = -35958.283142 nChanged 13 SP:Iteration 7Q (174.817409 sec): 3 clusters Score: Raw -36587.265350 + Penalty 610.213158 = -35977.052192 nChanged 16 SP:Iteration 8Q (174.819988 sec): 3 clusters Score: Raw -36605.826215 + Penalty 610.213158 = -35995.613057 nChanged 11 SP:Iteration 9Q (174.822442 sec): 3 clusters Score: Raw -36614.823349 + Penalty 610.213158 = -36004.610191 nChanged 12 SP:Iteration 10Q (174.824869 sec): 3 clusters Score: Raw -36627.268825 + Penalty 610.213158 = -36017.055667 nChanged 10 SP:Iteration 11Q (174.827298 sec): 3 clusters Score: Raw -36637.147360 + Penalty 610.213158 = -36026.934203 nChanged 6 SP:Iteration 12Q (174.829717 sec): 3 clusters Score: Raw -36643.360874 + Penalty 610.213158 = -36033.147716 nChanged 2 SP:Iteration 13Q (174.832191 sec): 3 clusters Score: Raw -36645.529896 + Penalty 610.213158 = -36035.316739 nChanged 1 SP:Iteration 14Q (174.834623 sec): 3 clusters Score: Raw -36648.139159 + Penalty 610.213158 = -36037.926002 nChanged 1 SP:Iteration 15Q (174.837054 sec): 3 clusters Score: Raw -36648.691356 + Penalty 610.213158 = -36038.478199 nChanged 0 SP:Iteration 16F (174.839577 sec): 3 clusters Score: Raw -36648.691356 + Penalty 610.213158 = -36038.478199 nChanged 0 Trying to split cluster 12 (1387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.847577 sec): 2 clusters Score: Raw -72944.612641 + Penalty 329.187878 = -72615.424763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.851909 sec): 3 clusters Score: Raw -72223.072577 + Penalty 658.375756 = -71564.696821 nChanged 570 SP:Iteration 1F (174.855822 sec): 3 clusters Score: Raw -72588.278182 + Penalty 658.375756 = -71929.902426 nChanged 127 SP:Iteration 2F (174.859816 sec): 3 clusters Score: Raw -72672.824975 + Penalty 658.375756 = -72014.449219 nChanged 82 SP:Iteration 3F (174.863767 sec): 3 clusters Score: Raw -72734.166863 + Penalty 658.375756 = -72075.791107 nChanged 71 SP:Iteration 4F (174.867664 sec): 3 clusters Score: Raw -72786.499087 + Penalty 658.375756 = -72128.123330 nChanged 68 SP:Iteration 5Q (174.871574 sec): 3 clusters Score: Raw -72835.516162 + Penalty 658.375756 = -72177.140406 nChanged 57 SP:Iteration 6Q (174.875462 sec): 3 clusters Score: Raw -72876.423736 + Penalty 658.375756 = -72218.047979 nChanged 43 SP:Iteration 7Q (174.879354 sec): 3 clusters Score: Raw -72904.042701 + Penalty 658.375756 = -72245.666945 nChanged 26 SP:Iteration 8Q (174.883225 sec): 3 clusters Score: Raw -72912.628388 + Penalty 658.375756 = -72254.252631 nChanged 16 SP:Iteration 9Q (174.887099 sec): 3 clusters Score: Raw -72919.795790 + Penalty 658.375756 = -72261.420033 nChanged 14 SP:Iteration 10Q (174.890965 sec): 3 clusters Score: Raw -72923.873135 + Penalty 658.375756 = -72265.497378 nChanged 13 SP:Iteration 11Q (174.894856 sec): 3 clusters Score: Raw -72928.548521 + Penalty 658.375756 = -72270.172764 nChanged 10 SP:Iteration 12Q (174.898725 sec): 3 clusters Score: Raw -72931.571142 + Penalty 658.375756 = -72273.195385 nChanged 10 SP:Iteration 13Q (174.902588 sec): 3 clusters Score: Raw -72935.499561 + Penalty 658.375756 = -72277.123805 nChanged 9 SP:Iteration 14Q (174.906447 sec): 3 clusters Score: Raw -72937.804792 + Penalty 658.375756 = -72279.429036 nChanged 8 SP:Iteration 15Q (174.910295 sec): 3 clusters Score: Raw -72940.844714 + Penalty 658.375756 = -72282.468958 nChanged 10 SP:Iteration 16Q (174.914162 sec): 3 clusters Score: Raw -72946.889937 + Penalty 658.375756 = -72288.514181 nChanged 10 SP:Iteration 17Q (174.917988 sec): 3 clusters Score: Raw -72955.624908 + Penalty 658.375756 = -72297.249151 nChanged 8 SP:Iteration 18Q (174.921827 sec): 3 clusters Score: Raw -72964.156187 + Penalty 658.375756 = -72305.780431 nChanged 6 SP:Iteration 19Q (174.925658 sec): 3 clusters Score: Raw -72968.100824 + Penalty 658.375756 = -72309.725068 nChanged 7 SP:Iteration 20F (174.929584 sec): 3 clusters Score: Raw -72974.265137 + Penalty 658.375756 = -72315.889381 nChanged 12 SP:Iteration 21Q (174.933424 sec): 3 clusters Score: Raw -72984.278804 + Penalty 658.375756 = -72325.903048 nChanged 10 SP:Iteration 22Q (174.937264 sec): 3 clusters Score: Raw -72991.472939 + Penalty 658.375756 = -72333.097182 nChanged 7 SP:Iteration 23Q (174.941082 sec): 3 clusters Score: Raw -73000.143413 + Penalty 658.375756 = -72341.767657 nChanged 2 SP:Iteration 24Q (174.944899 sec): 3 clusters Score: Raw -73002.512660 + Penalty 658.375756 = -72344.136904 nChanged 3 SP:Iteration 25Q (174.948714 sec): 3 clusters Score: Raw -73004.041059 + Penalty 658.375756 = -72345.665303 nChanged 2 SP:Iteration 26Q (174.952532 sec): 3 clusters Score: Raw -73005.106408 + Penalty 658.375756 = -72346.730652 nChanged 1 SP:Iteration 27Q (174.956355 sec): 3 clusters Score: Raw -73006.154537 + Penalty 658.375756 = -72347.778781 nChanged 3 SP:Iteration 28Q (174.960248 sec): 3 clusters Score: Raw -73008.710743 + Penalty 658.375756 = -72350.334987 nChanged 5 SP:Iteration 29Q (174.964032 sec): 3 clusters Score: Raw -73011.822782 + Penalty 658.375756 = -72353.447025 nChanged 2 SP:Iteration 30Q (174.967801 sec): 3 clusters Score: Raw -73014.262339 + Penalty 658.375756 = -72355.886583 nChanged 4 SP:Iteration 31Q (174.971569 sec): 3 clusters Score: Raw -73017.434303 + Penalty 658.375756 = -72359.058547 nChanged 3 SP:Iteration 32Q (174.975306 sec): 3 clusters Score: Raw -73019.735059 + Penalty 658.375756 = -72361.359302 nChanged 5 SP:Iteration 33Q (174.979043 sec): 3 clusters Score: Raw -73023.888808 + Penalty 658.375756 = -72365.513051 nChanged 3 SP:Iteration 34Q (174.982784 sec): 3 clusters Score: Raw -73025.856942 + Penalty 658.375756 = -72367.481186 nChanged 3 SP:Iteration 35Q (174.986542 sec): 3 clusters Score: Raw -73028.480581 + Penalty 658.375756 = -72370.104825 nChanged 3 SP:Iteration 36Q (174.990328 sec): 3 clusters Score: Raw -73029.330757 + Penalty 658.375756 = -72370.955001 nChanged 1 SP:Iteration 37Q (174.994078 sec): 3 clusters Score: Raw -73029.807258 + Penalty 658.375756 = -72371.431502 nChanged 1 SP:Iteration 38Q (174.997827 sec): 3 clusters Score: Raw -73030.843416 + Penalty 658.375756 = -72372.467660 nChanged 2 SP:Iteration 39Q (175.001599 sec): 3 clusters Score: Raw -73033.382219 + Penalty 658.375756 = -72375.006463 nChanged 3 SP:Iteration 40F (175.005476 sec): 3 clusters Score: Raw -73034.906453 + Penalty 658.375756 = -72376.530697 nChanged 1 SP:Iteration 41Q (175.009256 sec): 3 clusters Score: Raw -73036.004417 + Penalty 658.375756 = -72377.628661 nChanged 2 SP:Iteration 42Q (175.013039 sec): 3 clusters Score: Raw -73036.433413 + Penalty 658.375756 = -72378.057657 nChanged 1 SP:Iteration 43Q (175.016832 sec): 3 clusters Score: Raw -73036.722747 + Penalty 658.375756 = -72378.346991 nChanged 2 SP:Iteration 44Q (175.020624 sec): 3 clusters Score: Raw -73039.981168 + Penalty 658.375756 = -72381.605412 nChanged 1 SP:Iteration 45Q (175.024458 sec): 3 clusters Score: Raw -73041.297393 + Penalty 658.375756 = -72382.921637 nChanged 1 SP:Iteration 46Q (175.028246 sec): 3 clusters Score: Raw -73041.683504 + Penalty 658.375756 = -72383.307748 nChanged 0 SP:Iteration 47F (175.032116 sec): 3 clusters Score: Raw -73041.683504 + Penalty 658.375756 = -72383.307748 nChanged 0 Trying to split cluster 13 (16450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.056521 sec): 2 clusters Score: Raw -805287.832175 + Penalty 441.717674 = -804846.114500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.083871 sec): 3 clusters Score: Raw -794804.460221 + Penalty 883.435349 = -793921.024872 nChanged 7816 SP:Iteration 1F (175.109395 sec): 3 clusters Score: Raw -799630.065501 + Penalty 883.435349 = -798746.630152 nChanged 1085 SP:Iteration 2F (175.135406 sec): 3 clusters Score: Raw -800244.943967 + Penalty 883.435349 = -799361.508618 nChanged 1143 SP:Iteration 3F (175.161106 sec): 3 clusters Score: Raw -801039.632014 + Penalty 883.435349 = -800156.196665 nChanged 1161 SP:Iteration 4F (175.186682 sec): 3 clusters Score: Raw -801984.399181 + Penalty 883.435349 = -801100.963832 nChanged 1076 SP:Iteration 5F (175.212411 sec): 3 clusters Score: Raw -802902.489872 + Penalty 883.435349 = -802019.054523 nChanged 879 SP:Iteration 6F (175.238315 sec): 3 clusters Score: Raw -803621.523198 + Penalty 883.435349 = -802738.087850 nChanged 656 SP:Iteration 7Q (175.264358 sec): 3 clusters Score: Raw -804033.997061 + Penalty 883.435349 = -803150.561712 nChanged 438 SP:Iteration 8Q (175.290062 sec): 3 clusters Score: Raw -804236.695413 + Penalty 883.435349 = -803353.260064 nChanged 316 SP:Iteration 9Q (175.315400 sec): 3 clusters Score: Raw -804377.960332 + Penalty 883.435349 = -803494.524984 nChanged 278 SP:Iteration 10Q (175.340819 sec): 3 clusters Score: Raw -804494.599422 + Penalty 883.435349 = -803611.164073 nChanged 237 SP:Iteration 11Q (175.366172 sec): 3 clusters Score: Raw -804591.488232 + Penalty 883.435349 = -803708.052883 nChanged 227 SP:Iteration 12Q (175.391380 sec): 3 clusters Score: Raw -804681.962717 + Penalty 883.435349 = -803798.527369 nChanged 222 SP:Iteration 13Q (175.416608 sec): 3 clusters Score: Raw -804777.532675 + Penalty 883.435349 = -803894.097327 nChanged 212 SP:Iteration 14Q (175.441922 sec): 3 clusters Score: Raw -804880.965961 + Penalty 883.435349 = -803997.530612 nChanged 196 SP:Iteration 15Q (175.467290 sec): 3 clusters Score: Raw -804976.343779 + Penalty 883.435349 = -804092.908430 nChanged 191 SP:Iteration 16Q (175.492688 sec): 3 clusters Score: Raw -805058.538383 + Penalty 883.435349 = -804175.103034 nChanged 166 SP:Iteration 17Q (175.517889 sec): 3 clusters Score: Raw -805121.839907 + Penalty 883.435349 = -804238.404558 nChanged 135 SP:Iteration 18Q (175.543140 sec): 3 clusters Score: Raw -805174.224084 + Penalty 883.435349 = -804290.788736 nChanged 131 SP:Iteration 19Q (175.568136 sec): 3 clusters Score: Raw -805224.474710 + Penalty 883.435349 = -804341.039361 nChanged 129 SP:Iteration 20F (175.593846 sec): 3 clusters Score: Raw -805270.340322 + Penalty 883.435349 = -804386.904973 nChanged 98 SP:Iteration 21Q (175.619001 sec): 3 clusters Score: Raw -805307.231097 + Penalty 883.435349 = -804423.795748 nChanged 95 SP:Iteration 22Q (175.643974 sec): 3 clusters Score: Raw -805345.910218 + Penalty 883.435349 = -804462.474869 nChanged 96 SP:Iteration 23Q (175.668952 sec): 3 clusters Score: Raw -805382.828235 + Penalty 883.435349 = -804499.392886 nChanged 81 SP:Iteration 24Q (175.693776 sec): 3 clusters Score: Raw -805411.449584 + Penalty 883.435349 = -804528.014236 nChanged 71 SP:Iteration 25Q (175.718653 sec): 3 clusters Score: Raw -805434.187736 + Penalty 883.435349 = -804550.752388 nChanged 64 SP:Iteration 26Q (175.743485 sec): 3 clusters Score: Raw -805449.899742 + Penalty 883.435349 = -804566.464393 nChanged 45 SP:Iteration 27Q (175.768419 sec): 3 clusters Score: Raw -805460.520775 + Penalty 883.435349 = -804577.085426 nChanged 32 SP:Iteration 28Q (175.793198 sec): 3 clusters Score: Raw -805468.184685 + Penalty 883.435349 = -804584.749336 nChanged 29 SP:Iteration 29Q (175.818110 sec): 3 clusters Score: Raw -805473.834375 + Penalty 883.435349 = -804590.399026 nChanged 19 SP:Iteration 30Q (175.842844 sec): 3 clusters Score: Raw -805477.581968 + Penalty 883.435349 = -804594.146619 nChanged 20 SP:Iteration 31Q (175.867577 sec): 3 clusters Score: Raw -805480.615207 + Penalty 883.435349 = -804597.179858 nChanged 14 SP:Iteration 32Q (175.892394 sec): 3 clusters Score: Raw -805482.183310 + Penalty 883.435349 = -804598.747961 nChanged 9 SP:Iteration 33Q (175.917176 sec): 3 clusters Score: Raw -805483.615711 + Penalty 883.435349 = -804600.180362 nChanged 18 SP:Iteration 34Q (175.941856 sec): 3 clusters Score: Raw -805486.764559 + Penalty 883.435349 = -804603.329210 nChanged 12 SP:Iteration 35Q (175.966538 sec): 3 clusters Score: Raw -805488.285869 + Penalty 883.435349 = -804604.850520 nChanged 9 SP:Iteration 36Q (175.991370 sec): 3 clusters Score: Raw -805490.138396 + Penalty 883.435349 = -804606.703047 nChanged 16 SP:Iteration 37Q (176.015940 sec): 3 clusters Score: Raw -805494.041758 + Penalty 883.435349 = -804610.606409 nChanged 22 SP:Iteration 38Q (176.040589 sec): 3 clusters Score: Raw -805499.007593 + Penalty 883.435349 = -804615.572244 nChanged 17 SP:Iteration 39Q (176.065202 sec): 3 clusters Score: Raw -805501.374500 + Penalty 883.435349 = -804617.939151 nChanged 15 SP:Iteration 40F (176.090816 sec): 3 clusters Score: Raw -805504.090698 + Penalty 883.435349 = -804620.655349 nChanged 20 SP:Iteration 41Q (176.115655 sec): 3 clusters Score: Raw -805507.994246 + Penalty 883.435349 = -804624.558897 nChanged 18 SP:Iteration 42Q (176.140645 sec): 3 clusters Score: Raw -805513.334715 + Penalty 883.435349 = -804629.899366 nChanged 16 SP:Iteration 43Q (176.165394 sec): 3 clusters Score: Raw -805517.386971 + Penalty 883.435349 = -804633.951622 nChanged 12 SP:Iteration 44Q (176.189986 sec): 3 clusters Score: Raw -805520.841260 + Penalty 883.435349 = -804637.405911 nChanged 17 SP:Iteration 45Q (176.214724 sec): 3 clusters Score: Raw -805525.606765 + Penalty 883.435349 = -804642.171416 nChanged 15 SP:Iteration 46Q (176.239457 sec): 3 clusters Score: Raw -805528.125727 + Penalty 883.435349 = -804644.690378 nChanged 13 SP:Iteration 47Q (176.264089 sec): 3 clusters Score: Raw -805529.659081 + Penalty 883.435349 = -804646.223732 nChanged 9 SP:Iteration 48Q (176.288801 sec): 3 clusters Score: Raw -805530.608819 + Penalty 883.435349 = -804647.173470 nChanged 7 SP:Iteration 49Q (176.313671 sec): 3 clusters Score: Raw -805531.800143 + Penalty 883.435349 = -804648.364794 nChanged 6 SP:Iteration 50Q (176.338332 sec): 3 clusters Score: Raw -805532.564139 + Penalty 883.435349 = -804649.128791 nChanged 9 SP:Iteration 51Q (176.363078 sec): 3 clusters Score: Raw -805534.310107 + Penalty 883.435349 = -804650.874758 nChanged 9 SP:Iteration 52Q (176.387730 sec): 3 clusters Score: Raw -805535.479000 + Penalty 883.435349 = -804652.043651 nChanged 2 SP:Iteration 53Q (176.412359 sec): 3 clusters Score: Raw -805535.640901 + Penalty 883.435349 = -804652.205552 nChanged 2 SP:Iteration 54Q (176.436905 sec): 3 clusters Score: Raw -805535.874812 + Penalty 883.435349 = -804652.439463 nChanged 3 SP:Iteration 55Q (176.461553 sec): 3 clusters Score: Raw -805536.020782 + Penalty 883.435349 = -804652.585434 nChanged 2 SP:Iteration 56Q (176.486245 sec): 3 clusters Score: Raw -805536.280023 + Penalty 883.435349 = -804652.844674 nChanged 4 SP:Iteration 57Q (176.511005 sec): 3 clusters Score: Raw -805536.985674 + Penalty 883.435349 = -804653.550325 nChanged 5 SP:Iteration 58Q (176.535892 sec): 3 clusters Score: Raw -805537.433784 + Penalty 883.435349 = -804653.998436 nChanged 1 SP:Iteration 59Q (176.560612 sec): 3 clusters Score: Raw -805537.472216 + Penalty 883.435349 = -804654.036867 nChanged 0 SP:Iteration 60F (176.586154 sec): 3 clusters Score: Raw -805537.472216 + Penalty 883.435349 = -804654.036867 nChanged 0 Trying to split cluster 14 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.599150 sec): 2 clusters Score: Raw -44297.079964 + Penalty 317.466301 = -43979.613663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.602761 sec): 3 clusters Score: Raw -43756.265976 + Penalty 634.932602 = -43121.333374 nChanged 428 SP:Iteration 1F (176.605950 sec): 3 clusters Score: Raw -44011.410219 + Penalty 634.932602 = -43376.477617 nChanged 82 SP:Iteration 2F (176.609118 sec): 3 clusters Score: Raw -44074.152853 + Penalty 634.932602 = -43439.220251 nChanged 66 SP:Iteration 3F (176.612289 sec): 3 clusters Score: Raw -44129.842939 + Penalty 634.932602 = -43494.910337 nChanged 50 SP:Iteration 4Q (176.615552 sec): 3 clusters Score: Raw -44171.776059 + Penalty 634.932602 = -43536.843457 nChanged 49 SP:Iteration 5Q (176.618754 sec): 3 clusters Score: Raw -44214.722822 + Penalty 634.932602 = -43579.790220 nChanged 30 SP:Iteration 6Q (176.621934 sec): 3 clusters Score: Raw -44236.185866 + Penalty 634.932602 = -43601.253264 nChanged 26 SP:Iteration 7Q (176.625128 sec): 3 clusters Score: Raw -44249.751380 + Penalty 634.932602 = -43614.818778 nChanged 23 SP:Iteration 8Q (176.628305 sec): 3 clusters Score: Raw -44260.055741 + Penalty 634.932602 = -43625.123139 nChanged 9 SP:Iteration 9Q (176.631468 sec): 3 clusters Score: Raw -44262.876903 + Penalty 634.932602 = -43627.944301 nChanged 4 SP:Iteration 10Q (176.634629 sec): 3 clusters Score: Raw -44264.525737 + Penalty 634.932602 = -43629.593135 nChanged 6 SP:Iteration 11Q (176.637796 sec): 3 clusters Score: Raw -44267.136869 + Penalty 634.932602 = -43632.204266 nChanged 8 SP:Iteration 12Q (176.640950 sec): 3 clusters Score: Raw -44269.498116 + Penalty 634.932602 = -43634.565514 nChanged 7 SP:Iteration 13Q (176.644125 sec): 3 clusters Score: Raw -44272.250702 + Penalty 634.932602 = -43637.318100 nChanged 5 SP:Iteration 14Q (176.647313 sec): 3 clusters Score: Raw -44275.032807 + Penalty 634.932602 = -43640.100205 nChanged 7 SP:Iteration 15Q (176.650485 sec): 3 clusters Score: Raw -44279.958936 + Penalty 634.932602 = -43645.026334 nChanged 10 SP:Iteration 16Q (176.653650 sec): 3 clusters Score: Raw -44286.191970 + Penalty 634.932602 = -43651.259368 nChanged 8 SP:Iteration 17Q (176.656813 sec): 3 clusters Score: Raw -44292.668780 + Penalty 634.932602 = -43657.736178 nChanged 10 SP:Iteration 18Q (176.659969 sec): 3 clusters Score: Raw -44305.920239 + Penalty 634.932602 = -43670.987637 nChanged 20 SP:Iteration 19Q (176.663146 sec): 3 clusters Score: Raw -44340.714885 + Penalty 634.932602 = -43705.782283 nChanged 25 SP:Iteration 20F (176.666310 sec): 3 clusters Score: Raw -44402.333238 + Penalty 634.932602 = -43767.400636 nChanged 32 SP:Iteration 21Q (176.669467 sec): 3 clusters Score: Raw -44440.612910 + Penalty 634.932602 = -43805.680308 nChanged 22 SP:Iteration 22Q (176.672620 sec): 3 clusters Score: Raw -44455.228155 + Penalty 634.932602 = -43820.295553 nChanged 20 SP:Iteration 23Q (176.675770 sec): 3 clusters Score: Raw -44478.391708 + Penalty 634.932602 = -43843.459106 nChanged 14 SP:Iteration 24Q (176.678942 sec): 3 clusters Score: Raw -44486.668327 + Penalty 634.932602 = -43851.735725 nChanged 4 SP:Iteration 25Q (176.682093 sec): 3 clusters Score: Raw -44488.818522 + Penalty 634.932602 = -43853.885920 nChanged 5 SP:Iteration 26Q (176.685238 sec): 3 clusters Score: Raw -44493.032085 + Penalty 634.932602 = -43858.099483 nChanged 9 SP:Iteration 27Q (176.688376 sec): 3 clusters Score: Raw -44498.743968 + Penalty 634.932602 = -43863.811366 nChanged 6 SP:Iteration 28Q (176.691518 sec): 3 clusters Score: Raw -44501.553694 + Penalty 634.932602 = -43866.621092 nChanged 4 SP:Iteration 29Q (176.694658 sec): 3 clusters Score: Raw -44502.472277 + Penalty 634.932602 = -43867.539675 nChanged 1 SP:Iteration 30Q (176.697838 sec): 3 clusters Score: Raw -44502.583666 + Penalty 634.932602 = -43867.651064 nChanged 0 SP:Iteration 31F (176.701093 sec): 3 clusters Score: Raw -44502.583666 + Penalty 634.932602 = -43867.651064 nChanged 0 Trying to split cluster 15 (3295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.716287 sec): 2 clusters Score: Raw -161340.403842 + Penalty 368.557346 = -160971.846496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.725826 sec): 3 clusters Score: Raw -159415.434865 + Penalty 737.114692 = -158678.320174 nChanged 1442 SP:Iteration 1F (176.734439 sec): 3 clusters Score: Raw -160184.165567 + Penalty 737.114692 = -159447.050875 nChanged 213 SP:Iteration 2F (176.743096 sec): 3 clusters Score: Raw -160302.269021 + Penalty 737.114692 = -159565.154329 nChanged 213 SP:Iteration 3F (176.751748 sec): 3 clusters Score: Raw -160418.957833 + Penalty 737.114692 = -159681.843141 nChanged 197 SP:Iteration 4F (176.760325 sec): 3 clusters Score: Raw -160526.470664 + Penalty 737.114692 = -159789.355972 nChanged 197 SP:Iteration 5F (176.768910 sec): 3 clusters Score: Raw -160659.129442 + Penalty 737.114692 = -159922.014750 nChanged 191 SP:Iteration 6F (176.777594 sec): 3 clusters Score: Raw -160780.242852 + Penalty 737.114692 = -160043.128160 nChanged 158 SP:Iteration 7Q (176.786308 sec): 3 clusters Score: Raw -160899.492146 + Penalty 737.114692 = -160162.377454 nChanged 137 SP:Iteration 8Q (176.794902 sec): 3 clusters Score: Raw -160993.130441 + Penalty 737.114692 = -160256.015749 nChanged 121 SP:Iteration 9Q (176.803401 sec): 3 clusters Score: Raw -161072.610524 + Penalty 737.114692 = -160335.495832 nChanged 107 SP:Iteration 10Q (176.811914 sec): 3 clusters Score: Raw -161141.243617 + Penalty 737.114692 = -160404.128925 nChanged 71 SP:Iteration 11Q (176.820368 sec): 3 clusters Score: Raw -161191.016227 + Penalty 737.114692 = -160453.901536 nChanged 66 SP:Iteration 12Q (176.828862 sec): 3 clusters Score: Raw -161233.680580 + Penalty 737.114692 = -160496.565888 nChanged 60 SP:Iteration 13Q (176.837320 sec): 3 clusters Score: Raw -161271.609000 + Penalty 737.114692 = -160534.494308 nChanged 45 SP:Iteration 14Q (176.845600 sec): 3 clusters Score: Raw -161307.272060 + Penalty 737.114692 = -160570.157368 nChanged 33 SP:Iteration 15Q (176.853960 sec): 3 clusters Score: Raw -161326.872884 + Penalty 737.114692 = -160589.758192 nChanged 21 SP:Iteration 16Q (176.862087 sec): 3 clusters Score: Raw -161336.102111 + Penalty 737.114692 = -160598.987419 nChanged 19 SP:Iteration 17Q (176.870337 sec): 3 clusters Score: Raw -161346.106637 + Penalty 737.114692 = -160608.991945 nChanged 17 SP:Iteration 18Q (176.878484 sec): 3 clusters Score: Raw -161358.515616 + Penalty 737.114692 = -160621.400924 nChanged 19 SP:Iteration 19Q (176.886675 sec): 3 clusters Score: Raw -161370.387096 + Penalty 737.114692 = -160633.272404 nChanged 9 SP:Iteration 20F (176.895188 sec): 3 clusters Score: Raw -161379.286021 + Penalty 737.114692 = -160642.171329 nChanged 6 SP:Iteration 21Q (176.903438 sec): 3 clusters Score: Raw -161383.395273 + Penalty 737.114692 = -160646.280581 nChanged 4 SP:Iteration 22Q (176.911590 sec): 3 clusters Score: Raw -161386.263661 + Penalty 737.114692 = -160649.148969 nChanged 3 SP:Iteration 23Q (176.919751 sec): 3 clusters Score: Raw -161387.605055 + Penalty 737.114692 = -160650.490363 nChanged 2 SP:Iteration 24Q (176.927911 sec): 3 clusters Score: Raw -161387.973245 + Penalty 737.114692 = -160650.858554 nChanged 0 SP:Iteration 25F (176.936493 sec): 3 clusters Score: Raw -161387.973245 + Penalty 737.114692 = -160650.858554 nChanged 0 Trying to split cluster 16 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.941809 sec): 2 clusters Score: Raw -6903.654769 + Penalty 249.746667 = -6653.908102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.943155 sec): 3 clusters Score: Raw -6850.070187 + Penalty 499.493333 = -6350.576854 nChanged 78 SP:Iteration 1F (176.944349 sec): 3 clusters Score: Raw -7106.226852 + Penalty 499.493333 = -6606.733519 nChanged 45 SP:Iteration 2F (176.945560 sec): 3 clusters Score: Raw -7316.918644 + Penalty 499.493333 = -6817.425311 nChanged 22 SP:Iteration 3F (176.946652 sec): 3 clusters Score: Raw -7459.150397 + Penalty 499.493333 = -6959.657064 nChanged 15 SP:Iteration 4F (176.947697 sec): 3 clusters Score: Raw -7578.366124 + Penalty 499.493333 = -7078.872791 nChanged 8 SP:Iteration 5Q (176.948722 sec): 3 clusters Score: Raw -7599.349562 + Penalty 499.493333 = -7099.856229 nChanged 3 SP:Iteration 6Q (176.949745 sec): 3 clusters Score: Raw -7603.116615 + Penalty 499.493333 = -7103.623282 nChanged 2 SP:Iteration 7Q (176.950764 sec): 3 clusters Score: Raw -7605.299775 + Penalty 499.493333 = -7105.806442 nChanged 1 SP:Iteration 8Q (176.951782 sec): 3 clusters Score: Raw -7606.159846 + Penalty 499.493333 = -7106.666513 nChanged 0 SP:Iteration 9F (176.952978 sec): 3 clusters Score: Raw -7606.159846 + Penalty 499.493333 = -7106.666513 nChanged 0 Score: Raw -13963614.078967 + Penalty 16680.848952 = -13946933.230015 Splitting cluster 16 changes total score from -13946230.202271 to -13946933.230015 So it's getting split into cluster 29. Trying to split cluster 17 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.769441 sec): 2 clusters Score: Raw -35161.235890 + Penalty 302.173789 = -34859.062101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.772195 sec): 3 clusters Score: Raw -34801.115809 + Penalty 604.347577 = -34196.768231 nChanged 289 SP:Iteration 1F (179.774608 sec): 3 clusters Score: Raw -35006.596139 + Penalty 604.347577 = -34402.248562 nChanged 54 SP:Iteration 2F (179.777071 sec): 3 clusters Score: Raw -35038.656136 + Penalty 604.347577 = -34434.308559 nChanged 35 SP:Iteration 3Q (179.779497 sec): 3 clusters Score: Raw -35061.966648 + Penalty 604.347577 = -34457.619071 nChanged 30 SP:Iteration 4Q (179.781913 sec): 3 clusters Score: Raw -35080.826967 + Penalty 604.347577 = -34476.479389 nChanged 26 SP:Iteration 5Q (179.784333 sec): 3 clusters Score: Raw -35100.785337 + Penalty 604.347577 = -34496.437760 nChanged 35 SP:Iteration 6Q (179.786740 sec): 3 clusters Score: Raw -35132.479839 + Penalty 604.347577 = -34528.132262 nChanged 25 SP:Iteration 7Q (179.789139 sec): 3 clusters Score: Raw -35153.238244 + Penalty 604.347577 = -34548.890667 nChanged 16 SP:Iteration 8Q (179.791530 sec): 3 clusters Score: Raw -35165.881911 + Penalty 604.347577 = -34561.534333 nChanged 13 SP:Iteration 9Q (179.793965 sec): 3 clusters Score: Raw -35173.343514 + Penalty 604.347577 = -34568.995936 nChanged 8 SP:Iteration 10Q (179.796357 sec): 3 clusters Score: Raw -35176.452568 + Penalty 604.347577 = -34572.104990 nChanged 4 SP:Iteration 11Q (179.798749 sec): 3 clusters Score: Raw -35178.018816 + Penalty 604.347577 = -34573.671239 nChanged 2 SP:Iteration 12Q (179.801134 sec): 3 clusters Score: Raw -35178.445745 + Penalty 604.347577 = -34574.098167 nChanged 2 SP:Iteration 13Q (179.803522 sec): 3 clusters Score: Raw -35178.771236 + Penalty 604.347577 = -34574.423659 nChanged 1 SP:Iteration 14Q (179.805905 sec): 3 clusters Score: Raw -35178.854165 + Penalty 604.347577 = -34574.506588 nChanged 0 SP:Iteration 15F (179.808276 sec): 3 clusters Score: Raw -35178.854165 + Penalty 604.347577 = -34574.506588 nChanged 0 Trying to split cluster 18 (29537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.841692 sec): 2 clusters Score: Raw -1396157.984430 + Penalty 468.349654 = -1395689.634776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.881111 sec): 3 clusters Score: Raw -1376824.101678 + Penalty 936.699308 = -1375887.402370 nChanged 14175 SP:Iteration 1F (179.916408 sec): 3 clusters Score: Raw -1386960.377628 + Penalty 936.699308 = -1386023.678319 nChanged 2546 SP:Iteration 2F (179.951817 sec): 3 clusters Score: Raw -1389029.491523 + Penalty 936.699308 = -1388092.792214 nChanged 2530 SP:Iteration 3F (179.987404 sec): 3 clusters Score: Raw -1391301.538560 + Penalty 936.699308 = -1390364.839251 nChanged 2120 SP:Iteration 4F (180.023198 sec): 3 clusters Score: Raw -1393110.917771 + Penalty 936.699308 = -1392174.218463 nChanged 1434 SP:Iteration 5Q (180.096854 sec): 3 clusters Score: Raw -1394134.133174 + Penalty 936.699308 = -1393197.433865 nChanged 942 SP:Iteration 6Q (180.131618 sec): 3 clusters Score: Raw -1394750.211803 + Penalty 936.699308 = -1393813.512495 nChanged 642 SP:Iteration 7Q (180.167020 sec): 3 clusters Score: Raw -1395127.462208 + Penalty 936.699308 = -1394190.762900 nChanged 487 SP:Iteration 8Q (180.202340 sec): 3 clusters Score: Raw -1395403.042129 + Penalty 936.699308 = -1394466.342821 nChanged 422 SP:Iteration 9Q (180.237458 sec): 3 clusters Score: Raw -1395643.807146 + Penalty 936.699308 = -1394707.107837 nChanged 386 SP:Iteration 10Q (180.272513 sec): 3 clusters Score: Raw -1395885.625535 + Penalty 936.699308 = -1394948.926227 nChanged 344 SP:Iteration 11Q (180.307086 sec): 3 clusters Score: Raw -1396130.086925 + Penalty 936.699308 = -1395193.387616 nChanged 356 SP:Iteration 12Q (180.341354 sec): 3 clusters Score: Raw -1396388.454431 + Penalty 936.699308 = -1395451.755123 nChanged 355 SP:Iteration 13Q (180.375389 sec): 3 clusters Score: Raw -1396665.377560 + Penalty 936.699308 = -1395728.678252 nChanged 365 SP:Iteration 14Q (180.409263 sec): 3 clusters Score: Raw -1396896.429501 + Penalty 936.699308 = -1395959.730193 nChanged 294 SP:Iteration 15Q (180.442942 sec): 3 clusters Score: Raw -1397064.952889 + Penalty 936.699308 = -1396128.253580 nChanged 271 SP:Iteration 16Q (180.476438 sec): 3 clusters Score: Raw -1397203.425050 + Penalty 936.699308 = -1396266.725741 nChanged 245 SP:Iteration 17Q (180.509946 sec): 3 clusters Score: Raw -1397295.086856 + Penalty 936.699308 = -1396358.387548 nChanged 195 SP:Iteration 18Q (180.543529 sec): 3 clusters Score: Raw -1397353.775753 + Penalty 936.699308 = -1396417.076445 nChanged 153 SP:Iteration 19Q (180.577013 sec): 3 clusters Score: Raw -1397384.614274 + Penalty 936.699308 = -1396447.914966 nChanged 86 SP:Iteration 20F (180.612505 sec): 3 clusters Score: Raw -1397411.030784 + Penalty 936.699308 = -1396474.331476 nChanged 71 SP:Iteration 21Q (180.646323 sec): 3 clusters Score: Raw -1397423.414777 + Penalty 936.699308 = -1396486.715469 nChanged 71 SP:Iteration 22Q (180.679900 sec): 3 clusters Score: Raw -1397434.742888 + Penalty 936.699308 = -1396498.043579 nChanged 67 SP:Iteration 23Q (180.713642 sec): 3 clusters Score: Raw -1397442.177628 + Penalty 936.699308 = -1396505.478320 nChanged 44 SP:Iteration 24Q (180.747319 sec): 3 clusters Score: Raw -1397446.202423 + Penalty 936.699308 = -1396509.503115 nChanged 36 SP:Iteration 25Q (180.780807 sec): 3 clusters Score: Raw -1397449.154472 + Penalty 936.699308 = -1396512.455164 nChanged 38 SP:Iteration 26Q (180.814312 sec): 3 clusters Score: Raw -1397452.276619 + Penalty 936.699308 = -1396515.577310 nChanged 32 SP:Iteration 27Q (180.847989 sec): 3 clusters Score: Raw -1397455.075286 + Penalty 936.699308 = -1396518.375978 nChanged 34 SP:Iteration 28Q (180.881599 sec): 3 clusters Score: Raw -1397457.423184 + Penalty 936.699308 = -1396520.723876 nChanged 19 SP:Iteration 29Q (180.915185 sec): 3 clusters Score: Raw -1397458.316456 + Penalty 936.699308 = -1396521.617147 nChanged 12 SP:Iteration 30Q (180.948788 sec): 3 clusters Score: Raw -1397458.858589 + Penalty 936.699308 = -1396522.159280 nChanged 8 SP:Iteration 31Q (181.013812 sec): 3 clusters Score: Raw -1397459.241334 + Penalty 936.699308 = -1396522.542026 nChanged 6 SP:Iteration 32Q (181.075314 sec): 3 clusters Score: Raw -1397459.469112 + Penalty 936.699308 = -1396522.769804 nChanged 6 SP:Iteration 33Q (181.108144 sec): 3 clusters Score: Raw -1397459.553125 + Penalty 936.699308 = -1396522.853817 nChanged 2 SP:Iteration 34Q (181.141572 sec): 3 clusters Score: Raw -1397459.572139 + Penalty 936.699308 = -1396522.872831 nChanged 1 SP:Iteration 35Q (181.212254 sec): 3 clusters Score: Raw -1397459.583109 + Penalty 936.699308 = -1396522.883801 nChanged 2 SP:Iteration 36Q (181.282670 sec): 3 clusters Score: Raw -1397459.613736 + Penalty 936.699308 = -1396522.914428 nChanged 4 SP:Iteration 37Q (181.342701 sec): 3 clusters Score: Raw -1397459.708202 + Penalty 936.699308 = -1396523.008894 nChanged 7 SP:Iteration 38Q (181.403639 sec): 3 clusters Score: Raw -1397459.866582 + Penalty 936.699308 = -1396523.167274 nChanged 6 SP:Iteration 39Q (181.464129 sec): 3 clusters Score: Raw -1397459.963157 + Penalty 936.699308 = -1396523.263848 nChanged 5 SP:Iteration 40F (181.527534 sec): 3 clusters Score: Raw -1397460.136588 + Penalty 936.699308 = -1396523.437279 nChanged 6 SP:Iteration 41Q (181.599043 sec): 3 clusters Score: Raw -1397460.346884 + Penalty 936.699308 = -1396523.647575 nChanged 6 SP:Iteration 42Q (181.662519 sec): 3 clusters Score: Raw -1397460.564950 + Penalty 936.699308 = -1396523.865641 nChanged 8 SP:Iteration 43Q (181.734106 sec): 3 clusters Score: Raw -1397460.913159 + Penalty 936.699308 = -1396524.213850 nChanged 11 SP:Iteration 44Q (181.812680 sec): 3 clusters Score: Raw -1397461.179905 + Penalty 936.699308 = -1396524.480597 nChanged 7 SP:Iteration 45Q (181.882332 sec): 3 clusters Score: Raw -1397461.506363 + Penalty 936.699308 = -1396524.807054 nChanged 10 SP:Iteration 46Q (181.907834 sec): 3 clusters Score: Raw -1397461.881352 + Penalty 936.699308 = -1396525.182043 nChanged 6 SP:Iteration 47Q (181.979226 sec): 3 clusters Score: Raw -1397462.016447 + Penalty 936.699308 = -1396525.317138 nChanged 3 SP:Iteration 48Q (182.050375 sec): 3 clusters Score: Raw -1397462.046216 + Penalty 936.699308 = -1396525.346908 nChanged 1 SP:Iteration 49Q (182.120593 sec): 3 clusters Score: Raw -1397462.057026 + Penalty 936.699308 = -1396525.357718 nChanged 1 SP:Iteration 50Q (182.188567 sec): 3 clusters Score: Raw -1397462.066473 + Penalty 936.699308 = -1396525.367165 nChanged 0 SP:Iteration 51F (182.251626 sec): 3 clusters Score: Raw -1397462.066473 + Penalty 936.699308 = -1396525.367165 nChanged 0 Score: Raw -13964918.161010 + Penalty 17256.050640 = -13947662.110370 Splitting cluster 18 changes total score from -13946230.202271 to -13947662.110370 So it's getting split into cluster 30. Trying to split cluster 19 (75761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.549824 sec): 2 clusters Score: Raw -3708332.476283 + Penalty 511.207921 = -3707821.268362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.625204 sec): 3 clusters Score: Raw -3657699.017476 + Penalty 1022.415842 = -3656676.601634 nChanged 37016 SP:Iteration 1F (185.698133 sec): 3 clusters Score: Raw -3680058.810106 + Penalty 1022.415842 = -3679036.394264 nChanged 3465 SP:Iteration 2Q (185.778674 sec): 3 clusters Score: Raw -3681252.121683 + Penalty 1022.415842 = -3680229.705840 nChanged 3583 SP:Iteration 3Q (185.859268 sec): 3 clusters Score: Raw -3682757.853695 + Penalty 1022.415842 = -3681735.437853 nChanged 3991 SP:Iteration 4F (185.932031 sec): 3 clusters Score: Raw -3684844.477499 + Penalty 1022.415842 = -3683822.061657 nChanged 4351 SP:Iteration 5F (186.004561 sec): 3 clusters Score: Raw -3687733.464621 + Penalty 1022.415842 = -3686711.048778 nChanged 4638 SP:Iteration 6F (186.077192 sec): 3 clusters Score: Raw -3691426.646092 + Penalty 1022.415842 = -3690404.230249 nChanged 4623 SP:Iteration 7F (186.149851 sec): 3 clusters Score: Raw -3695061.011576 + Penalty 1022.415842 = -3694038.595733 nChanged 3949 SP:Iteration 8F (186.222503 sec): 3 clusters Score: Raw -3697333.357963 + Penalty 1022.415842 = -3696310.942120 nChanged 2631 SP:Iteration 9Q (186.300261 sec): 3 clusters Score: Raw -3698211.989287 + Penalty 1022.415842 = -3697189.573444 nChanged 1571 SP:Iteration 10Q (186.378195 sec): 3 clusters Score: Raw -3698573.461112 + Penalty 1022.415842 = -3697551.045270 nChanged 1083 SP:Iteration 11Q (186.455945 sec): 3 clusters Score: Raw -3698809.009549 + Penalty 1022.415842 = -3697786.593707 nChanged 922 SP:Iteration 12Q (186.533844 sec): 3 clusters Score: Raw -3699017.204271 + Penalty 1022.415842 = -3697994.788429 nChanged 855 SP:Iteration 13Q (186.611081 sec): 3 clusters Score: Raw -3699221.640592 + Penalty 1022.415842 = -3698199.224749 nChanged 921 SP:Iteration 14Q (186.688314 sec): 3 clusters Score: Raw -3699442.457599 + Penalty 1022.415842 = -3698420.041757 nChanged 893 SP:Iteration 15Q (186.764818 sec): 3 clusters Score: Raw -3699658.857595 + Penalty 1022.415842 = -3698636.441752 nChanged 927 SP:Iteration 16Q (186.841659 sec): 3 clusters Score: Raw -3699887.690159 + Penalty 1022.415842 = -3698865.274317 nChanged 981 SP:Iteration 17Q (186.918108 sec): 3 clusters Score: Raw -3700142.045508 + Penalty 1022.415842 = -3699119.629666 nChanged 1087 SP:Iteration 18Q (186.994067 sec): 3 clusters Score: Raw -3700453.104126 + Penalty 1022.415842 = -3699430.688284 nChanged 1159 SP:Iteration 19Q (187.069885 sec): 3 clusters Score: Raw -3700802.506082 + Penalty 1022.415842 = -3699780.090240 nChanged 1147 SP:Iteration 20F (187.142614 sec): 3 clusters Score: Raw -3701154.878784 + Penalty 1022.415842 = -3700132.462942 nChanged 1169 SP:Iteration 21Q (187.218563 sec): 3 clusters Score: Raw -3701517.854617 + Penalty 1022.415842 = -3700495.438775 nChanged 1206 SP:Iteration 22Q (187.294165 sec): 3 clusters Score: Raw -3701929.600764 + Penalty 1022.415842 = -3700907.184922 nChanged 1263 SP:Iteration 23Q (187.369941 sec): 3 clusters Score: Raw -3702396.562806 + Penalty 1022.415842 = -3701374.146964 nChanged 1256 SP:Iteration 24Q (187.444496 sec): 3 clusters Score: Raw -3702886.127512 + Penalty 1022.415842 = -3701863.711669 nChanged 1252 SP:Iteration 25Q (187.518930 sec): 3 clusters Score: Raw -3703368.502172 + Penalty 1022.415842 = -3702346.086330 nChanged 1190 SP:Iteration 26Q (187.592880 sec): 3 clusters Score: Raw -3703858.560261 + Penalty 1022.415842 = -3702836.144419 nChanged 1221 SP:Iteration 27Q (187.666397 sec): 3 clusters Score: Raw -3704389.424131 + Penalty 1022.415842 = -3703367.008288 nChanged 1184 SP:Iteration 28Q (187.738893 sec): 3 clusters Score: Raw -3704931.080259 + Penalty 1022.415842 = -3703908.664417 nChanged 1144 SP:Iteration 29Q (187.810312 sec): 3 clusters Score: Raw -3705479.559265 + Penalty 1022.415842 = -3704457.143423 nChanged 1048 SP:Iteration 30Q (187.881486 sec): 3 clusters Score: Raw -3706004.606015 + Penalty 1022.415842 = -3704982.190173 nChanged 978 SP:Iteration 31Q (187.952081 sec): 3 clusters Score: Raw -3706518.457929 + Penalty 1022.415842 = -3705496.042087 nChanged 897 SP:Iteration 32Q (188.022143 sec): 3 clusters Score: Raw -3707018.044875 + Penalty 1022.415842 = -3705995.629032 nChanged 731 SP:Iteration 33Q (188.116899 sec): 3 clusters Score: Raw -3707422.281648 + Penalty 1022.415842 = -3706399.865806 nChanged 558 SP:Iteration 34Q (188.185576 sec): 3 clusters Score: Raw -3707719.349734 + Penalty 1022.415842 = -3706696.933891 nChanged 413 SP:Iteration 35Q (188.253597 sec): 3 clusters Score: Raw -3707943.829835 + Penalty 1022.415842 = -3706921.413993 nChanged 313 SP:Iteration 36Q (188.321277 sec): 3 clusters Score: Raw -3708128.131150 + Penalty 1022.415842 = -3707105.715307 nChanged 186 SP:Iteration 37Q (188.388787 sec): 3 clusters Score: Raw -3708234.857196 + Penalty 1022.415842 = -3707212.441353 nChanged 109 SP:Iteration 38Q (188.456013 sec): 3 clusters Score: Raw -3708288.925395 + Penalty 1022.415842 = -3707266.509552 nChanged 83 SP:Iteration 39Q (188.523096 sec): 3 clusters Score: Raw -3708327.050339 + Penalty 1022.415842 = -3707304.634497 nChanged 60 SP:Iteration 40F (188.594826 sec): 3 clusters Score: Raw -3708352.799492 + Penalty 1022.415842 = -3707330.383650 nChanged 45 SP:Iteration 41Q (188.661631 sec): 3 clusters Score: Raw -3708371.777156 + Penalty 1022.415842 = -3707349.361313 nChanged 31 SP:Iteration 42Q (188.728382 sec): 3 clusters Score: Raw -3708386.750690 + Penalty 1022.415842 = -3707364.334848 nChanged 25 SP:Iteration 43Q (188.797953 sec): 3 clusters Score: Raw -3708398.624215 + Penalty 1022.415842 = -3707376.208372 nChanged 24 SP:Iteration 44Q (188.866173 sec): 3 clusters Score: Raw -3708408.498686 + Penalty 1022.415842 = -3707386.082844 nChanged 15 SP:Iteration 45Q (188.933328 sec): 3 clusters Score: Raw -3708413.589141 + Penalty 1022.415842 = -3707391.173299 nChanged 14 SP:Iteration 46Q (189.000779 sec): 3 clusters Score: Raw -3708419.671742 + Penalty 1022.415842 = -3707397.255900 nChanged 11 SP:Iteration 47Q (189.067920 sec): 3 clusters Score: Raw -3708422.352963 + Penalty 1022.415842 = -3707399.937121 nChanged 6 SP:Iteration 48Q (189.135132 sec): 3 clusters Score: Raw -3708424.610494 + Penalty 1022.415842 = -3707402.194651 nChanged 11 SP:Iteration 49Q (189.201881 sec): 3 clusters Score: Raw -3708427.651695 + Penalty 1022.415842 = -3707405.235853 nChanged 5 SP:Iteration 50Q (189.269068 sec): 3 clusters Score: Raw -3708430.441802 + Penalty 1022.415842 = -3707408.025960 nChanged 6 SP:Iteration 51Q (189.335926 sec): 3 clusters Score: Raw -3708433.623271 + Penalty 1022.415842 = -3707411.207429 nChanged 9 SP:Iteration 52Q (189.402475 sec): 3 clusters Score: Raw -3708436.901860 + Penalty 1022.415842 = -3707414.486017 nChanged 9 SP:Iteration 53Q (189.469114 sec): 3 clusters Score: Raw -3708439.577243 + Penalty 1022.415842 = -3707417.161400 nChanged 4 SP:Iteration 54Q (189.535827 sec): 3 clusters Score: Raw -3708440.536774 + Penalty 1022.415842 = -3707418.120932 nChanged 5 SP:Iteration 55Q (189.602789 sec): 3 clusters Score: Raw -3708441.930935 + Penalty 1022.415842 = -3707419.515093 nChanged 3 SP:Iteration 56Q (189.669567 sec): 3 clusters Score: Raw -3708442.928688 + Penalty 1022.415842 = -3707420.512845 nChanged 2 SP:Iteration 57Q (189.736588 sec): 3 clusters Score: Raw -3708443.976524 + Penalty 1022.415842 = -3707421.560681 nChanged 3 SP:Iteration 58Q (189.803193 sec): 3 clusters Score: Raw -3708445.603514 + Penalty 1022.415842 = -3707423.187672 nChanged 3 SP:Iteration 59Q (189.869788 sec): 3 clusters Score: Raw -3708447.587418 + Penalty 1022.415842 = -3707425.171575 nChanged 7 SP:Iteration 60F (189.941992 sec): 3 clusters Score: Raw -3708450.500440 + Penalty 1022.415842 = -3707428.084598 nChanged 5 SP:Iteration 61Q (190.008705 sec): 3 clusters Score: Raw -3708452.494950 + Penalty 1022.415842 = -3707430.079108 nChanged 3 SP:Iteration 62Q (190.075081 sec): 3 clusters Score: Raw -3708454.571066 + Penalty 1022.415842 = -3707432.155224 nChanged 2 SP:Iteration 63Q (190.141797 sec): 3 clusters Score: Raw -3708455.322741 + Penalty 1022.415842 = -3707432.906898 nChanged 2 SP:Iteration 64Q (190.208393 sec): 3 clusters Score: Raw -3708455.743646 + Penalty 1022.415842 = -3707433.327804 nChanged 1 SP:Iteration 65Q (190.275112 sec): 3 clusters Score: Raw -3708455.916471 + Penalty 1022.415842 = -3707433.500628 nChanged 0 SP:Iteration 66F (190.346817 sec): 3 clusters Score: Raw -3708455.916471 + Penalty 1022.415842 = -3707433.500628 nChanged 0 Trying to split cluster 20 (2294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.353576 sec): 2 clusters Score: Raw -105285.082514 + Penalty 352.081380 = -104933.001135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.360701 sec): 3 clusters Score: Raw -104039.325999 + Penalty 704.162759 = -103335.163240 nChanged 959 SP:Iteration 1F (190.367020 sec): 3 clusters Score: Raw -104597.711874 + Penalty 704.162759 = -103893.549115 nChanged 173 SP:Iteration 2F (190.373339 sec): 3 clusters Score: Raw -104696.092087 + Penalty 704.162759 = -103991.929328 nChanged 124 SP:Iteration 3F (190.379658 sec): 3 clusters Score: Raw -104762.706358 + Penalty 704.162759 = -104058.543598 nChanged 117 SP:Iteration 4F (190.385819 sec): 3 clusters Score: Raw -104844.559754 + Penalty 704.162759 = -104140.396995 nChanged 128 SP:Iteration 5F (190.392075 sec): 3 clusters Score: Raw -104942.109137 + Penalty 704.162759 = -104237.946378 nChanged 132 SP:Iteration 6F (190.398366 sec): 3 clusters Score: Raw -105058.298209 + Penalty 704.162759 = -104354.135450 nChanged 121 SP:Iteration 7F (190.404605 sec): 3 clusters Score: Raw -105165.402506 + Penalty 704.162759 = -104461.239747 nChanged 87 SP:Iteration 8Q (190.410888 sec): 3 clusters Score: Raw -105222.262604 + Penalty 704.162759 = -104518.099845 nChanged 53 SP:Iteration 9Q (190.417129 sec): 3 clusters Score: Raw -105267.673443 + Penalty 704.162759 = -104563.510684 nChanged 42 SP:Iteration 10Q (190.423314 sec): 3 clusters Score: Raw -105295.769751 + Penalty 704.162759 = -104591.606992 nChanged 23 SP:Iteration 11Q (190.429498 sec): 3 clusters Score: Raw -105312.415838 + Penalty 704.162759 = -104608.253079 nChanged 24 SP:Iteration 12Q (190.435618 sec): 3 clusters Score: Raw -105335.113628 + Penalty 704.162759 = -104630.950869 nChanged 17 SP:Iteration 13Q (190.441750 sec): 3 clusters Score: Raw -105348.385475 + Penalty 704.162759 = -104644.222716 nChanged 17 SP:Iteration 14Q (190.447939 sec): 3 clusters Score: Raw -105365.526522 + Penalty 704.162759 = -104661.363763 nChanged 9 SP:Iteration 15Q (190.454060 sec): 3 clusters Score: Raw -105373.427009 + Penalty 704.162759 = -104669.264250 nChanged 8 SP:Iteration 16Q (190.460166 sec): 3 clusters Score: Raw -105378.795400 + Penalty 704.162759 = -104674.632641 nChanged 5 SP:Iteration 17Q (190.466255 sec): 3 clusters Score: Raw -105384.032228 + Penalty 704.162759 = -104679.869469 nChanged 5 SP:Iteration 18Q (190.472353 sec): 3 clusters Score: Raw -105388.273386 + Penalty 704.162759 = -104684.110627 nChanged 4 SP:Iteration 19Q (190.478487 sec): 3 clusters Score: Raw -105395.953144 + Penalty 704.162759 = -104691.790385 nChanged 7 SP:Iteration 20F (190.484776 sec): 3 clusters Score: Raw -105400.065767 + Penalty 704.162759 = -104695.903008 nChanged 1 SP:Iteration 21Q (190.490833 sec): 3 clusters Score: Raw -105400.301783 + Penalty 704.162759 = -104696.139024 nChanged 1 SP:Iteration 22Q (190.496917 sec): 3 clusters Score: Raw -105401.111140 + Penalty 704.162759 = -104696.948381 nChanged 2 SP:Iteration 23Q (190.502988 sec): 3 clusters Score: Raw -105401.790910 + Penalty 704.162759 = -104697.628151 nChanged 3 SP:Iteration 24Q (190.509094 sec): 3 clusters Score: Raw -105403.051158 + Penalty 704.162759 = -104698.888399 nChanged 1 SP:Iteration 25Q (190.515137 sec): 3 clusters Score: Raw -105403.515335 + Penalty 704.162759 = -104699.352576 nChanged 1 SP:Iteration 26Q (190.521177 sec): 3 clusters Score: Raw -105403.827096 + Penalty 704.162759 = -104699.664337 nChanged 0 SP:Iteration 27F (190.527465 sec): 3 clusters Score: Raw -105403.827096 + Penalty 704.162759 = -104699.664337 nChanged 0 Trying to split cluster 21 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.533756 sec): 2 clusters Score: Raw -26453.350804 + Penalty 282.673577 = -26170.677226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.535763 sec): 3 clusters Score: Raw -26242.949137 + Penalty 565.347155 = -25677.601982 nChanged 184 SP:Iteration 1F (190.537533 sec): 3 clusters Score: Raw -26385.308534 + Penalty 565.347155 = -25819.961379 nChanged 41 SP:Iteration 2F (190.539343 sec): 3 clusters Score: Raw -26417.248035 + Penalty 565.347155 = -25851.900880 nChanged 27 SP:Iteration 3F (190.541125 sec): 3 clusters Score: Raw -26437.371933 + Penalty 565.347155 = -25872.024779 nChanged 17 SP:Iteration 4Q (190.542901 sec): 3 clusters Score: Raw -26451.244777 + Penalty 565.347155 = -25885.897622 nChanged 16 SP:Iteration 5Q (190.544670 sec): 3 clusters Score: Raw -26466.318899 + Penalty 565.347155 = -25900.971745 nChanged 8 SP:Iteration 6Q (190.546433 sec): 3 clusters Score: Raw -26471.410886 + Penalty 565.347155 = -25906.063731 nChanged 4 SP:Iteration 7Q (190.548196 sec): 3 clusters Score: Raw -26475.844473 + Penalty 565.347155 = -25910.497318 nChanged 6 SP:Iteration 8Q (190.549957 sec): 3 clusters Score: Raw -26481.160996 + Penalty 565.347155 = -25915.813842 nChanged 11 SP:Iteration 9Q (190.551715 sec): 3 clusters Score: Raw -26487.501791 + Penalty 565.347155 = -25922.154636 nChanged 4 SP:Iteration 10Q (190.553467 sec): 3 clusters Score: Raw -26488.482421 + Penalty 565.347155 = -25923.135266 nChanged 0 SP:Iteration 11F (190.555224 sec): 3 clusters Score: Raw -26488.482421 + Penalty 565.347155 = -25923.135266 nChanged 0 Trying to split cluster 22 (6536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.572784 sec): 2 clusters Score: Raw -326181.917284 + Penalty 399.721169 = -325782.196115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.591346 sec): 3 clusters Score: Raw -322196.756439 + Penalty 799.442338 = -321397.314101 nChanged 3053 SP:Iteration 1F (190.607902 sec): 3 clusters Score: Raw -323909.563105 + Penalty 799.442338 = -323110.120767 nChanged 385 SP:Iteration 2F (190.624394 sec): 3 clusters Score: Raw -324103.792278 + Penalty 799.442338 = -323304.349940 nChanged 393 SP:Iteration 3F (190.641345 sec): 3 clusters Score: Raw -324331.947639 + Penalty 799.442338 = -323532.505301 nChanged 398 SP:Iteration 4F (190.658153 sec): 3 clusters Score: Raw -324581.233366 + Penalty 799.442338 = -323781.791029 nChanged 437 SP:Iteration 5F (190.674657 sec): 3 clusters Score: Raw -324894.741548 + Penalty 799.442338 = -324095.299210 nChanged 435 SP:Iteration 6F (190.691112 sec): 3 clusters Score: Raw -325215.346876 + Penalty 799.442338 = -324415.904538 nChanged 395 SP:Iteration 7F (190.707541 sec): 3 clusters Score: Raw -325545.774857 + Penalty 799.442338 = -324746.332519 nChanged 317 SP:Iteration 8Q (190.724103 sec): 3 clusters Score: Raw -325774.202015 + Penalty 799.442338 = -324974.759677 nChanged 219 SP:Iteration 9Q (190.740405 sec): 3 clusters Score: Raw -325917.399923 + Penalty 799.442338 = -325117.957585 nChanged 183 SP:Iteration 10Q (190.756806 sec): 3 clusters Score: Raw -326026.411562 + Penalty 799.442338 = -325226.969224 nChanged 166 SP:Iteration 11Q (190.772985 sec): 3 clusters Score: Raw -326128.043517 + Penalty 799.442338 = -325328.601179 nChanged 137 SP:Iteration 12Q (190.789155 sec): 3 clusters Score: Raw -326215.990365 + Penalty 799.442338 = -325416.548027 nChanged 107 SP:Iteration 13Q (190.805166 sec): 3 clusters Score: Raw -326272.255514 + Penalty 799.442338 = -325472.813176 nChanged 79 SP:Iteration 14Q (190.821345 sec): 3 clusters Score: Raw -326316.883279 + Penalty 799.442338 = -325517.440941 nChanged 71 SP:Iteration 15Q (190.837542 sec): 3 clusters Score: Raw -326353.305905 + Penalty 799.442338 = -325553.863567 nChanged 54 SP:Iteration 16Q (190.853509 sec): 3 clusters Score: Raw -326379.195536 + Penalty 799.442338 = -325579.753198 nChanged 48 SP:Iteration 17Q (190.869630 sec): 3 clusters Score: Raw -326401.720533 + Penalty 799.442338 = -325602.278195 nChanged 48 SP:Iteration 18Q (190.885803 sec): 3 clusters Score: Raw -326418.738167 + Penalty 799.442338 = -325619.295830 nChanged 40 SP:Iteration 19Q (190.901908 sec): 3 clusters Score: Raw -326431.595927 + Penalty 799.442338 = -325632.153589 nChanged 39 SP:Iteration 20F (190.918259 sec): 3 clusters Score: Raw -326443.564692 + Penalty 799.442338 = -325644.122354 nChanged 24 SP:Iteration 21Q (190.934378 sec): 3 clusters Score: Raw -326450.159026 + Penalty 799.442338 = -325650.716688 nChanged 24 SP:Iteration 22Q (190.950462 sec): 3 clusters Score: Raw -326456.328972 + Penalty 799.442338 = -325656.886634 nChanged 22 SP:Iteration 23Q (190.966504 sec): 3 clusters Score: Raw -326462.726929 + Penalty 799.442338 = -325663.284591 nChanged 20 SP:Iteration 24Q (190.982601 sec): 3 clusters Score: Raw -326469.910809 + Penalty 799.442338 = -325670.468471 nChanged 28 SP:Iteration 25Q (190.998638 sec): 3 clusters Score: Raw -326480.206792 + Penalty 799.442338 = -325680.764454 nChanged 25 SP:Iteration 26Q (191.014665 sec): 3 clusters Score: Raw -326488.367506 + Penalty 799.442338 = -325688.925168 nChanged 23 SP:Iteration 27Q (191.030641 sec): 3 clusters Score: Raw -326495.950488 + Penalty 799.442338 = -325696.508150 nChanged 19 SP:Iteration 28Q (191.046621 sec): 3 clusters Score: Raw -326501.355073 + Penalty 799.442338 = -325701.912735 nChanged 17 SP:Iteration 29Q (191.062600 sec): 3 clusters Score: Raw -326505.520838 + Penalty 799.442338 = -325706.078500 nChanged 8 SP:Iteration 30Q (191.078366 sec): 3 clusters Score: Raw -326506.819098 + Penalty 799.442338 = -325707.376760 nChanged 6 SP:Iteration 31Q (191.094295 sec): 3 clusters Score: Raw -326508.561664 + Penalty 799.442338 = -325709.119326 nChanged 5 SP:Iteration 32Q (191.110249 sec): 3 clusters Score: Raw -326510.413278 + Penalty 799.442338 = -325710.970940 nChanged 7 SP:Iteration 33Q (191.126222 sec): 3 clusters Score: Raw -326513.474109 + Penalty 799.442338 = -325714.031771 nChanged 3 SP:Iteration 34Q (191.142163 sec): 3 clusters Score: Raw -326514.258243 + Penalty 799.442338 = -325714.815905 nChanged 3 SP:Iteration 35Q (191.158088 sec): 3 clusters Score: Raw -326515.056629 + Penalty 799.442338 = -325715.614291 nChanged 1 SP:Iteration 36Q (191.174026 sec): 3 clusters Score: Raw -326515.389281 + Penalty 799.442338 = -325715.946943 nChanged 2 SP:Iteration 37Q (191.189929 sec): 3 clusters Score: Raw -326516.141189 + Penalty 799.442338 = -325716.698851 nChanged 3 SP:Iteration 38Q (191.205877 sec): 3 clusters Score: Raw -326517.430672 + Penalty 799.442338 = -325717.988334 nChanged 6 SP:Iteration 39Q (191.221830 sec): 3 clusters Score: Raw -326518.621841 + Penalty 799.442338 = -325719.179503 nChanged 3 SP:Iteration 40F (191.238547 sec): 3 clusters Score: Raw -326519.291944 + Penalty 799.442338 = -325719.849606 nChanged 0 Trying to split cluster 23 (4168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.254015 sec): 2 clusters Score: Raw -168430.291376 + Penalty 379.251217 = -168051.040159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.266260 sec): 3 clusters Score: Raw -165999.145055 + Penalty 758.502434 = -165240.642621 nChanged 1901 SP:Iteration 1F (191.277157 sec): 3 clusters Score: Raw -167196.168190 + Penalty 758.502434 = -166437.665756 nChanged 416 SP:Iteration 2F (191.288050 sec): 3 clusters Score: Raw -167601.313967 + Penalty 758.502434 = -166842.811533 nChanged 440 SP:Iteration 3F (191.298966 sec): 3 clusters Score: Raw -168059.174765 + Penalty 758.502434 = -167300.672331 nChanged 351 SP:Iteration 4F (191.309838 sec): 3 clusters Score: Raw -168383.554508 + Penalty 758.502434 = -167625.052074 nChanged 232 SP:Iteration 5F (191.320675 sec): 3 clusters Score: Raw -168560.856915 + Penalty 758.502434 = -167802.354481 nChanged 139 SP:Iteration 6Q (191.331650 sec): 3 clusters Score: Raw -168643.435767 + Penalty 758.502434 = -167884.933333 nChanged 75 SP:Iteration 7Q (191.343114 sec): 3 clusters Score: Raw -168678.708195 + Penalty 758.502434 = -167920.205761 nChanged 51 SP:Iteration 8Q (191.354024 sec): 3 clusters Score: Raw -168700.387088 + Penalty 758.502434 = -167941.884654 nChanged 38 SP:Iteration 9Q (191.364976 sec): 3 clusters Score: Raw -168713.070439 + Penalty 758.502434 = -167954.568005 nChanged 23 SP:Iteration 10Q (191.375868 sec): 3 clusters Score: Raw -168722.002418 + Penalty 758.502434 = -167963.499984 nChanged 19 SP:Iteration 11Q (191.386741 sec): 3 clusters Score: Raw -168727.629989 + Penalty 758.502434 = -167969.127555 nChanged 21 SP:Iteration 12Q (191.397702 sec): 3 clusters Score: Raw -168734.201822 + Penalty 758.502434 = -167975.699388 nChanged 14 SP:Iteration 13Q (191.408569 sec): 3 clusters Score: Raw -168737.481842 + Penalty 758.502434 = -167978.979408 nChanged 6 SP:Iteration 14Q (191.419406 sec): 3 clusters Score: Raw -168739.154282 + Penalty 758.502434 = -167980.651848 nChanged 7 SP:Iteration 15Q (191.430295 sec): 3 clusters Score: Raw -168740.885493 + Penalty 758.502434 = -167982.383059 nChanged 4 SP:Iteration 16Q (191.441131 sec): 3 clusters Score: Raw -168741.924356 + Penalty 758.502434 = -167983.421922 nChanged 4 SP:Iteration 17Q (191.451944 sec): 3 clusters Score: Raw -168743.888691 + Penalty 758.502434 = -167985.386257 nChanged 7 SP:Iteration 18Q (191.462808 sec): 3 clusters Score: Raw -168747.395550 + Penalty 758.502434 = -167988.893116 nChanged 6 SP:Iteration 19Q (191.473609 sec): 3 clusters Score: Raw -168749.677042 + Penalty 758.502434 = -167991.174608 nChanged 3 SP:Iteration 20F (191.484408 sec): 3 clusters Score: Raw -168750.128717 + Penalty 758.502434 = -167991.626283 nChanged 3 SP:Iteration 21Q (191.495248 sec): 3 clusters Score: Raw -168750.824595 + Penalty 758.502434 = -167992.322161 nChanged 2 SP:Iteration 22Q (191.506045 sec): 3 clusters Score: Raw -168751.327632 + Penalty 758.502434 = -167992.825198 nChanged 1 SP:Iteration 23Q (191.516832 sec): 3 clusters Score: Raw -168751.789660 + Penalty 758.502434 = -167993.287226 nChanged 3 SP:Iteration 24Q (191.527617 sec): 3 clusters Score: Raw -168752.841782 + Penalty 758.502434 = -167994.339347 nChanged 3 SP:Iteration 25Q (191.538379 sec): 3 clusters Score: Raw -168754.173234 + Penalty 758.502434 = -167995.670799 nChanged 3 SP:Iteration 26Q (191.548980 sec): 3 clusters Score: Raw -168756.739479 + Penalty 758.502434 = -167998.237045 nChanged 4 SP:Iteration 27Q (191.559816 sec): 3 clusters Score: Raw -168757.400572 + Penalty 758.502434 = -167998.898138 nChanged 2 SP:Iteration 28Q (191.570609 sec): 3 clusters Score: Raw -168757.527197 + Penalty 758.502434 = -167999.024763 nChanged 1 SP:Iteration 29Q (191.581380 sec): 3 clusters Score: Raw -168757.593721 + Penalty 758.502434 = -167999.091286 nChanged 0 SP:Iteration 30F (191.593062 sec): 3 clusters Score: Raw -168757.593721 + Penalty 758.502434 = -167999.091286 nChanged 0 Trying to split cluster 24 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.599532 sec): 2 clusters Score: Raw -13066.534288 + Penalty 271.342860 = -12795.191428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.601246 sec): 3 clusters Score: Raw -12929.791695 + Penalty 542.685720 = -12387.105975 nChanged 135 SP:Iteration 1F (191.602751 sec): 3 clusters Score: Raw -13092.930424 + Penalty 542.685720 = -12550.244703 nChanged 48 SP:Iteration 2F (191.604234 sec): 3 clusters Score: Raw -13178.297022 + Penalty 542.685720 = -12635.611302 nChanged 32 SP:Iteration 3F (191.605719 sec): 3 clusters Score: Raw -13237.703985 + Penalty 542.685720 = -12695.018264 nChanged 32 SP:Iteration 4F (191.607202 sec): 3 clusters Score: Raw -13295.963427 + Penalty 542.685720 = -12753.277707 nChanged 25 SP:Iteration 5F (191.608675 sec): 3 clusters Score: Raw -13338.347446 + Penalty 542.685720 = -12795.661726 nChanged 9 SP:Iteration 6Q (191.610145 sec): 3 clusters Score: Raw -13355.037962 + Penalty 542.685720 = -12812.352242 nChanged 7 SP:Iteration 7Q (191.611616 sec): 3 clusters Score: Raw -13369.111192 + Penalty 542.685720 = -12826.425472 nChanged 7 SP:Iteration 8Q (191.613087 sec): 3 clusters Score: Raw -13385.860777 + Penalty 542.685720 = -12843.175057 nChanged 6 SP:Iteration 9Q (191.614616 sec): 3 clusters Score: Raw -13393.567118 + Penalty 542.685720 = -12850.881398 nChanged 1 SP:Iteration 10Q (191.616081 sec): 3 clusters Score: Raw -13394.156813 + Penalty 542.685720 = -12851.471093 nChanged 1 SP:Iteration 11Q (191.617542 sec): 3 clusters Score: Raw -13394.884899 + Penalty 542.685720 = -12852.199179 nChanged 1 SP:Iteration 12Q (191.618998 sec): 3 clusters Score: Raw -13395.232415 + Penalty 542.685720 = -12852.546695 nChanged 0 SP:Iteration 13F (191.620467 sec): 3 clusters Score: Raw -13395.232415 + Penalty 542.685720 = -12852.546695 nChanged 0 Score: Raw -13965246.859137 + Penalty 17831.252328 = -13947415.606809 Splitting cluster 24 changes total score from -13946230.202271 to -13947415.606809 So it's getting split into cluster 31. Trying to split cluster 25 (21427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.789211 sec): 2 clusters Score: Raw -1042858.832791 + Penalty 453.744523 = -1042405.088269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.820985 sec): 3 clusters Score: Raw -1029113.212056 + Penalty 907.489045 = -1028205.723011 nChanged 10135 SP:Iteration 1F (194.850439 sec): 3 clusters Score: Raw -1035352.378904 + Penalty 907.489045 = -1034444.889859 nChanged 1256 SP:Iteration 2F (194.879592 sec): 3 clusters Score: Raw -1035963.575468 + Penalty 907.489045 = -1035056.086422 nChanged 1383 SP:Iteration 3F (194.909051 sec): 3 clusters Score: Raw -1036896.242396 + Penalty 907.489045 = -1035988.753351 nChanged 1540 SP:Iteration 4F (194.938571 sec): 3 clusters Score: Raw -1038131.706714 + Penalty 907.489045 = -1037224.217669 nChanged 1440 SP:Iteration 5F (194.968226 sec): 3 clusters Score: Raw -1039376.901054 + Penalty 907.489045 = -1038469.412009 nChanged 1192 SP:Iteration 6F (194.997808 sec): 3 clusters Score: Raw -1040443.151300 + Penalty 907.489045 = -1039535.662255 nChanged 839 SP:Iteration 7Q (195.048061 sec): 3 clusters Score: Raw -1041068.009492 + Penalty 907.489045 = -1040160.520447 nChanged 555 SP:Iteration 8Q (195.076953 sec): 3 clusters Score: Raw -1041397.038017 + Penalty 907.489045 = -1040489.548972 nChanged 403 SP:Iteration 9Q (195.105865 sec): 3 clusters Score: Raw -1041611.331879 + Penalty 907.489045 = -1040703.842833 nChanged 352 SP:Iteration 10Q (195.134837 sec): 3 clusters Score: Raw -1041806.898144 + Penalty 907.489045 = -1040899.409099 nChanged 334 SP:Iteration 11Q (195.163594 sec): 3 clusters Score: Raw -1041977.012424 + Penalty 907.489045 = -1041069.523379 nChanged 293 SP:Iteration 12Q (195.192303 sec): 3 clusters Score: Raw -1042129.830942 + Penalty 907.489045 = -1041222.341897 nChanged 244 SP:Iteration 13Q (195.220769 sec): 3 clusters Score: Raw -1042255.261462 + Penalty 907.489045 = -1041347.772417 nChanged 245 SP:Iteration 14Q (195.249175 sec): 3 clusters Score: Raw -1042392.099617 + Penalty 907.489045 = -1041484.610572 nChanged 207 SP:Iteration 15Q (195.277615 sec): 3 clusters Score: Raw -1042503.740177 + Penalty 907.489045 = -1041596.251132 nChanged 163 SP:Iteration 16Q (195.305931 sec): 3 clusters Score: Raw -1042598.059973 + Penalty 907.489045 = -1041690.570928 nChanged 142 SP:Iteration 17Q (195.334091 sec): 3 clusters Score: Raw -1042677.138928 + Penalty 907.489045 = -1041769.649883 nChanged 119 SP:Iteration 18Q (195.362330 sec): 3 clusters Score: Raw -1042745.354604 + Penalty 907.489045 = -1041837.865559 nChanged 98 SP:Iteration 19Q (195.390171 sec): 3 clusters Score: Raw -1042798.156024 + Penalty 907.489045 = -1041890.666979 nChanged 75 SP:Iteration 20F (195.419339 sec): 3 clusters Score: Raw -1042843.968261 + Penalty 907.489045 = -1041936.479216 nChanged 52 SP:Iteration 21Q (195.447334 sec): 3 clusters Score: Raw -1042871.428141 + Penalty 907.489045 = -1041963.939096 nChanged 46 SP:Iteration 22Q (195.475054 sec): 3 clusters Score: Raw -1042891.726845 + Penalty 907.489045 = -1041984.237800 nChanged 26 SP:Iteration 23Q (195.502714 sec): 3 clusters Score: Raw -1042899.809985 + Penalty 907.489045 = -1041992.320940 nChanged 20 SP:Iteration 24Q (195.530599 sec): 3 clusters Score: Raw -1042905.515297 + Penalty 907.489045 = -1041998.026252 nChanged 14 SP:Iteration 25Q (195.558190 sec): 3 clusters Score: Raw -1042910.811458 + Penalty 907.489045 = -1042003.322413 nChanged 16 SP:Iteration 26Q (195.585864 sec): 3 clusters Score: Raw -1042914.462889 + Penalty 907.489045 = -1042006.973844 nChanged 13 SP:Iteration 27Q (195.613689 sec): 3 clusters Score: Raw -1042918.009653 + Penalty 907.489045 = -1042010.520608 nChanged 16 SP:Iteration 28Q (195.641328 sec): 3 clusters Score: Raw -1042921.975652 + Penalty 907.489045 = -1042014.486607 nChanged 9 SP:Iteration 29Q (195.669069 sec): 3 clusters Score: Raw -1042925.396932 + Penalty 907.489045 = -1042017.907887 nChanged 12 SP:Iteration 30Q (195.696846 sec): 3 clusters Score: Raw -1042929.329750 + Penalty 907.489045 = -1042021.840705 nChanged 9 SP:Iteration 31Q (195.724492 sec): 3 clusters Score: Raw -1042932.137428 + Penalty 907.489045 = -1042024.648383 nChanged 7 SP:Iteration 32Q (195.752204 sec): 3 clusters Score: Raw -1042933.809062 + Penalty 907.489045 = -1042026.320017 nChanged 6 SP:Iteration 33Q (195.779940 sec): 3 clusters Score: Raw -1042934.552283 + Penalty 907.489045 = -1042027.063238 nChanged 3 SP:Iteration 34Q (195.807552 sec): 3 clusters Score: Raw -1042934.929778 + Penalty 907.489045 = -1042027.440733 nChanged 0 SP:Iteration 35F (195.836876 sec): 3 clusters Score: Raw -1042934.929778 + Penalty 907.489045 = -1042027.440733 nChanged 0 Iteration 59Q (198.408180 sec): 32 clusters Score: Raw -13965920.296465 + Penalty 17831.252328 = -13948089.044137 nChanged 2198 Iteration 60F (201.500479 sec): 32 clusters Score: Raw -13966744.138050 + Penalty 17831.252328 = -13948912.885721 nChanged 2601 Iteration 61Q (203.838083 sec): 32 clusters Score: Raw -13967226.174137 + Penalty 17831.252328 = -13949394.921809 nChanged 1899 Iteration 62Q (206.176926 sec): 32 clusters Score: Raw -13967539.816085 + Penalty 17831.252328 = -13949708.563756 nChanged 1718 Iteration 63Q (208.505287 sec): 32 clusters Score: Raw -13967807.766866 + Penalty 17831.252328 = -13949976.514537 nChanged 1638 Iteration 64Q (210.838759 sec): 32 clusters Score: Raw -13968070.845612 + Penalty 17831.252328 = -13950239.593283 nChanged 1557 Iteration 65Q (213.475991 sec): 32 clusters Score: Raw -13968314.189137 + Penalty 17831.252328 = -13950482.936809 nChanged 1597 Iteration 66Q (215.812885 sec): 32 clusters Score: Raw -13968582.345114 + Penalty 17831.252328 = -13950751.092785 nChanged 1620 Iteration 67Q (218.141669 sec): 32 clusters Score: Raw -13968850.911824 + Penalty 17831.252328 = -13951019.659496 nChanged 1628 Iteration 68Q (220.476550 sec): 32 clusters Score: Raw -13969083.461218 + Penalty 17831.252328 = -13951252.208890 nChanged 1560 Iteration 69Q (222.804411 sec): 32 clusters Score: Raw -13969289.309491 + Penalty 17831.252328 = -13951458.057162 nChanged 1597 Iteration 70Q (225.179417 sec): 32 clusters Score: Raw -13969491.996354 + Penalty 17831.252328 = -13951660.744026 nChanged 1544 Iteration 71Q (227.506966 sec): 32 clusters Score: Raw -13969678.077803 + Penalty 17831.252328 = -13951846.825475 nChanged 1560 Iteration 72Q (229.832471 sec): 32 clusters Score: Raw -13969857.383477 + Penalty 17831.252328 = -13952026.131149 nChanged 1485 Iteration 73Q (232.177246 sec): 32 clusters Score: Raw -13970030.198590 + Penalty 17831.252328 = -13952198.946262 nChanged 1421 Iteration 74Q (234.915797 sec): 32 clusters Score: Raw -13970190.028094 + Penalty 17831.252328 = -13952358.775766 nChanged 1418 Iteration 75Q (237.267301 sec): 32 clusters Score: Raw -13970341.960994 + Penalty 17831.252328 = -13952510.708665 nChanged 1302 Iteration 76Q (239.592649 sec): 32 clusters Score: Raw -13970486.399738 + Penalty 17831.252328 = -13952655.147410 nChanged 1252 Iteration 77Q (241.913855 sec): 32 clusters Score: Raw -13970622.469423 + Penalty 17831.252328 = -13952791.217095 nChanged 1258 Iteration 78Q (244.237232 sec): 32 clusters Score: Raw -13970737.632153 + Penalty 17831.252328 = -13952906.379825 nChanged 1165 Iteration 79Q (246.558473 sec): 32 clusters Score: Raw -13970835.207497 + Penalty 17831.252328 = -13953003.955169 nChanged 1124 Iteration 80F (249.671476 sec): 32 clusters Score: Raw -13970929.365333 + Penalty 17831.252328 = -13953098.113005 nChanged 1048 Iteration 81Q (252.033757 sec): 32 clusters Score: Raw -13971012.288885 + Penalty 17831.252328 = -13953181.036557 nChanged 1007 Iteration 82Q (254.370923 sec): 32 clusters Score: Raw -13971080.275391 + Penalty 17831.252328 = -13953249.023063 nChanged 962 Iteration 83Q (256.723312 sec): 32 clusters Score: Raw -13971146.431745 + Penalty 17831.252328 = -13953315.179417 nChanged 948 Iteration 84Q (259.055997 sec): 32 clusters Score: Raw -13971211.654456 + Penalty 17831.252328 = -13953380.402128 nChanged 902 Iteration 85Q (261.511432 sec): 32 clusters Score: Raw -13971277.204032 + Penalty 17831.252328 = -13953445.951704 nChanged 824 Iteration 86Q (263.840006 sec): 32 clusters Score: Raw -13971332.452797 + Penalty 17831.252328 = -13953501.200468 nChanged 778 Iteration 87Q (266.173449 sec): 32 clusters Score: Raw -13971379.652502 + Penalty 17831.252328 = -13953548.400174 nChanged 717 Iteration 88Q (268.571854 sec): 32 clusters Score: Raw -13971420.138329 + Penalty 17831.252328 = -13953588.886001 nChanged 691 Iteration 89Q (270.903137 sec): 32 clusters Score: Raw -13971461.096511 + Penalty 17831.252328 = -13953629.844183 nChanged 676 Iteration 90Q (273.232752 sec): 32 clusters Score: Raw -13971502.063819 + Penalty 17831.252328 = -13953670.811491 nChanged 700 Iteration 91Q (275.562767 sec): 32 clusters Score: Raw -13971543.385218 + Penalty 17831.252328 = -13953712.132890 nChanged 705 Iteration 92Q (277.891780 sec): 32 clusters Score: Raw -13971583.960043 + Penalty 17831.252328 = -13953752.707715 nChanged 674 Iteration 93Q (280.231850 sec): 32 clusters Score: Raw -13971622.081369 + Penalty 17831.252328 = -13953790.829041 nChanged 578 Iteration 94Q (282.576161 sec): 32 clusters Score: Raw -13971653.830758 + Penalty 17831.252328 = -13953822.578430 nChanged 557 Iteration 95Q (285.387291 sec): 32 clusters Score: Raw -13971687.650987 + Penalty 17831.252328 = -13953856.398659 nChanged 534 Iteration 96Q (287.740484 sec): 32 clusters Score: Raw -13971722.219832 + Penalty 17831.252328 = -13953890.967504 nChanged 547 Iteration 97Q (290.073185 sec): 32 clusters Score: Raw -13971759.437299 + Penalty 17831.252328 = -13953928.184970 nChanged 582 Iteration 98Q (292.398437 sec): 32 clusters Score: Raw -13971794.567180 + Penalty 17831.252328 = -13953963.314852 nChanged 544 Writing temp clu file Because OldScore, -13953928.184970, is greater than current (better) Score,-13953963.314852 Compute initial score before splitting: Score: Raw -13971794.567180 + Penalty 17831.252328 = -13953963.314852 Trying to split cluster 1 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.455294 sec): 2 clusters Score: Raw -23652.890999 + Penalty 278.970805 = -23373.920194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.457226 sec): 3 clusters Score: Raw -23455.995543 + Penalty 557.941611 = -22898.053932 nChanged 161 SP:Iteration 1F (292.458876 sec): 3 clusters Score: Raw -23573.724864 + Penalty 557.941611 = -23015.783253 nChanged 44 SP:Iteration 2F (292.460678 sec): 3 clusters Score: Raw -23614.791120 + Penalty 557.941611 = -23056.849509 nChanged 22 SP:Iteration 3Q (292.462343 sec): 3 clusters Score: Raw -23632.228971 + Penalty 557.941611 = -23074.287360 nChanged 13 SP:Iteration 4Q (292.464008 sec): 3 clusters Score: Raw -23640.748865 + Penalty 557.941611 = -23082.807254 nChanged 7 SP:Iteration 5Q (292.465670 sec): 3 clusters Score: Raw -23645.047695 + Penalty 557.941611 = -23087.106085 nChanged 9 SP:Iteration 6Q (292.467325 sec): 3 clusters Score: Raw -23650.946365 + Penalty 557.941611 = -23093.004754 nChanged 13 SP:Iteration 7Q (292.468960 sec): 3 clusters Score: Raw -23661.290062 + Penalty 557.941611 = -23103.348452 nChanged 12 SP:Iteration 8Q (292.470582 sec): 3 clusters Score: Raw -23669.880110 + Penalty 557.941611 = -23111.938500 nChanged 6 SP:Iteration 9Q (292.472233 sec): 3 clusters Score: Raw -23672.444504 + Penalty 557.941611 = -23114.502893 nChanged 1 SP:Iteration 10Q (292.473883 sec): 3 clusters Score: Raw -23672.896412 + Penalty 557.941611 = -23114.954802 nChanged 2 SP:Iteration 11Q (292.475529 sec): 3 clusters Score: Raw -23673.872861 + Penalty 557.941611 = -23115.931250 nChanged 2 SP:Iteration 12Q (292.477177 sec): 3 clusters Score: Raw -23675.315131 + Penalty 557.941611 = -23117.373520 nChanged 2 SP:Iteration 13Q (292.478831 sec): 3 clusters Score: Raw -23678.948267 + Penalty 557.941611 = -23121.006657 nChanged 2 SP:Iteration 14Q (292.480514 sec): 3 clusters Score: Raw -23681.177919 + Penalty 557.941611 = -23123.236308 nChanged 0 SP:Iteration 15F (292.482157 sec): 3 clusters Score: Raw -23681.177919 + Penalty 557.941611 = -23123.236308 nChanged 0 Trying to split cluster 2 (7264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.500297 sec): 2 clusters Score: Raw -347090.549011 + Penalty 404.526209 = -346686.022801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.519896 sec): 3 clusters Score: Raw -342608.753739 + Penalty 809.052419 = -341799.701321 nChanged 3331 SP:Iteration 1F (292.538236 sec): 3 clusters Score: Raw -344585.715038 + Penalty 809.052419 = -343776.662619 nChanged 508 SP:Iteration 2F (292.570628 sec): 3 clusters Score: Raw -344893.285868 + Penalty 809.052419 = -344084.233450 nChanged 554 SP:Iteration 3F (292.589257 sec): 3 clusters Score: Raw -345291.734150 + Penalty 809.052419 = -344482.681732 nChanged 560 SP:Iteration 4F (292.641062 sec): 3 clusters Score: Raw -345783.105621 + Penalty 809.052419 = -344974.053203 nChanged 554 SP:Iteration 5F (292.658503 sec): 3 clusters Score: Raw -346309.514298 + Penalty 809.052419 = -345500.461879 nChanged 452 SP:Iteration 6F (292.676584 sec): 3 clusters Score: Raw -346654.803958 + Penalty 809.052419 = -345845.751540 nChanged 292 SP:Iteration 7Q (292.694909 sec): 3 clusters Score: Raw -346870.870664 + Penalty 809.052419 = -346061.818245 nChanged 182 SP:Iteration 8Q (292.712910 sec): 3 clusters Score: Raw -346974.014947 + Penalty 809.052419 = -346164.962528 nChanged 126 SP:Iteration 9Q (292.730790 sec): 3 clusters Score: Raw -347018.848710 + Penalty 809.052419 = -346209.796291 nChanged 76 SP:Iteration 10Q (292.748858 sec): 3 clusters Score: Raw -347042.817818 + Penalty 809.052419 = -346233.765399 nChanged 51 SP:Iteration 11Q (292.766866 sec): 3 clusters Score: Raw -347053.810124 + Penalty 809.052419 = -346244.757706 nChanged 38 SP:Iteration 12Q (292.784832 sec): 3 clusters Score: Raw -347062.667123 + Penalty 809.052419 = -346253.614705 nChanged 32 SP:Iteration 13Q (292.802735 sec): 3 clusters Score: Raw -347069.278955 + Penalty 809.052419 = -346260.226536 nChanged 27 SP:Iteration 14Q (292.820562 sec): 3 clusters Score: Raw -347073.572860 + Penalty 809.052419 = -346264.520441 nChanged 21 SP:Iteration 15Q (292.838373 sec): 3 clusters Score: Raw -347077.281761 + Penalty 809.052419 = -346268.229342 nChanged 16 SP:Iteration 16Q (292.856168 sec): 3 clusters Score: Raw -347079.655205 + Penalty 809.052419 = -346270.602787 nChanged 18 SP:Iteration 17Q (292.874186 sec): 3 clusters Score: Raw -347083.609180 + Penalty 809.052419 = -346274.556761 nChanged 26 SP:Iteration 18Q (292.892195 sec): 3 clusters Score: Raw -347089.282282 + Penalty 809.052419 = -346280.229863 nChanged 30 SP:Iteration 19Q (292.910054 sec): 3 clusters Score: Raw -347096.130567 + Penalty 809.052419 = -346287.078149 nChanged 23 SP:Iteration 20F (292.928332 sec): 3 clusters Score: Raw -347100.941512 + Penalty 809.052419 = -346291.889093 nChanged 20 SP:Iteration 21Q (292.946376 sec): 3 clusters Score: Raw -347105.967510 + Penalty 809.052419 = -346296.915092 nChanged 27 SP:Iteration 22Q (292.964362 sec): 3 clusters Score: Raw -347113.799661 + Penalty 809.052419 = -346304.747242 nChanged 38 SP:Iteration 23Q (292.982255 sec): 3 clusters Score: Raw -347123.332149 + Penalty 809.052419 = -346314.279731 nChanged 33 SP:Iteration 24Q (293.000234 sec): 3 clusters Score: Raw -347132.819698 + Penalty 809.052419 = -346323.767280 nChanged 40 SP:Iteration 25Q (293.018169 sec): 3 clusters Score: Raw -347145.627630 + Penalty 809.052419 = -346336.575211 nChanged 36 SP:Iteration 26Q (293.036138 sec): 3 clusters Score: Raw -347156.121009 + Penalty 809.052419 = -346347.068590 nChanged 30 SP:Iteration 27Q (293.054039 sec): 3 clusters Score: Raw -347164.609320 + Penalty 809.052419 = -346355.556901 nChanged 35 SP:Iteration 28Q (293.072003 sec): 3 clusters Score: Raw -347172.492866 + Penalty 809.052419 = -346363.440447 nChanged 36 SP:Iteration 29Q (293.089888 sec): 3 clusters Score: Raw -347183.354881 + Penalty 809.052419 = -346374.302462 nChanged 33 SP:Iteration 30Q (293.107836 sec): 3 clusters Score: Raw -347194.205493 + Penalty 809.052419 = -346385.153074 nChanged 36 SP:Iteration 31Q (293.125693 sec): 3 clusters Score: Raw -347204.267553 + Penalty 809.052419 = -346395.215134 nChanged 27 SP:Iteration 32Q (293.143516 sec): 3 clusters Score: Raw -347210.568514 + Penalty 809.052419 = -346401.516095 nChanged 29 SP:Iteration 33Q (293.161413 sec): 3 clusters Score: Raw -347217.021582 + Penalty 809.052419 = -346407.969164 nChanged 22 SP:Iteration 34Q (293.179239 sec): 3 clusters Score: Raw -347221.696686 + Penalty 809.052419 = -346412.644267 nChanged 19 SP:Iteration 35Q (293.197030 sec): 3 clusters Score: Raw -347225.849803 + Penalty 809.052419 = -346416.797384 nChanged 18 SP:Iteration 36Q (293.214771 sec): 3 clusters Score: Raw -347229.130891 + Penalty 809.052419 = -346420.078473 nChanged 11 SP:Iteration 37Q (293.232609 sec): 3 clusters Score: Raw -347230.657812 + Penalty 809.052419 = -346421.605394 nChanged 8 SP:Iteration 38Q (293.250334 sec): 3 clusters Score: Raw -347231.702550 + Penalty 809.052419 = -346422.650132 nChanged 9 SP:Iteration 39Q (293.267927 sec): 3 clusters Score: Raw -347232.581761 + Penalty 809.052419 = -346423.529343 nChanged 8 SP:Iteration 40F (293.286037 sec): 3 clusters Score: Raw -347234.049753 + Penalty 809.052419 = -346424.997334 nChanged 10 SP:Iteration 41Q (293.303833 sec): 3 clusters Score: Raw -347235.609843 + Penalty 809.052419 = -346426.557424 nChanged 13 SP:Iteration 42Q (293.321657 sec): 3 clusters Score: Raw -347237.041748 + Penalty 809.052419 = -346427.989329 nChanged 8 SP:Iteration 43Q (293.339422 sec): 3 clusters Score: Raw -347237.712317 + Penalty 809.052419 = -346428.659898 nChanged 3 SP:Iteration 44Q (293.357040 sec): 3 clusters Score: Raw -347238.219691 + Penalty 809.052419 = -346429.167273 nChanged 5 SP:Iteration 45Q (293.374592 sec): 3 clusters Score: Raw -347239.242936 + Penalty 809.052419 = -346430.190517 nChanged 12 SP:Iteration 46Q (293.392360 sec): 3 clusters Score: Raw -347241.069641 + Penalty 809.052419 = -346432.017222 nChanged 9 SP:Iteration 47Q (293.410077 sec): 3 clusters Score: Raw -347242.183290 + Penalty 809.052419 = -346433.130871 nChanged 9 SP:Iteration 48Q (293.427871 sec): 3 clusters Score: Raw -347242.968782 + Penalty 809.052419 = -346433.916363 nChanged 6 SP:Iteration 49Q (293.445487 sec): 3 clusters Score: Raw -347243.362316 + Penalty 809.052419 = -346434.309897 nChanged 4 SP:Iteration 50Q (293.463061 sec): 3 clusters Score: Raw -347243.839336 + Penalty 809.052419 = -346434.786917 nChanged 5 SP:Iteration 51Q (293.480925 sec): 3 clusters Score: Raw -347244.489106 + Penalty 809.052419 = -346435.436688 nChanged 6 SP:Iteration 52Q (293.498660 sec): 3 clusters Score: Raw -347245.603814 + Penalty 809.052419 = -346436.551395 nChanged 7 SP:Iteration 53Q (293.516322 sec): 3 clusters Score: Raw -347246.730351 + Penalty 809.052419 = -346437.677932 nChanged 7 SP:Iteration 54Q (293.533904 sec): 3 clusters Score: Raw -347247.571954 + Penalty 809.052419 = -346438.519535 nChanged 5 SP:Iteration 55Q (293.551555 sec): 3 clusters Score: Raw -347248.369015 + Penalty 809.052419 = -346439.316596 nChanged 9 SP:Iteration 56Q (293.569321 sec): 3 clusters Score: Raw -347249.263957 + Penalty 809.052419 = -346440.211538 nChanged 9 SP:Iteration 57Q (293.587046 sec): 3 clusters Score: Raw -347250.236969 + Penalty 809.052419 = -346441.184550 nChanged 6 SP:Iteration 58Q (293.604567 sec): 3 clusters Score: Raw -347251.575970 + Penalty 809.052419 = -346442.523551 nChanged 9 SP:Iteration 59Q (293.622100 sec): 3 clusters Score: Raw -347252.733879 + Penalty 809.052419 = -346443.681460 nChanged 6 SP:Iteration 60F (293.640119 sec): 3 clusters Score: Raw -347253.767958 + Penalty 809.052419 = -346444.715540 nChanged 7 SP:Iteration 61Q (293.657809 sec): 3 clusters Score: Raw -347254.536175 + Penalty 809.052419 = -346445.483757 nChanged 6 SP:Iteration 62Q (293.675341 sec): 3 clusters Score: Raw -347255.457906 + Penalty 809.052419 = -346446.405487 nChanged 3 SP:Iteration 63Q (293.692837 sec): 3 clusters Score: Raw -347255.718604 + Penalty 809.052419 = -346446.666185 nChanged 0 SP:Iteration 64F (293.710900 sec): 3 clusters Score: Raw -347255.718604 + Penalty 809.052419 = -346446.666185 nChanged 0 Trying to split cluster 3 (9786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.730013 sec): 2 clusters Score: Raw -431667.728629 + Penalty 418.086217 = -431249.642411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.751530 sec): 3 clusters Score: Raw -425564.451718 + Penalty 836.172435 = -424728.279283 nChanged 4496 SP:Iteration 1F (293.772048 sec): 3 clusters Score: Raw -428371.075578 + Penalty 836.172435 = -427534.903143 nChanged 524 SP:Iteration 2F (293.792803 sec): 3 clusters Score: Raw -428599.402854 + Penalty 836.172435 = -427763.230419 nChanged 513 SP:Iteration 3F (293.813655 sec): 3 clusters Score: Raw -428886.459536 + Penalty 836.172435 = -428050.287101 nChanged 536 SP:Iteration 4F (293.834300 sec): 3 clusters Score: Raw -429287.120777 + Penalty 836.172435 = -428450.948342 nChanged 550 SP:Iteration 5F (293.855089 sec): 3 clusters Score: Raw -429765.943049 + Penalty 836.172435 = -428929.770614 nChanged 505 SP:Iteration 6F (293.875742 sec): 3 clusters Score: Raw -430138.188099 + Penalty 836.172435 = -429302.015664 nChanged 420 SP:Iteration 7Q (293.896396 sec): 3 clusters Score: Raw -430354.226068 + Penalty 836.172435 = -429518.053633 nChanged 286 SP:Iteration 8Q (293.935370 sec): 3 clusters Score: Raw -430471.182498 + Penalty 836.172435 = -429635.010064 nChanged 225 SP:Iteration 9Q (293.962330 sec): 3 clusters Score: Raw -430564.281693 + Penalty 836.172435 = -429728.109258 nChanged 190 SP:Iteration 10Q (293.982625 sec): 3 clusters Score: Raw -430640.926148 + Penalty 836.172435 = -429804.753714 nChanged 175 SP:Iteration 11Q (294.003309 sec): 3 clusters Score: Raw -430707.757591 + Penalty 836.172435 = -429871.585156 nChanged 164 SP:Iteration 12Q (294.024167 sec): 3 clusters Score: Raw -430771.773653 + Penalty 836.172435 = -429935.601218 nChanged 164 SP:Iteration 13Q (294.044715 sec): 3 clusters Score: Raw -430836.768023 + Penalty 836.172435 = -430000.595588 nChanged 147 SP:Iteration 14Q (294.065130 sec): 3 clusters Score: Raw -430890.137968 + Penalty 836.172435 = -430053.965533 nChanged 150 SP:Iteration 15Q (294.085609 sec): 3 clusters Score: Raw -430948.024257 + Penalty 836.172435 = -430111.851822 nChanged 150 SP:Iteration 16Q (294.106128 sec): 3 clusters Score: Raw -431012.622865 + Penalty 836.172435 = -430176.450430 nChanged 156 SP:Iteration 17Q (294.126521 sec): 3 clusters Score: Raw -431081.113819 + Penalty 836.172435 = -430244.941384 nChanged 154 SP:Iteration 18Q (294.147007 sec): 3 clusters Score: Raw -431152.046866 + Penalty 836.172435 = -430315.874432 nChanged 143 SP:Iteration 19Q (294.167236 sec): 3 clusters Score: Raw -431229.208939 + Penalty 836.172435 = -430393.036505 nChanged 135 SP:Iteration 20F (294.187938 sec): 3 clusters Score: Raw -431294.997682 + Penalty 836.172435 = -430458.825248 nChanged 124 SP:Iteration 21Q (294.208110 sec): 3 clusters Score: Raw -431359.461911 + Penalty 836.172435 = -430523.289477 nChanged 112 SP:Iteration 22Q (294.228142 sec): 3 clusters Score: Raw -431419.053525 + Penalty 836.172435 = -430582.881090 nChanged 104 SP:Iteration 23Q (294.248151 sec): 3 clusters Score: Raw -431481.687856 + Penalty 836.172435 = -430645.515421 nChanged 94 SP:Iteration 24Q (294.267884 sec): 3 clusters Score: Raw -431550.605865 + Penalty 836.172435 = -430714.433430 nChanged 54 SP:Iteration 25Q (294.287556 sec): 3 clusters Score: Raw -431592.580909 + Penalty 836.172435 = -430756.408475 nChanged 47 SP:Iteration 26Q (294.307327 sec): 3 clusters Score: Raw -431619.321397 + Penalty 836.172435 = -430783.148963 nChanged 31 SP:Iteration 27Q (294.327241 sec): 3 clusters Score: Raw -431632.301610 + Penalty 836.172435 = -430796.129176 nChanged 24 SP:Iteration 28Q (294.347129 sec): 3 clusters Score: Raw -431645.153000 + Penalty 836.172435 = -430808.980566 nChanged 27 SP:Iteration 29Q (294.366682 sec): 3 clusters Score: Raw -431657.643206 + Penalty 836.172435 = -430821.470771 nChanged 18 SP:Iteration 30Q (294.386460 sec): 3 clusters Score: Raw -431664.837364 + Penalty 836.172435 = -430828.664930 nChanged 17 SP:Iteration 31Q (294.405928 sec): 3 clusters Score: Raw -431672.115613 + Penalty 836.172435 = -430835.943178 nChanged 11 SP:Iteration 32Q (294.425488 sec): 3 clusters Score: Raw -431677.245815 + Penalty 836.172435 = -430841.073380 nChanged 19 SP:Iteration 33Q (294.445141 sec): 3 clusters Score: Raw -431688.876469 + Penalty 836.172435 = -430852.704035 nChanged 23 SP:Iteration 34Q (294.464475 sec): 3 clusters Score: Raw -431697.733157 + Penalty 836.172435 = -430861.560723 nChanged 13 SP:Iteration 35Q (294.483961 sec): 3 clusters Score: Raw -431701.122892 + Penalty 836.172435 = -430864.950457 nChanged 10 SP:Iteration 36Q (294.503212 sec): 3 clusters Score: Raw -431705.422997 + Penalty 836.172435 = -430869.250563 nChanged 9 SP:Iteration 37Q (294.522862 sec): 3 clusters Score: Raw -431708.656825 + Penalty 836.172435 = -430872.484390 nChanged 7 SP:Iteration 38Q (294.542316 sec): 3 clusters Score: Raw -431711.032602 + Penalty 836.172435 = -430874.860167 nChanged 5 SP:Iteration 39Q (294.561794 sec): 3 clusters Score: Raw -431712.089985 + Penalty 836.172435 = -430875.917550 nChanged 1 SP:Iteration 40F (294.609220 sec): 3 clusters Score: Raw -431712.160011 + Penalty 836.172435 = -430875.987576 nChanged 1 SP:Iteration 41Q (294.646207 sec): 3 clusters Score: Raw -431712.871619 + Penalty 836.172435 = -430876.699185 nChanged 1 SP:Iteration 42Q (294.664471 sec): 3 clusters Score: Raw -431713.727561 + Penalty 836.172435 = -430877.555127 nChanged 1 SP:Iteration 43Q (294.684016 sec): 3 clusters Score: Raw -431713.870752 + Penalty 836.172435 = -430877.698318 nChanged 1 SP:Iteration 44Q (294.703655 sec): 3 clusters Score: Raw -431714.115657 + Penalty 836.172435 = -430877.943222 nChanged 2 SP:Iteration 45Q (294.723496 sec): 3 clusters Score: Raw -431715.527865 + Penalty 836.172435 = -430879.355431 nChanged 2 SP:Iteration 46Q (294.743107 sec): 3 clusters Score: Raw -431715.976924 + Penalty 836.172435 = -430879.804490 nChanged 0 SP:Iteration 47F (294.763745 sec): 3 clusters Score: Raw -431715.976924 + Penalty 836.172435 = -430879.804490 nChanged 0 Trying to split cluster 4 (3387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.778699 sec): 2 clusters Score: Raw -151577.083596 + Penalty 369.810343 = -151207.273252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.788697 sec): 3 clusters Score: Raw -149594.512486 + Penalty 739.620687 = -148854.891799 nChanged 1494 SP:Iteration 1F (294.797667 sec): 3 clusters Score: Raw -150415.394895 + Penalty 739.620687 = -149675.774209 nChanged 212 SP:Iteration 2F (294.806711 sec): 3 clusters Score: Raw -150512.760622 + Penalty 739.620687 = -149773.139936 nChanged 182 SP:Iteration 3F (294.815693 sec): 3 clusters Score: Raw -150624.280996 + Penalty 739.620687 = -149884.660309 nChanged 195 SP:Iteration 4F (294.824607 sec): 3 clusters Score: Raw -150783.557108 + Penalty 739.620687 = -150043.936421 nChanged 188 SP:Iteration 5F (294.833479 sec): 3 clusters Score: Raw -150938.789454 + Penalty 739.620687 = -150199.168767 nChanged 191 SP:Iteration 6F (294.842523 sec): 3 clusters Score: Raw -151119.252134 + Penalty 739.620687 = -150379.631447 nChanged 168 SP:Iteration 7Q (294.851473 sec): 3 clusters Score: Raw -151274.339678 + Penalty 739.620687 = -150534.718991 nChanged 127 SP:Iteration 8Q (294.860312 sec): 3 clusters Score: Raw -151358.665304 + Penalty 739.620687 = -150619.044617 nChanged 89 SP:Iteration 9Q (294.869112 sec): 3 clusters Score: Raw -151426.180469 + Penalty 739.620687 = -150686.559783 nChanged 86 SP:Iteration 10Q (294.877959 sec): 3 clusters Score: Raw -151474.749700 + Penalty 739.620687 = -150735.129014 nChanged 67 SP:Iteration 11Q (294.886753 sec): 3 clusters Score: Raw -151510.278806 + Penalty 739.620687 = -150770.658120 nChanged 54 SP:Iteration 12Q (294.895544 sec): 3 clusters Score: Raw -151542.064002 + Penalty 739.620687 = -150802.443316 nChanged 47 SP:Iteration 13Q (294.904389 sec): 3 clusters Score: Raw -151561.649191 + Penalty 739.620687 = -150822.028504 nChanged 41 SP:Iteration 14Q (294.913175 sec): 3 clusters Score: Raw -151579.380313 + Penalty 739.620687 = -150839.759627 nChanged 38 SP:Iteration 15Q (294.921906 sec): 3 clusters Score: Raw -151593.281997 + Penalty 739.620687 = -150853.661311 nChanged 18 SP:Iteration 16Q (294.930652 sec): 3 clusters Score: Raw -151597.032340 + Penalty 739.620687 = -150857.411653 nChanged 20 SP:Iteration 17Q (294.939414 sec): 3 clusters Score: Raw -151601.275563 + Penalty 739.620687 = -150861.654877 nChanged 9 SP:Iteration 18Q (294.948145 sec): 3 clusters Score: Raw -151604.146020 + Penalty 739.620687 = -150864.525333 nChanged 13 SP:Iteration 19Q (294.956903 sec): 3 clusters Score: Raw -151606.961347 + Penalty 739.620687 = -150867.340660 nChanged 6 SP:Iteration 20F (294.965813 sec): 3 clusters Score: Raw -151607.726057 + Penalty 739.620687 = -150868.105370 nChanged 6 SP:Iteration 21Q (294.974564 sec): 3 clusters Score: Raw -151608.701976 + Penalty 739.620687 = -150869.081290 nChanged 6 SP:Iteration 22Q (294.983351 sec): 3 clusters Score: Raw -151609.776732 + Penalty 739.620687 = -150870.156045 nChanged 5 SP:Iteration 23Q (294.992121 sec): 3 clusters Score: Raw -151610.731633 + Penalty 739.620687 = -150871.110947 nChanged 7 SP:Iteration 24Q (295.000901 sec): 3 clusters Score: Raw -151612.314301 + Penalty 739.620687 = -150872.693614 nChanged 4 SP:Iteration 25Q (295.009678 sec): 3 clusters Score: Raw -151612.959323 + Penalty 739.620687 = -150873.338636 nChanged 3 SP:Iteration 26Q (295.018234 sec): 3 clusters Score: Raw -151613.352830 + Penalty 739.620687 = -150873.732144 nChanged 1 SP:Iteration 27Q (295.026850 sec): 3 clusters Score: Raw -151613.455782 + Penalty 739.620687 = -150873.835095 nChanged 1 SP:Iteration 28Q (295.035616 sec): 3 clusters Score: Raw -151613.656019 + Penalty 739.620687 = -150874.035332 nChanged 2 SP:Iteration 29Q (295.044351 sec): 3 clusters Score: Raw -151613.897041 + Penalty 739.620687 = -150874.276355 nChanged 1 SP:Iteration 30Q (295.053105 sec): 3 clusters Score: Raw -151613.957058 + Penalty 739.620687 = -150874.336371 nChanged 0 SP:Iteration 31F (295.061997 sec): 3 clusters Score: Raw -151613.957058 + Penalty 739.620687 = -150874.336371 nChanged 0 Trying to split cluster 5 (6661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.079380 sec): 2 clusters Score: Raw -330820.453740 + Penalty 400.583133 = -330419.870607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.098083 sec): 3 clusters Score: Raw -326709.713215 + Penalty 801.166266 = -325908.546949 nChanged 3078 SP:Iteration 1F (295.114606 sec): 3 clusters Score: Raw -328592.803680 + Penalty 801.166266 = -327791.637414 nChanged 469 SP:Iteration 2F (295.131214 sec): 3 clusters Score: Raw -328859.651928 + Penalty 801.166266 = -328058.485662 nChanged 465 SP:Iteration 3F (295.148032 sec): 3 clusters Score: Raw -329193.412154 + Penalty 801.166266 = -328392.245888 nChanged 501 SP:Iteration 4F (295.164690 sec): 3 clusters Score: Raw -329624.702111 + Penalty 801.166266 = -328823.535844 nChanged 429 SP:Iteration 5F (295.181527 sec): 3 clusters Score: Raw -330034.565448 + Penalty 801.166266 = -329233.399182 nChanged 324 SP:Iteration 6Q (295.198333 sec): 3 clusters Score: Raw -330344.456478 + Penalty 801.166266 = -329543.290212 nChanged 241 SP:Iteration 7Q (295.214998 sec): 3 clusters Score: Raw -330569.907385 + Penalty 801.166266 = -329768.741119 nChanged 134 SP:Iteration 8Q (295.231458 sec): 3 clusters Score: Raw -330689.213416 + Penalty 801.166266 = -329888.047150 nChanged 79 SP:Iteration 9Q (295.247931 sec): 3 clusters Score: Raw -330755.793474 + Penalty 801.166266 = -329954.627208 nChanged 59 SP:Iteration 10Q (295.264021 sec): 3 clusters Score: Raw -330805.693027 + Penalty 801.166266 = -330004.526761 nChanged 44 SP:Iteration 11Q (295.280255 sec): 3 clusters Score: Raw -330845.338968 + Penalty 801.166266 = -330044.172702 nChanged 24 SP:Iteration 12Q (295.296364 sec): 3 clusters Score: Raw -330861.151169 + Penalty 801.166266 = -330059.984903 nChanged 9 SP:Iteration 13Q (295.312489 sec): 3 clusters Score: Raw -330867.779421 + Penalty 801.166266 = -330066.613155 nChanged 5 SP:Iteration 14Q (295.328543 sec): 3 clusters Score: Raw -330871.554185 + Penalty 801.166266 = -330070.387919 nChanged 4 SP:Iteration 15Q (295.344498 sec): 3 clusters Score: Raw -330873.877082 + Penalty 801.166266 = -330072.710816 nChanged 3 SP:Iteration 16Q (295.360495 sec): 3 clusters Score: Raw -330874.995083 + Penalty 801.166266 = -330073.828817 nChanged 4 SP:Iteration 17Q (295.376755 sec): 3 clusters Score: Raw -330875.934774 + Penalty 801.166266 = -330074.768507 nChanged 1 SP:Iteration 18Q (295.392608 sec): 3 clusters Score: Raw -330876.170843 + Penalty 801.166266 = -330075.004577 nChanged 3 SP:Iteration 19Q (295.408702 sec): 3 clusters Score: Raw -330876.903903 + Penalty 801.166266 = -330075.737637 nChanged 3 SP:Iteration 20F (295.425313 sec): 3 clusters Score: Raw -330877.503278 + Penalty 801.166266 = -330076.337012 nChanged 3 SP:Iteration 21Q (295.441358 sec): 3 clusters Score: Raw -330878.484351 + Penalty 801.166266 = -330077.318085 nChanged 1 SP:Iteration 22Q (295.457405 sec): 3 clusters Score: Raw -330878.928872 + Penalty 801.166266 = -330077.762606 nChanged 3 SP:Iteration 23Q (295.473474 sec): 3 clusters Score: Raw -330881.828120 + Penalty 801.166266 = -330080.661854 nChanged 6 SP:Iteration 24Q (295.489514 sec): 3 clusters Score: Raw -330885.450956 + Penalty 801.166266 = -330084.284689 nChanged 2 SP:Iteration 25Q (295.505637 sec): 3 clusters Score: Raw -330885.900254 + Penalty 801.166266 = -330084.733988 nChanged 1 SP:Iteration 26Q (295.521663 sec): 3 clusters Score: Raw -330886.048182 + Penalty 801.166266 = -330084.881916 nChanged 1 SP:Iteration 27Q (295.537737 sec): 3 clusters Score: Raw -330886.650016 + Penalty 801.166266 = -330085.483750 nChanged 0 SP:Iteration 28F (295.554316 sec): 3 clusters Score: Raw -330886.650016 + Penalty 801.166266 = -330085.483750 nChanged 0 Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.562394 sec): 2 clusters Score: Raw -24141.719802 + Penalty 287.348789 = -23854.371012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.564565 sec): 3 clusters Score: Raw -23921.419989 + Penalty 574.697578 = -23346.722411 nChanged 198 SP:Iteration 1F (295.566465 sec): 3 clusters Score: Raw -24052.225396 + Penalty 574.697578 = -23477.527818 nChanged 32 SP:Iteration 2F (295.568359 sec): 3 clusters Score: Raw -24077.153104 + Penalty 574.697578 = -23502.455525 nChanged 25 SP:Iteration 3Q (295.570248 sec): 3 clusters Score: Raw -24102.414587 + Penalty 574.697578 = -23527.717009 nChanged 23 SP:Iteration 4Q (295.572136 sec): 3 clusters Score: Raw -24138.508244 + Penalty 574.697578 = -23563.810666 nChanged 28 SP:Iteration 5F (295.574082 sec): 3 clusters Score: Raw -24196.027373 + Penalty 574.697578 = -23621.329795 nChanged 36 SP:Iteration 6F (295.575949 sec): 3 clusters Score: Raw -24317.379891 + Penalty 574.697578 = -23742.682313 nChanged 38 SP:Iteration 7F (295.577886 sec): 3 clusters Score: Raw -24377.890184 + Penalty 574.697578 = -23803.192606 nChanged 36 SP:Iteration 8F (295.579740 sec): 3 clusters Score: Raw -24426.169110 + Penalty 574.697578 = -23851.471532 nChanged 32 SP:Iteration 9F (295.581649 sec): 3 clusters Score: Raw -24463.389205 + Penalty 574.697578 = -23888.691627 nChanged 19 SP:Iteration 10Q (295.583501 sec): 3 clusters Score: Raw -24483.089262 + Penalty 574.697578 = -23908.391684 nChanged 11 SP:Iteration 11Q (295.585444 sec): 3 clusters Score: Raw -24496.838156 + Penalty 574.697578 = -23922.140578 nChanged 7 SP:Iteration 12Q (295.587292 sec): 3 clusters Score: Raw -24502.491291 + Penalty 574.697578 = -23927.793713 nChanged 3 SP:Iteration 13Q (295.589135 sec): 3 clusters Score: Raw -24504.557356 + Penalty 574.697578 = -23929.859778 nChanged 1 SP:Iteration 14Q (295.590969 sec): 3 clusters Score: Raw -24505.368557 + Penalty 574.697578 = -23930.670978 nChanged 0 SP:Iteration 15F (295.592813 sec): 3 clusters Score: Raw -24505.368557 + Penalty 574.697578 = -23930.670978 nChanged 0 Score: Raw -13972178.508307 + Penalty 18406.454016 = -13953772.054291 Splitting cluster 6 changes total score from -13953963.314852 to -13953772.054291 So it's not getting split. Trying to split cluster 7 (2182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.186674 sec): 2 clusters Score: Raw -98786.715843 + Penalty 349.803871 = -98436.911972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.193370 sec): 3 clusters Score: Raw -97595.025845 + Penalty 699.607742 = -96895.418102 nChanged 911 SP:Iteration 1F (299.199335 sec): 3 clusters Score: Raw -98143.834460 + Penalty 699.607742 = -97444.226718 nChanged 164 SP:Iteration 2F (299.205358 sec): 3 clusters Score: Raw -98271.641442 + Penalty 699.607742 = -97572.033700 nChanged 152 SP:Iteration 3F (299.211315 sec): 3 clusters Score: Raw -98402.262472 + Penalty 699.607742 = -97702.654730 nChanged 133 SP:Iteration 4F (299.217266 sec): 3 clusters Score: Raw -98528.213680 + Penalty 699.607742 = -97828.605938 nChanged 138 SP:Iteration 5F (299.223193 sec): 3 clusters Score: Raw -98654.086586 + Penalty 699.607742 = -97954.478844 nChanged 134 SP:Iteration 6F (299.229128 sec): 3 clusters Score: Raw -98775.247859 + Penalty 699.607742 = -98075.640117 nChanged 106 SP:Iteration 7Q (299.235111 sec): 3 clusters Score: Raw -98862.702268 + Penalty 699.607742 = -98163.094526 nChanged 78 SP:Iteration 8Q (299.240980 sec): 3 clusters Score: Raw -98922.355338 + Penalty 699.607742 = -98222.747596 nChanged 49 SP:Iteration 9Q (299.246885 sec): 3 clusters Score: Raw -98949.284581 + Penalty 699.607742 = -98249.676839 nChanged 33 SP:Iteration 10Q (299.252782 sec): 3 clusters Score: Raw -98969.189790 + Penalty 699.607742 = -98269.582048 nChanged 27 SP:Iteration 11Q (299.258677 sec): 3 clusters Score: Raw -98979.972994 + Penalty 699.607742 = -98280.365252 nChanged 16 SP:Iteration 12Q (299.264571 sec): 3 clusters Score: Raw -98984.078879 + Penalty 699.607742 = -98284.471136 nChanged 11 SP:Iteration 13Q (299.270525 sec): 3 clusters Score: Raw -98987.699910 + Penalty 699.607742 = -98288.092168 nChanged 6 SP:Iteration 14Q (299.276426 sec): 3 clusters Score: Raw -98990.462023 + Penalty 699.607742 = -98290.854281 nChanged 8 SP:Iteration 15Q (299.282284 sec): 3 clusters Score: Raw -98992.977182 + Penalty 699.607742 = -98293.369440 nChanged 10 SP:Iteration 16Q (299.288174 sec): 3 clusters Score: Raw -98994.826477 + Penalty 699.607742 = -98295.218735 nChanged 6 SP:Iteration 17Q (299.294057 sec): 3 clusters Score: Raw -98996.855408 + Penalty 699.607742 = -98297.247666 nChanged 10 SP:Iteration 18Q (299.300001 sec): 3 clusters Score: Raw -99000.215972 + Penalty 699.607742 = -98300.608230 nChanged 12 SP:Iteration 19Q (299.305899 sec): 3 clusters Score: Raw -99003.417348 + Penalty 699.607742 = -98303.809605 nChanged 9 SP:Iteration 20F (299.311804 sec): 3 clusters Score: Raw -99005.647715 + Penalty 699.607742 = -98306.039972 nChanged 8 SP:Iteration 21Q (299.317696 sec): 3 clusters Score: Raw -99008.123796 + Penalty 699.607742 = -98308.516054 nChanged 11 SP:Iteration 22Q (299.323584 sec): 3 clusters Score: Raw -99010.685977 + Penalty 699.607742 = -98311.078235 nChanged 5 SP:Iteration 23Q (299.329495 sec): 3 clusters Score: Raw -99011.298581 + Penalty 699.607742 = -98311.690839 nChanged 2 SP:Iteration 24Q (299.335396 sec): 3 clusters Score: Raw -99012.342590 + Penalty 699.607742 = -98312.734848 nChanged 5 SP:Iteration 25Q (299.341285 sec): 3 clusters Score: Raw -99014.306539 + Penalty 699.607742 = -98314.698797 nChanged 10 SP:Iteration 26Q (299.347176 sec): 3 clusters Score: Raw -99017.251401 + Penalty 699.607742 = -98317.643659 nChanged 11 SP:Iteration 27Q (299.353074 sec): 3 clusters Score: Raw -99019.641354 + Penalty 699.607742 = -98320.033611 nChanged 5 SP:Iteration 28Q (299.358965 sec): 3 clusters Score: Raw -99020.264956 + Penalty 699.607742 = -98320.657214 nChanged 1 SP:Iteration 29Q (299.364892 sec): 3 clusters Score: Raw -99020.311651 + Penalty 699.607742 = -98320.703909 nChanged 1 SP:Iteration 30Q (299.370789 sec): 3 clusters Score: Raw -99020.366934 + Penalty 699.607742 = -98320.759192 nChanged 0 SP:Iteration 31F (299.376699 sec): 3 clusters Score: Raw -99020.366934 + Penalty 699.607742 = -98320.759192 nChanged 0 Trying to split cluster 8 (7774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.394929 sec): 2 clusters Score: Raw -365395.656903 + Penalty 407.613575 = -364988.043328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.414769 sec): 3 clusters Score: Raw -360639.132861 + Penalty 815.227150 = -359823.905710 nChanged 3603 SP:Iteration 1F (299.433815 sec): 3 clusters Score: Raw -363038.991809 + Penalty 815.227150 = -362223.764658 nChanged 458 SP:Iteration 2F (299.452888 sec): 3 clusters Score: Raw -363321.904260 + Penalty 815.227150 = -362506.677110 nChanged 449 SP:Iteration 3F (299.472189 sec): 3 clusters Score: Raw -363641.987146 + Penalty 815.227150 = -362826.759996 nChanged 467 SP:Iteration 4F (299.491342 sec): 3 clusters Score: Raw -363995.758075 + Penalty 815.227150 = -363180.530925 nChanged 432 SP:Iteration 5F (299.510432 sec): 3 clusters Score: Raw -364289.612486 + Penalty 815.227150 = -363474.385335 nChanged 357 SP:Iteration 6Q (299.529604 sec): 3 clusters Score: Raw -364474.151658 + Penalty 815.227150 = -363658.924507 nChanged 241 SP:Iteration 7Q (299.548946 sec): 3 clusters Score: Raw -364571.560799 + Penalty 815.227150 = -363756.333648 nChanged 160 SP:Iteration 8Q (299.568327 sec): 3 clusters Score: Raw -364616.391391 + Penalty 815.227150 = -363801.164241 nChanged 115 SP:Iteration 9Q (299.587560 sec): 3 clusters Score: Raw -364640.355576 + Penalty 815.227150 = -363825.128425 nChanged 91 SP:Iteration 10Q (299.606743 sec): 3 clusters Score: Raw -364655.950869 + Penalty 815.227150 = -363840.723719 nChanged 65 SP:Iteration 11Q (299.625937 sec): 3 clusters Score: Raw -364667.077040 + Penalty 815.227150 = -363851.849889 nChanged 70 SP:Iteration 12Q (299.645132 sec): 3 clusters Score: Raw -364680.440923 + Penalty 815.227150 = -363865.213773 nChanged 58 SP:Iteration 13Q (299.664219 sec): 3 clusters Score: Raw -364691.991505 + Penalty 815.227150 = -363876.764354 nChanged 64 SP:Iteration 14Q (299.683013 sec): 3 clusters Score: Raw -364704.416524 + Penalty 815.227150 = -363889.189374 nChanged 63 SP:Iteration 15Q (299.702273 sec): 3 clusters Score: Raw -364717.703063 + Penalty 815.227150 = -363902.475913 nChanged 72 SP:Iteration 16Q (299.721264 sec): 3 clusters Score: Raw -364732.872409 + Penalty 815.227150 = -363917.645259 nChanged 65 SP:Iteration 17Q (299.740342 sec): 3 clusters Score: Raw -364745.066956 + Penalty 815.227150 = -363929.839805 nChanged 64 SP:Iteration 18Q (299.759002 sec): 3 clusters Score: Raw -364756.894990 + Penalty 815.227150 = -363941.667840 nChanged 54 SP:Iteration 19Q (299.777791 sec): 3 clusters Score: Raw -364764.694689 + Penalty 815.227150 = -363949.467539 nChanged 41 SP:Iteration 20F (299.796918 sec): 3 clusters Score: Raw -364769.431709 + Penalty 815.227150 = -363954.204559 nChanged 34 SP:Iteration 21Q (299.815686 sec): 3 clusters Score: Raw -364773.171480 + Penalty 815.227150 = -363957.944330 nChanged 25 SP:Iteration 22Q (299.834568 sec): 3 clusters Score: Raw -364775.339811 + Penalty 815.227150 = -363960.112661 nChanged 21 SP:Iteration 23Q (299.853697 sec): 3 clusters Score: Raw -364777.147096 + Penalty 815.227150 = -363961.919946 nChanged 19 SP:Iteration 24Q (299.872491 sec): 3 clusters Score: Raw -364778.807766 + Penalty 815.227150 = -363963.580615 nChanged 19 SP:Iteration 25Q (299.891618 sec): 3 clusters Score: Raw -364780.800197 + Penalty 815.227150 = -363965.573047 nChanged 22 SP:Iteration 26Q (299.910599 sec): 3 clusters Score: Raw -364783.261277 + Penalty 815.227150 = -363968.034127 nChanged 27 SP:Iteration 27Q (299.929369 sec): 3 clusters Score: Raw -364786.464339 + Penalty 815.227150 = -363971.237189 nChanged 21 SP:Iteration 28Q (299.948383 sec): 3 clusters Score: Raw -364788.904476 + Penalty 815.227150 = -363973.677326 nChanged 24 SP:Iteration 29Q (299.967135 sec): 3 clusters Score: Raw -364792.244565 + Penalty 815.227150 = -363977.017415 nChanged 29 SP:Iteration 30Q (299.986048 sec): 3 clusters Score: Raw -364795.602808 + Penalty 815.227150 = -363980.375658 nChanged 22 SP:Iteration 31Q (300.005353 sec): 3 clusters Score: Raw -364798.045433 + Penalty 815.227150 = -363982.818282 nChanged 26 SP:Iteration 32Q (300.024174 sec): 3 clusters Score: Raw -364800.270359 + Penalty 815.227150 = -363985.043209 nChanged 20 SP:Iteration 33Q (300.042788 sec): 3 clusters Score: Raw -364801.878569 + Penalty 815.227150 = -363986.651419 nChanged 17 SP:Iteration 34Q (300.061869 sec): 3 clusters Score: Raw -364804.021379 + Penalty 815.227150 = -363988.794229 nChanged 21 SP:Iteration 35Q (300.080941 sec): 3 clusters Score: Raw -364806.784389 + Penalty 815.227150 = -363991.557239 nChanged 24 SP:Iteration 36Q (300.099600 sec): 3 clusters Score: Raw -364809.893699 + Penalty 815.227150 = -363994.666549 nChanged 23 SP:Iteration 37Q (300.118299 sec): 3 clusters Score: Raw -364812.919256 + Penalty 815.227150 = -363997.692106 nChanged 25 SP:Iteration 38Q (300.136937 sec): 3 clusters Score: Raw -364815.705591 + Penalty 815.227150 = -364000.478440 nChanged 27 SP:Iteration 39Q (300.155955 sec): 3 clusters Score: Raw -364818.748045 + Penalty 815.227150 = -364003.520895 nChanged 24 SP:Iteration 40F (300.174969 sec): 3 clusters Score: Raw -364821.418757 + Penalty 815.227150 = -364006.191607 nChanged 22 SP:Iteration 41Q (300.194035 sec): 3 clusters Score: Raw -364824.865672 + Penalty 815.227150 = -364009.638522 nChanged 31 SP:Iteration 42Q (300.212853 sec): 3 clusters Score: Raw -364829.809955 + Penalty 815.227150 = -364014.582805 nChanged 31 SP:Iteration 43Q (300.231587 sec): 3 clusters Score: Raw -364834.563204 + Penalty 815.227150 = -364019.336054 nChanged 36 SP:Iteration 44Q (300.250623 sec): 3 clusters Score: Raw -364842.470437 + Penalty 815.227150 = -364027.243287 nChanged 39 SP:Iteration 45Q (300.269651 sec): 3 clusters Score: Raw -364851.920960 + Penalty 815.227150 = -364036.693810 nChanged 45 SP:Iteration 46Q (300.288694 sec): 3 clusters Score: Raw -364865.341651 + Penalty 815.227150 = -364050.114501 nChanged 59 SP:Iteration 47Q (300.307485 sec): 3 clusters Score: Raw -364884.225643 + Penalty 815.227150 = -364068.998493 nChanged 71 SP:Iteration 48Q (300.326186 sec): 3 clusters Score: Raw -364903.288712 + Penalty 815.227150 = -364088.061562 nChanged 72 SP:Iteration 49Q (300.344877 sec): 3 clusters Score: Raw -364921.790684 + Penalty 815.227150 = -364106.563533 nChanged 61 SP:Iteration 50Q (300.363864 sec): 3 clusters Score: Raw -364938.427385 + Penalty 815.227150 = -364123.200235 nChanged 71 SP:Iteration 51Q (300.382867 sec): 3 clusters Score: Raw -364958.963368 + Penalty 815.227150 = -364143.736218 nChanged 82 SP:Iteration 52Q (300.401549 sec): 3 clusters Score: Raw -364982.591739 + Penalty 815.227150 = -364167.364589 nChanged 77 SP:Iteration 53Q (300.420234 sec): 3 clusters Score: Raw -365006.254129 + Penalty 815.227150 = -364191.026979 nChanged 70 SP:Iteration 54Q (300.438809 sec): 3 clusters Score: Raw -365023.040546 + Penalty 815.227150 = -364207.813395 nChanged 60 SP:Iteration 55Q (300.457535 sec): 3 clusters Score: Raw -365038.905167 + Penalty 815.227150 = -364223.678017 nChanged 67 SP:Iteration 56Q (300.476074 sec): 3 clusters Score: Raw -365060.182437 + Penalty 815.227150 = -364244.955287 nChanged 77 SP:Iteration 57Q (300.494710 sec): 3 clusters Score: Raw -365084.172584 + Penalty 815.227150 = -364268.945434 nChanged 74 SP:Iteration 58Q (300.513279 sec): 3 clusters Score: Raw -365104.145207 + Penalty 815.227150 = -364288.918057 nChanged 68 SP:Iteration 59Q (300.531765 sec): 3 clusters Score: Raw -365121.736392 + Penalty 815.227150 = -364306.509242 nChanged 68 SP:Iteration 60F (300.550709 sec): 3 clusters Score: Raw -365139.004548 + Penalty 815.227150 = -364323.777398 nChanged 61 SP:Iteration 61Q (300.569448 sec): 3 clusters Score: Raw -365155.423009 + Penalty 815.227150 = -364340.195859 nChanged 64 SP:Iteration 62Q (300.587953 sec): 3 clusters Score: Raw -365172.439136 + Penalty 815.227150 = -364357.211986 nChanged 58 SP:Iteration 63Q (300.606690 sec): 3 clusters Score: Raw -365187.963940 + Penalty 815.227150 = -364372.736790 nChanged 58 SP:Iteration 64Q (300.625393 sec): 3 clusters Score: Raw -365204.417239 + Penalty 815.227150 = -364389.190089 nChanged 63 SP:Iteration 65Q (300.643987 sec): 3 clusters Score: Raw -365221.698412 + Penalty 815.227150 = -364406.471262 nChanged 67 SP:Iteration 66Q (300.662485 sec): 3 clusters Score: Raw -365238.654598 + Penalty 815.227150 = -364423.427448 nChanged 62 SP:Iteration 67Q (300.681034 sec): 3 clusters Score: Raw -365253.082066 + Penalty 815.227150 = -364437.854916 nChanged 63 SP:Iteration 68Q (300.699532 sec): 3 clusters Score: Raw -365267.327149 + Penalty 815.227150 = -364452.099998 nChanged 59 SP:Iteration 69Q (300.718293 sec): 3 clusters Score: Raw -365280.486622 + Penalty 815.227150 = -364465.259472 nChanged 57 SP:Iteration 70Q (300.736914 sec): 3 clusters Score: Raw -365292.999920 + Penalty 815.227150 = -364477.772770 nChanged 55 SP:Iteration 71Q (300.755388 sec): 3 clusters Score: Raw -365303.850563 + Penalty 815.227150 = -364488.623413 nChanged 51 SP:Iteration 72Q (300.773695 sec): 3 clusters Score: Raw -365314.041830 + Penalty 815.227150 = -364498.814680 nChanged 41 SP:Iteration 73Q (300.792341 sec): 3 clusters Score: Raw -365321.952803 + Penalty 815.227150 = -364506.725653 nChanged 37 SP:Iteration 74Q (300.810822 sec): 3 clusters Score: Raw -365328.991446 + Penalty 815.227150 = -364513.764296 nChanged 37 SP:Iteration 75Q (300.829299 sec): 3 clusters Score: Raw -365336.948940 + Penalty 815.227150 = -364521.721790 nChanged 34 SP:Iteration 76Q (300.847711 sec): 3 clusters Score: Raw -365342.886536 + Penalty 815.227150 = -364527.659386 nChanged 29 SP:Iteration 77Q (300.866402 sec): 3 clusters Score: Raw -365347.480463 + Penalty 815.227150 = -364532.253313 nChanged 28 SP:Iteration 78Q (300.884713 sec): 3 clusters Score: Raw -365352.345284 + Penalty 815.227150 = -364537.118134 nChanged 22 SP:Iteration 79Q (300.903161 sec): 3 clusters Score: Raw -365356.131970 + Penalty 815.227150 = -364540.904820 nChanged 25 SP:Iteration 80F (300.921987 sec): 3 clusters Score: Raw -365360.406266 + Penalty 815.227150 = -364545.179116 nChanged 30 SP:Iteration 81Q (300.940273 sec): 3 clusters Score: Raw -365366.256930 + Penalty 815.227150 = -364551.029780 nChanged 35 SP:Iteration 82Q (300.958832 sec): 3 clusters Score: Raw -365373.299882 + Penalty 815.227150 = -364558.072732 nChanged 33 SP:Iteration 83Q (300.977164 sec): 3 clusters Score: Raw -365379.528998 + Penalty 815.227150 = -364564.301848 nChanged 35 SP:Iteration 84Q (300.995460 sec): 3 clusters Score: Raw -365388.007201 + Penalty 815.227150 = -364572.780051 nChanged 28 SP:Iteration 85Q (301.013950 sec): 3 clusters Score: Raw -365393.828508 + Penalty 815.227150 = -364578.601358 nChanged 29 SP:Iteration 86Q (301.032275 sec): 3 clusters Score: Raw -365399.980129 + Penalty 815.227150 = -364584.752979 nChanged 23 SP:Iteration 87Q (301.050738 sec): 3 clusters Score: Raw -365403.545439 + Penalty 815.227150 = -364588.318289 nChanged 13 SP:Iteration 88Q (301.069280 sec): 3 clusters Score: Raw -365404.811256 + Penalty 815.227150 = -364589.584106 nChanged 8 SP:Iteration 89Q (301.087720 sec): 3 clusters Score: Raw -365405.567964 + Penalty 815.227150 = -364590.340814 nChanged 7 SP:Iteration 90Q (301.127482 sec): 3 clusters Score: Raw -365406.081745 + Penalty 815.227150 = -364590.854595 nChanged 4 SP:Iteration 91Q (301.145765 sec): 3 clusters Score: Raw -365406.325724 + Penalty 815.227150 = -364591.098574 nChanged 3 SP:Iteration 92Q (301.164204 sec): 3 clusters Score: Raw -365406.511823 + Penalty 815.227150 = -364591.284673 nChanged 3 SP:Iteration 93Q (301.182636 sec): 3 clusters Score: Raw -365406.757907 + Penalty 815.227150 = -364591.530756 nChanged 3 SP:Iteration 94Q (301.201078 sec): 3 clusters Score: Raw -365406.962252 + Penalty 815.227150 = -364591.735102 nChanged 3 SP:Iteration 95Q (301.219522 sec): 3 clusters Score: Raw -365407.108665 + Penalty 815.227150 = -364591.881515 nChanged 1 SP:Iteration 96Q (301.237836 sec): 3 clusters Score: Raw -365407.159995 + Penalty 815.227150 = -364591.932845 nChanged 1 SP:Iteration 97Q (301.256555 sec): 3 clusters Score: Raw -365407.232586 + Penalty 815.227150 = -364592.005436 nChanged 2 SP:Iteration 98Q (301.275133 sec): 3 clusters Score: Raw -365407.419600 + Penalty 815.227150 = -364592.192450 nChanged 4 SP:Iteration 99Q (301.293711 sec): 3 clusters Score: Raw -365408.081236 + Penalty 815.227150 = -364592.854086 nChanged 7 SP:Iteration 100F (301.312780 sec): 3 clusters Score: Raw -365408.708009 + Penalty 815.227150 = -364593.480859 nChanged 5 SP:Iteration 101Q (301.331217 sec): 3 clusters Score: Raw -365409.183211 + Penalty 815.227150 = -364593.956061 nChanged 5 SP:Iteration 102Q (301.349638 sec): 3 clusters Score: Raw -365409.640122 + Penalty 815.227150 = -364594.412972 nChanged 5 SP:Iteration 103Q (301.368008 sec): 3 clusters Score: Raw -365410.396494 + Penalty 815.227150 = -364595.169344 nChanged 10 SP:Iteration 104Q (301.386575 sec): 3 clusters Score: Raw -365411.507634 + Penalty 815.227150 = -364596.280484 nChanged 6 SP:Iteration 105Q (301.404893 sec): 3 clusters Score: Raw -365412.138777 + Penalty 815.227150 = -364596.911627 nChanged 5 SP:Iteration 106Q (301.423401 sec): 3 clusters Score: Raw -365412.582058 + Penalty 815.227150 = -364597.354908 nChanged 5 SP:Iteration 107Q (301.441685 sec): 3 clusters Score: Raw -365413.216153 + Penalty 815.227150 = -364597.989003 nChanged 3 SP:Iteration 108Q (301.460160 sec): 3 clusters Score: Raw -365413.460229 + Penalty 815.227150 = -364598.233079 nChanged 5 SP:Iteration 109Q (301.483889 sec): 3 clusters Score: Raw -365413.847225 + Penalty 815.227150 = -364598.620075 nChanged 7 SP:Iteration 110Q (301.502394 sec): 3 clusters Score: Raw -365414.509684 + Penalty 815.227150 = -364599.282533 nChanged 6 SP:Iteration 111Q (301.520833 sec): 3 clusters Score: Raw -365415.126697 + Penalty 815.227150 = -364599.899547 nChanged 8 SP:Iteration 112Q (301.539433 sec): 3 clusters Score: Raw -365415.845949 + Penalty 815.227150 = -364600.618799 nChanged 4 SP:Iteration 113Q (301.557974 sec): 3 clusters Score: Raw -365416.348977 + Penalty 815.227150 = -364601.121827 nChanged 7 SP:Iteration 114Q (301.576519 sec): 3 clusters Score: Raw -365417.433098 + Penalty 815.227150 = -364602.205947 nChanged 12 SP:Iteration 115Q (301.594953 sec): 3 clusters Score: Raw -365419.838470 + Penalty 815.227150 = -364604.611320 nChanged 15 SP:Iteration 116Q (301.613508 sec): 3 clusters Score: Raw -365422.470242 + Penalty 815.227150 = -364607.243092 nChanged 15 SP:Iteration 117Q (301.631872 sec): 3 clusters Score: Raw -365425.029261 + Penalty 815.227150 = -364609.802111 nChanged 19 SP:Iteration 118Q (301.650339 sec): 3 clusters Score: Raw -365428.440351 + Penalty 815.227150 = -364613.213201 nChanged 18 SP:Iteration 119Q (301.668776 sec): 3 clusters Score: Raw -365430.996695 + Penalty 815.227150 = -364615.769544 nChanged 13 SP:Iteration 120F (301.687811 sec): 3 clusters Score: Raw -365432.735754 + Penalty 815.227150 = -364617.508604 nChanged 13 SP:Iteration 121Q (301.706172 sec): 3 clusters Score: Raw -365435.125400 + Penalty 815.227150 = -364619.898250 nChanged 11 SP:Iteration 122Q (301.724708 sec): 3 clusters Score: Raw -365437.000966 + Penalty 815.227150 = -364621.773815 nChanged 14 SP:Iteration 123Q (301.743289 sec): 3 clusters Score: Raw -365439.331417 + Penalty 815.227150 = -364624.104267 nChanged 10 SP:Iteration 124Q (301.761642 sec): 3 clusters Score: Raw -365440.862704 + Penalty 815.227150 = -364625.635554 nChanged 14 SP:Iteration 125Q (301.780315 sec): 3 clusters Score: Raw -365442.669671 + Penalty 815.227150 = -364627.442521 nChanged 9 SP:Iteration 126Q (301.798615 sec): 3 clusters Score: Raw -365444.199265 + Penalty 815.227150 = -364628.972115 nChanged 11 SP:Iteration 127Q (301.817095 sec): 3 clusters Score: Raw -365446.252009 + Penalty 815.227150 = -364631.024859 nChanged 12 SP:Iteration 128Q (301.835335 sec): 3 clusters Score: Raw -365449.432475 + Penalty 815.227150 = -364634.205325 nChanged 13 SP:Iteration 129Q (301.853790 sec): 3 clusters Score: Raw -365451.606424 + Penalty 815.227150 = -364636.379273 nChanged 11 SP:Iteration 130Q (301.872009 sec): 3 clusters Score: Raw -365452.940834 + Penalty 815.227150 = -364637.713684 nChanged 7 SP:Iteration 131Q (301.890355 sec): 3 clusters Score: Raw -365453.876472 + Penalty 815.227150 = -364638.649322 nChanged 4 SP:Iteration 132Q (301.908624 sec): 3 clusters Score: Raw -365454.281764 + Penalty 815.227150 = -364639.054614 nChanged 2 SP:Iteration 133Q (301.926879 sec): 3 clusters Score: Raw -365454.562230 + Penalty 815.227150 = -364639.335080 nChanged 2 SP:Iteration 134Q (301.945357 sec): 3 clusters Score: Raw -365454.790131 + Penalty 815.227150 = -364639.562981 nChanged 2 SP:Iteration 135Q (301.963748 sec): 3 clusters Score: Raw -365455.114731 + Penalty 815.227150 = -364639.887581 nChanged 4 SP:Iteration 136Q (301.982030 sec): 3 clusters Score: Raw -365455.750282 + Penalty 815.227150 = -364640.523132 nChanged 9 SP:Iteration 137Q (302.000208 sec): 3 clusters Score: Raw -365457.216115 + Penalty 815.227150 = -364641.988965 nChanged 7 SP:Iteration 138Q (302.018848 sec): 3 clusters Score: Raw -365457.849596 + Penalty 815.227150 = -364642.622446 nChanged 4 SP:Iteration 139Q (302.037007 sec): 3 clusters Score: Raw -365458.320635 + Penalty 815.227150 = -364643.093484 nChanged 4 SP:Iteration 140F (302.055846 sec): 3 clusters Score: Raw -365458.876826 + Penalty 815.227150 = -364643.649676 nChanged 5 SP:Iteration 141Q (302.074238 sec): 3 clusters Score: Raw -365459.395769 + Penalty 815.227150 = -364644.168619 nChanged 2 SP:Iteration 142Q (302.092469 sec): 3 clusters Score: Raw -365459.569987 + Penalty 815.227150 = -364644.342837 nChanged 3 SP:Iteration 143Q (302.110635 sec): 3 clusters Score: Raw -365459.833171 + Penalty 815.227150 = -364644.606021 nChanged 1 SP:Iteration 144Q (302.129074 sec): 3 clusters Score: Raw -365459.892547 + Penalty 815.227150 = -364644.665397 nChanged 0 SP:Iteration 145F (302.147968 sec): 3 clusters Score: Raw -365459.892547 + Penalty 815.227150 = -364644.665397 nChanged 0 Trying to split cluster 9 (47580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.194981 sec): 2 clusters Score: Raw -2193043.673223 + Penalty 490.042634 = -2192553.630588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.251785 sec): 3 clusters Score: Raw -2161300.887432 + Penalty 980.085268 = -2160320.802163 nChanged 23124 SP:Iteration 1F (302.302124 sec): 3 clusters Score: Raw -2175862.264811 + Penalty 980.085268 = -2174882.179543 nChanged 2589 SP:Iteration 2F (302.351807 sec): 3 clusters Score: Raw -2177040.380492 + Penalty 980.085268 = -2176060.295224 nChanged 2816 SP:Iteration 3F (302.401716 sec): 3 clusters Score: Raw -2178563.246959 + Penalty 980.085268 = -2177583.161690 nChanged 2992 SP:Iteration 4F (302.453948 sec): 3 clusters Score: Raw -2180446.922813 + Penalty 980.085268 = -2179466.837544 nChanged 3053 SP:Iteration 5F (302.503236 sec): 3 clusters Score: Raw -2182644.556766 + Penalty 980.085268 = -2181664.471497 nChanged 2928 SP:Iteration 6F (302.553131 sec): 3 clusters Score: Raw -2184720.778804 + Penalty 980.085268 = -2183740.693536 nChanged 2357 SP:Iteration 7Q (302.606035 sec): 3 clusters Score: Raw -2186101.184446 + Penalty 980.085268 = -2185121.099178 nChanged 1686 SP:Iteration 8Q (302.658308 sec): 3 clusters Score: Raw -2186793.320194 + Penalty 980.085268 = -2185813.234925 nChanged 1179 SP:Iteration 9Q (302.709818 sec): 3 clusters Score: Raw -2187197.898034 + Penalty 980.085268 = -2186217.812766 nChanged 906 SP:Iteration 10Q (302.761224 sec): 3 clusters Score: Raw -2187532.531239 + Penalty 980.085268 = -2186552.445970 nChanged 843 SP:Iteration 11Q (302.812517 sec): 3 clusters Score: Raw -2187846.799773 + Penalty 980.085268 = -2186866.714505 nChanged 809 SP:Iteration 12Q (302.864421 sec): 3 clusters Score: Raw -2188159.268351 + Penalty 980.085268 = -2187179.183083 nChanged 807 SP:Iteration 13Q (302.915176 sec): 3 clusters Score: Raw -2188480.453604 + Penalty 980.085268 = -2187500.368336 nChanged 875 SP:Iteration 14Q (302.965904 sec): 3 clusters Score: Raw -2188837.747063 + Penalty 980.085268 = -2187857.661795 nChanged 846 SP:Iteration 15Q (303.016653 sec): 3 clusters Score: Raw -2189180.139992 + Penalty 980.085268 = -2188200.054724 nChanged 798 SP:Iteration 16Q (303.067546 sec): 3 clusters Score: Raw -2189499.330533 + Penalty 980.085268 = -2188519.245265 nChanged 749 SP:Iteration 17Q (303.118125 sec): 3 clusters Score: Raw -2189785.978975 + Penalty 980.085268 = -2188805.893707 nChanged 678 SP:Iteration 18Q (303.167399 sec): 3 clusters Score: Raw -2190049.394055 + Penalty 980.085268 = -2189069.308786 nChanged 682 SP:Iteration 19Q (303.216920 sec): 3 clusters Score: Raw -2190297.723925 + Penalty 980.085268 = -2189317.638657 nChanged 654 SP:Iteration 20F (303.266091 sec): 3 clusters Score: Raw -2190507.609818 + Penalty 980.085268 = -2189527.524550 nChanged 603 SP:Iteration 21Q (303.316333 sec): 3 clusters Score: Raw -2190700.813205 + Penalty 980.085268 = -2189720.727936 nChanged 614 SP:Iteration 22Q (303.366818 sec): 3 clusters Score: Raw -2190904.014156 + Penalty 980.085268 = -2189923.928888 nChanged 576 SP:Iteration 23Q (303.415955 sec): 3 clusters Score: Raw -2191110.571170 + Penalty 980.085268 = -2190130.485902 nChanged 608 SP:Iteration 24Q (303.466307 sec): 3 clusters Score: Raw -2191331.714179 + Penalty 980.085268 = -2190351.628911 nChanged 568 SP:Iteration 25Q (303.515724 sec): 3 clusters Score: Raw -2191534.224095 + Penalty 980.085268 = -2190554.138827 nChanged 547 SP:Iteration 26Q (303.574890 sec): 3 clusters Score: Raw -2191725.168413 + Penalty 980.085268 = -2190745.083145 nChanged 485 SP:Iteration 27Q (303.624194 sec): 3 clusters Score: Raw -2191895.045958 + Penalty 980.085268 = -2190914.960690 nChanged 471 SP:Iteration 28Q (303.673031 sec): 3 clusters Score: Raw -2192076.400822 + Penalty 980.085268 = -2191096.315554 nChanged 433 SP:Iteration 29Q (303.721984 sec): 3 clusters Score: Raw -2192232.475301 + Penalty 980.085268 = -2191252.390033 nChanged 361 SP:Iteration 30Q (303.770692 sec): 3 clusters Score: Raw -2192362.273877 + Penalty 980.085268 = -2191382.188609 nChanged 384 SP:Iteration 31Q (303.819206 sec): 3 clusters Score: Raw -2192510.103692 + Penalty 980.085268 = -2191530.018424 nChanged 349 SP:Iteration 32Q (303.868135 sec): 3 clusters Score: Raw -2192638.700522 + Penalty 980.085268 = -2191658.615254 nChanged 301 SP:Iteration 33Q (303.916013 sec): 3 clusters Score: Raw -2192748.735594 + Penalty 980.085268 = -2191768.650326 nChanged 250 SP:Iteration 34Q (303.963772 sec): 3 clusters Score: Raw -2192835.332662 + Penalty 980.085268 = -2191855.247394 nChanged 225 SP:Iteration 35Q (304.011355 sec): 3 clusters Score: Raw -2192910.595301 + Penalty 980.085268 = -2191930.510033 nChanged 171 SP:Iteration 36Q (304.058878 sec): 3 clusters Score: Raw -2192962.116262 + Penalty 980.085268 = -2191982.030993 nChanged 144 SP:Iteration 37Q (304.106407 sec): 3 clusters Score: Raw -2193005.736405 + Penalty 980.085268 = -2192025.651136 nChanged 126 SP:Iteration 38Q (304.153467 sec): 3 clusters Score: Raw -2193039.281965 + Penalty 980.085268 = -2192059.196697 nChanged 105 SP:Iteration 39Q (304.200479 sec): 3 clusters Score: Raw -2193066.384043 + Penalty 980.085268 = -2192086.298775 nChanged 83 SP:Iteration 40F (304.249853 sec): 3 clusters Score: Raw -2193088.438531 + Penalty 980.085268 = -2192108.353263 nChanged 91 SP:Iteration 41Q (304.297554 sec): 3 clusters Score: Raw -2193113.288244 + Penalty 980.085268 = -2192133.202976 nChanged 98 SP:Iteration 42Q (304.344775 sec): 3 clusters Score: Raw -2193143.036399 + Penalty 980.085268 = -2192162.951131 nChanged 81 SP:Iteration 43Q (304.391383 sec): 3 clusters Score: Raw -2193167.393601 + Penalty 980.085268 = -2192187.308333 nChanged 70 SP:Iteration 44Q (304.438651 sec): 3 clusters Score: Raw -2193188.436053 + Penalty 980.085268 = -2192208.350785 nChanged 57 SP:Iteration 45Q (304.485418 sec): 3 clusters Score: Raw -2193202.517563 + Penalty 980.085268 = -2192222.432294 nChanged 33 SP:Iteration 46Q (304.531889 sec): 3 clusters Score: Raw -2193207.731179 + Penalty 980.085268 = -2192227.645911 nChanged 20 SP:Iteration 47Q (304.578638 sec): 3 clusters Score: Raw -2193211.590359 + Penalty 980.085268 = -2192231.505091 nChanged 18 SP:Iteration 48Q (304.625896 sec): 3 clusters Score: Raw -2193214.953145 + Penalty 980.085268 = -2192234.867877 nChanged 22 SP:Iteration 49Q (304.672658 sec): 3 clusters Score: Raw -2193219.053753 + Penalty 980.085268 = -2192238.968485 nChanged 26 SP:Iteration 50Q (304.719796 sec): 3 clusters Score: Raw -2193223.606678 + Penalty 980.085268 = -2192243.521410 nChanged 24 SP:Iteration 51Q (304.766855 sec): 3 clusters Score: Raw -2193227.398799 + Penalty 980.085268 = -2192247.313531 nChanged 17 SP:Iteration 52Q (304.838601 sec): 3 clusters Score: Raw -2193231.683344 + Penalty 980.085268 = -2192251.598076 nChanged 16 SP:Iteration 53Q (304.883754 sec): 3 clusters Score: Raw -2193236.016372 + Penalty 980.085268 = -2192255.931104 nChanged 20 SP:Iteration 54Q (304.930069 sec): 3 clusters Score: Raw -2193241.057724 + Penalty 980.085268 = -2192260.972456 nChanged 27 SP:Iteration 55Q (304.976565 sec): 3 clusters Score: Raw -2193248.559867 + Penalty 980.085268 = -2192268.474599 nChanged 23 SP:Iteration 56Q (305.023046 sec): 3 clusters Score: Raw -2193255.094107 + Penalty 980.085268 = -2192275.008839 nChanged 14 SP:Iteration 57Q (305.069542 sec): 3 clusters Score: Raw -2193260.664649 + Penalty 980.085268 = -2192280.579380 nChanged 22 SP:Iteration 58Q (305.115919 sec): 3 clusters Score: Raw -2193266.779995 + Penalty 980.085268 = -2192286.694726 nChanged 19 SP:Iteration 59Q (305.162379 sec): 3 clusters Score: Raw -2193271.972471 + Penalty 980.085268 = -2192291.887203 nChanged 17 SP:Iteration 60F (305.211522 sec): 3 clusters Score: Raw -2193275.108507 + Penalty 980.085268 = -2192295.023238 nChanged 10 SP:Iteration 61Q (305.257907 sec): 3 clusters Score: Raw -2193277.372789 + Penalty 980.085268 = -2192297.287521 nChanged 7 SP:Iteration 62Q (305.304281 sec): 3 clusters Score: Raw -2193279.257248 + Penalty 980.085268 = -2192299.171979 nChanged 10 SP:Iteration 63Q (305.350584 sec): 3 clusters Score: Raw -2193282.172401 + Penalty 980.085268 = -2192302.087133 nChanged 7 SP:Iteration 64Q (305.396879 sec): 3 clusters Score: Raw -2193283.440335 + Penalty 980.085268 = -2192303.355066 nChanged 7 SP:Iteration 65Q (305.443421 sec): 3 clusters Score: Raw -2193285.057405 + Penalty 980.085268 = -2192304.972137 nChanged 4 SP:Iteration 66Q (305.489832 sec): 3 clusters Score: Raw -2193285.944083 + Penalty 980.085268 = -2192305.858814 nChanged 5 SP:Iteration 67Q (305.536149 sec): 3 clusters Score: Raw -2193287.564954 + Penalty 980.085268 = -2192307.479686 nChanged 8 SP:Iteration 68Q (305.582276 sec): 3 clusters Score: Raw -2193291.802928 + Penalty 980.085268 = -2192311.717660 nChanged 8 SP:Iteration 69Q (305.629008 sec): 3 clusters Score: Raw -2193295.245294 + Penalty 980.085268 = -2192315.160026 nChanged 11 SP:Iteration 70Q (305.675832 sec): 3 clusters Score: Raw -2193297.868824 + Penalty 980.085268 = -2192317.783555 nChanged 7 SP:Iteration 71Q (305.722139 sec): 3 clusters Score: Raw -2193299.818243 + Penalty 980.085268 = -2192319.732975 nChanged 5 SP:Iteration 72Q (305.768417 sec): 3 clusters Score: Raw -2193300.588440 + Penalty 980.085268 = -2192320.503171 nChanged 6 SP:Iteration 73Q (305.814782 sec): 3 clusters Score: Raw -2193301.929647 + Penalty 980.085268 = -2192321.844378 nChanged 8 SP:Iteration 74Q (305.861197 sec): 3 clusters Score: Raw -2193303.239380 + Penalty 980.085268 = -2192323.154111 nChanged 5 SP:Iteration 75Q (305.907306 sec): 3 clusters Score: Raw -2193304.456686 + Penalty 980.085268 = -2192324.371418 nChanged 7 SP:Iteration 76Q (305.953655 sec): 3 clusters Score: Raw -2193306.091174 + Penalty 980.085268 = -2192326.005905 nChanged 7 SP:Iteration 77Q (306.000100 sec): 3 clusters Score: Raw -2193307.557172 + Penalty 980.085268 = -2192327.471904 nChanged 6 SP:Iteration 78Q (306.046409 sec): 3 clusters Score: Raw -2193308.727257 + Penalty 980.085268 = -2192328.641988 nChanged 7 SP:Iteration 79Q (306.092764 sec): 3 clusters Score: Raw -2193309.681448 + Penalty 980.085268 = -2192329.596179 nChanged 4 SP:Iteration 80F (306.141707 sec): 3 clusters Score: Raw -2193310.673897 + Penalty 980.085268 = -2192330.588629 nChanged 4 SP:Iteration 81Q (306.188251 sec): 3 clusters Score: Raw -2193312.142813 + Penalty 980.085268 = -2192332.057545 nChanged 7 SP:Iteration 82Q (306.235041 sec): 3 clusters Score: Raw -2193313.773588 + Penalty 980.085268 = -2192333.688320 nChanged 5 SP:Iteration 83Q (306.281375 sec): 3 clusters Score: Raw -2193315.258499 + Penalty 980.085268 = -2192335.173231 nChanged 5 SP:Iteration 84Q (306.327391 sec): 3 clusters Score: Raw -2193316.226337 + Penalty 980.085268 = -2192336.141069 nChanged 2 SP:Iteration 85Q (306.373631 sec): 3 clusters Score: Raw -2193316.965374 + Penalty 980.085268 = -2192336.880106 nChanged 3 SP:Iteration 86Q (306.419950 sec): 3 clusters Score: Raw -2193317.638493 + Penalty 980.085268 = -2192337.553224 nChanged 1 SP:Iteration 87Q (306.466279 sec): 3 clusters Score: Raw -2193317.804319 + Penalty 980.085268 = -2192337.719051 nChanged 1 SP:Iteration 88Q (306.513089 sec): 3 clusters Score: Raw -2193317.867570 + Penalty 980.085268 = -2192337.782302 nChanged 0 SP:Iteration 89F (306.562038 sec): 3 clusters Score: Raw -2193317.867570 + Penalty 980.085268 = -2192337.782302 nChanged 0 Trying to split cluster 10 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.568611 sec): 2 clusters Score: Raw -36829.897600 + Penalty 306.531997 = -36523.365603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.571612 sec): 3 clusters Score: Raw -36428.731330 + Penalty 613.063993 = -35815.667337 nChanged 331 SP:Iteration 1F (306.574286 sec): 3 clusters Score: Raw -36637.788852 + Penalty 613.063993 = -36024.724858 nChanged 65 SP:Iteration 2F (306.576913 sec): 3 clusters Score: Raw -36671.123773 + Penalty 613.063993 = -36058.059780 nChanged 40 SP:Iteration 3Q (306.579561 sec): 3 clusters Score: Raw -36693.135126 + Penalty 613.063993 = -36080.071133 nChanged 30 SP:Iteration 4Q (306.582206 sec): 3 clusters Score: Raw -36710.681314 + Penalty 613.063993 = -36097.617321 nChanged 25 SP:Iteration 5Q (306.584837 sec): 3 clusters Score: Raw -36723.059649 + Penalty 613.063993 = -36109.995656 nChanged 22 SP:Iteration 6Q (306.587472 sec): 3 clusters Score: Raw -36738.885491 + Penalty 613.063993 = -36125.821498 nChanged 25 SP:Iteration 7Q (306.590079 sec): 3 clusters Score: Raw -36752.910855 + Penalty 613.063993 = -36139.846862 nChanged 23 SP:Iteration 8Q (306.592718 sec): 3 clusters Score: Raw -36772.490282 + Penalty 613.063993 = -36159.426289 nChanged 21 SP:Iteration 9Q (306.595342 sec): 3 clusters Score: Raw -36794.231852 + Penalty 613.063993 = -36181.167859 nChanged 18 SP:Iteration 10Q (306.597962 sec): 3 clusters Score: Raw -36805.315571 + Penalty 613.063993 = -36192.251578 nChanged 13 SP:Iteration 11Q (306.600570 sec): 3 clusters Score: Raw -36813.872183 + Penalty 613.063993 = -36200.808190 nChanged 16 SP:Iteration 12Q (306.603182 sec): 3 clusters Score: Raw -36827.309531 + Penalty 613.063993 = -36214.245538 nChanged 13 SP:Iteration 13Q (306.605778 sec): 3 clusters Score: Raw -36839.634423 + Penalty 613.063993 = -36226.570430 nChanged 11 SP:Iteration 14Q (306.608371 sec): 3 clusters Score: Raw -36846.607950 + Penalty 613.063993 = -36233.543957 nChanged 8 SP:Iteration 15Q (306.610958 sec): 3 clusters Score: Raw -36851.397716 + Penalty 613.063993 = -36238.333722 nChanged 5 SP:Iteration 16Q (306.613539 sec): 3 clusters Score: Raw -36853.947531 + Penalty 613.063993 = -36240.883538 nChanged 5 SP:Iteration 17Q (306.616119 sec): 3 clusters Score: Raw -36856.549924 + Penalty 613.063993 = -36243.485931 nChanged 4 SP:Iteration 18Q (306.618698 sec): 3 clusters Score: Raw -36857.403506 + Penalty 613.063993 = -36244.339512 nChanged 2 SP:Iteration 19Q (306.621296 sec): 3 clusters Score: Raw -36857.858376 + Penalty 613.063993 = -36244.794383 nChanged 1 SP:Iteration 20F (306.623885 sec): 3 clusters Score: Raw -36858.206895 + Penalty 613.063993 = -36245.142902 nChanged 0 Trying to split cluster 11 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.630573 sec): 2 clusters Score: Raw -25211.971530 + Penalty 288.486348 = -24923.485182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.632779 sec): 3 clusters Score: Raw -24955.938041 + Penalty 576.972697 = -24378.965345 nChanged 209 SP:Iteration 1F (306.634725 sec): 3 clusters Score: Raw -25098.516801 + Penalty 576.972697 = -24521.544105 nChanged 36 SP:Iteration 2F (306.636667 sec): 3 clusters Score: Raw -25132.230296 + Penalty 576.972697 = -24555.257600 nChanged 28 SP:Iteration 3Q (306.638622 sec): 3 clusters Score: Raw -25158.048951 + Penalty 576.972697 = -24581.076255 nChanged 27 SP:Iteration 4Q (306.640560 sec): 3 clusters Score: Raw -25176.203439 + Penalty 576.972697 = -24599.230742 nChanged 14 SP:Iteration 5Q (306.642489 sec): 3 clusters Score: Raw -25187.470814 + Penalty 576.972697 = -24610.498117 nChanged 17 SP:Iteration 6Q (306.644432 sec): 3 clusters Score: Raw -25196.924004 + Penalty 576.972697 = -24619.951307 nChanged 10 SP:Iteration 7Q (306.646371 sec): 3 clusters Score: Raw -25205.043117 + Penalty 576.972697 = -24628.070421 nChanged 9 SP:Iteration 8Q (306.648296 sec): 3 clusters Score: Raw -25212.076129 + Penalty 576.972697 = -24635.103433 nChanged 5 SP:Iteration 9Q (306.650225 sec): 3 clusters Score: Raw -25217.589100 + Penalty 576.972697 = -24640.616404 nChanged 4 SP:Iteration 10Q (306.652186 sec): 3 clusters Score: Raw -25220.325696 + Penalty 576.972697 = -24643.353000 nChanged 5 SP:Iteration 11Q (306.654151 sec): 3 clusters Score: Raw -25222.785395 + Penalty 576.972697 = -24645.812699 nChanged 4 SP:Iteration 12Q (306.656082 sec): 3 clusters Score: Raw -25224.374466 + Penalty 576.972697 = -24647.401769 nChanged 4 SP:Iteration 13Q (306.658012 sec): 3 clusters Score: Raw -25226.831420 + Penalty 576.972697 = -24649.858723 nChanged 2 SP:Iteration 14Q (306.659925 sec): 3 clusters Score: Raw -25227.371955 + Penalty 576.972697 = -24650.399259 nChanged 2 SP:Iteration 15Q (306.661844 sec): 3 clusters Score: Raw -25227.759853 + Penalty 576.972697 = -24650.787156 nChanged 1 SP:Iteration 16Q (306.663786 sec): 3 clusters Score: Raw -25228.168169 + Penalty 576.972697 = -24651.195472 nChanged 1 SP:Iteration 17Q (306.665705 sec): 3 clusters Score: Raw -25228.597383 + Penalty 576.972697 = -24651.624687 nChanged 1 SP:Iteration 18Q (306.667622 sec): 3 clusters Score: Raw -25229.507195 + Penalty 576.972697 = -24652.534499 nChanged 1 SP:Iteration 19Q (306.669538 sec): 3 clusters Score: Raw -25229.735380 + Penalty 576.972697 = -24652.762683 nChanged 0 SP:Iteration 20F (306.671476 sec): 3 clusters Score: Raw -25229.735380 + Penalty 576.972697 = -24652.762683 nChanged 0 Trying to split cluster 12 (1386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.679651 sec): 2 clusters Score: Raw -72921.954232 + Penalty 329.155062 = -72592.799171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.684158 sec): 3 clusters Score: Raw -72218.903271 + Penalty 658.310123 = -71560.593147 nChanged 576 SP:Iteration 1F (306.688129 sec): 3 clusters Score: Raw -72611.229976 + Penalty 658.310123 = -71952.919853 nChanged 133 SP:Iteration 2F (306.691892 sec): 3 clusters Score: Raw -72743.472699 + Penalty 658.310123 = -72085.162576 nChanged 112 SP:Iteration 3F (306.695841 sec): 3 clusters Score: Raw -72856.334313 + Penalty 658.310123 = -72198.024190 nChanged 80 SP:Iteration 4F (306.699790 sec): 3 clusters Score: Raw -72924.134103 + Penalty 658.310123 = -72265.823980 nChanged 49 SP:Iteration 5Q (306.703759 sec): 3 clusters Score: Raw -72957.917543 + Penalty 658.310123 = -72299.607419 nChanged 40 SP:Iteration 6Q (306.707715 sec): 3 clusters Score: Raw -72982.875036 + Penalty 658.310123 = -72324.564912 nChanged 19 SP:Iteration 7Q (306.711660 sec): 3 clusters Score: Raw -72995.309182 + Penalty 658.310123 = -72336.999058 nChanged 17 SP:Iteration 8Q (306.715616 sec): 3 clusters Score: Raw -73006.929645 + Penalty 658.310123 = -72348.619521 nChanged 19 SP:Iteration 9Q (306.719600 sec): 3 clusters Score: Raw -73025.495118 + Penalty 658.310123 = -72367.184995 nChanged 20 SP:Iteration 10Q (306.723528 sec): 3 clusters Score: Raw -73052.524090 + Penalty 658.310123 = -72394.213966 nChanged 17 SP:Iteration 11Q (306.727408 sec): 3 clusters Score: Raw -73072.228652 + Penalty 658.310123 = -72413.918528 nChanged 13 SP:Iteration 12Q (306.731298 sec): 3 clusters Score: Raw -73079.331426 + Penalty 658.310123 = -72421.021302 nChanged 10 SP:Iteration 13Q (306.735177 sec): 3 clusters Score: Raw -73084.618841 + Penalty 658.310123 = -72426.308718 nChanged 6 SP:Iteration 14Q (306.739049 sec): 3 clusters Score: Raw -73090.481616 + Penalty 658.310123 = -72432.171493 nChanged 8 SP:Iteration 15Q (306.742927 sec): 3 clusters Score: Raw -73095.040762 + Penalty 658.310123 = -72436.730638 nChanged 7 SP:Iteration 16Q (306.746791 sec): 3 clusters Score: Raw -73097.157486 + Penalty 658.310123 = -72438.847363 nChanged 0 SP:Iteration 17F (306.750763 sec): 3 clusters Score: Raw -73097.157486 + Penalty 658.310123 = -72438.847363 nChanged 0 Trying to split cluster 13 (30849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.786296 sec): 2 clusters Score: Raw -1497035.719214 + Penalty 470.327112 = -1496565.392101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.827159 sec): 3 clusters Score: Raw -1476903.595275 + Penalty 940.654225 = -1475962.941050 nChanged 14804 SP:Iteration 1F (306.863795 sec): 3 clusters Score: Raw -1487334.675300 + Penalty 940.654225 = -1486394.021075 nChanged 2503 SP:Iteration 2F (306.900357 sec): 3 clusters Score: Raw -1489325.999918 + Penalty 940.654225 = -1488385.345693 nChanged 2565 SP:Iteration 3F (306.937317 sec): 3 clusters Score: Raw -1491616.040498 + Penalty 940.654225 = -1490675.386273 nChanged 2126 SP:Iteration 4F (306.973872 sec): 3 clusters Score: Raw -1493616.581343 + Penalty 940.654225 = -1492675.927118 nChanged 1421 SP:Iteration 5Q (307.011391 sec): 3 clusters Score: Raw -1494697.001814 + Penalty 940.654225 = -1493756.347589 nChanged 952 SP:Iteration 6Q (307.048037 sec): 3 clusters Score: Raw -1495186.987689 + Penalty 940.654225 = -1494246.333464 nChanged 592 SP:Iteration 7Q (307.084344 sec): 3 clusters Score: Raw -1495437.175942 + Penalty 940.654225 = -1494496.521717 nChanged 435 SP:Iteration 8Q (307.120948 sec): 3 clusters Score: Raw -1495611.203496 + Penalty 940.654225 = -1494670.549271 nChanged 401 SP:Iteration 9Q (307.156995 sec): 3 clusters Score: Raw -1495765.907864 + Penalty 940.654225 = -1494825.253639 nChanged 383 SP:Iteration 10Q (307.193050 sec): 3 clusters Score: Raw -1495914.492320 + Penalty 940.654225 = -1494973.838095 nChanged 356 SP:Iteration 11Q (307.229404 sec): 3 clusters Score: Raw -1496050.089835 + Penalty 940.654225 = -1495109.435611 nChanged 325 SP:Iteration 12Q (307.265282 sec): 3 clusters Score: Raw -1496181.385393 + Penalty 940.654225 = -1495240.731169 nChanged 297 SP:Iteration 13Q (307.301180 sec): 3 clusters Score: Raw -1496307.971139 + Penalty 940.654225 = -1495367.316914 nChanged 300 SP:Iteration 14Q (307.337125 sec): 3 clusters Score: Raw -1496436.556970 + Penalty 940.654225 = -1495495.902745 nChanged 250 SP:Iteration 15Q (307.372701 sec): 3 clusters Score: Raw -1496547.914156 + Penalty 940.654225 = -1495607.259931 nChanged 249 SP:Iteration 16Q (307.408414 sec): 3 clusters Score: Raw -1496678.704466 + Penalty 940.654225 = -1495738.050241 nChanged 217 SP:Iteration 17Q (307.443621 sec): 3 clusters Score: Raw -1496804.335469 + Penalty 940.654225 = -1495863.681244 nChanged 197 SP:Iteration 18Q (307.478863 sec): 3 clusters Score: Raw -1496916.918667 + Penalty 940.654225 = -1495976.264442 nChanged 185 SP:Iteration 19Q (307.513916 sec): 3 clusters Score: Raw -1497017.569296 + Penalty 940.654225 = -1496076.915071 nChanged 129 SP:Iteration 20F (307.550388 sec): 3 clusters Score: Raw -1497073.277150 + Penalty 940.654225 = -1496132.622925 nChanged 116 SP:Iteration 21Q (307.585463 sec): 3 clusters Score: Raw -1497120.888214 + Penalty 940.654225 = -1496180.233989 nChanged 98 SP:Iteration 22Q (307.620770 sec): 3 clusters Score: Raw -1497160.805276 + Penalty 940.654225 = -1496220.151051 nChanged 95 SP:Iteration 23Q (307.655529 sec): 3 clusters Score: Raw -1497193.999187 + Penalty 940.654225 = -1496253.344963 nChanged 82 SP:Iteration 24Q (307.690574 sec): 3 clusters Score: Raw -1497215.451022 + Penalty 940.654225 = -1496274.796797 nChanged 53 SP:Iteration 25Q (307.725470 sec): 3 clusters Score: Raw -1497228.283527 + Penalty 940.654225 = -1496287.629302 nChanged 54 SP:Iteration 26Q (307.760621 sec): 3 clusters Score: Raw -1497243.569106 + Penalty 940.654225 = -1496302.914881 nChanged 46 SP:Iteration 27Q (307.795797 sec): 3 clusters Score: Raw -1497260.501513 + Penalty 940.654225 = -1496319.847288 nChanged 60 SP:Iteration 28Q (307.830727 sec): 3 clusters Score: Raw -1497284.425607 + Penalty 940.654225 = -1496343.771382 nChanged 50 SP:Iteration 29Q (307.865052 sec): 3 clusters Score: Raw -1497298.953872 + Penalty 940.654225 = -1496358.299647 nChanged 34 SP:Iteration 30Q (307.900124 sec): 3 clusters Score: Raw -1497306.927316 + Penalty 940.654225 = -1496366.273091 nChanged 23 SP:Iteration 31Q (307.934669 sec): 3 clusters Score: Raw -1497311.305433 + Penalty 940.654225 = -1496370.651208 nChanged 22 SP:Iteration 32Q (307.969723 sec): 3 clusters Score: Raw -1497314.551479 + Penalty 940.654225 = -1496373.897254 nChanged 18 SP:Iteration 33Q (308.004381 sec): 3 clusters Score: Raw -1497316.693669 + Penalty 940.654225 = -1496376.039445 nChanged 18 SP:Iteration 34Q (308.038921 sec): 3 clusters Score: Raw -1497318.847478 + Penalty 940.654225 = -1496378.193253 nChanged 10 SP:Iteration 35Q (308.073704 sec): 3 clusters Score: Raw -1497320.048548 + Penalty 940.654225 = -1496379.394323 nChanged 10 SP:Iteration 36Q (308.108402 sec): 3 clusters Score: Raw -1497321.726183 + Penalty 940.654225 = -1496381.071958 nChanged 11 SP:Iteration 37Q (308.142991 sec): 3 clusters Score: Raw -1497323.189943 + Penalty 940.654225 = -1496382.535718 nChanged 14 SP:Iteration 38Q (308.178091 sec): 3 clusters Score: Raw -1497325.712784 + Penalty 940.654225 = -1496385.058559 nChanged 18 SP:Iteration 39Q (308.212957 sec): 3 clusters Score: Raw -1497328.761266 + Penalty 940.654225 = -1496388.107042 nChanged 9 SP:Iteration 40F (308.249786 sec): 3 clusters Score: Raw -1497329.797681 + Penalty 940.654225 = -1496389.143456 nChanged 7 SP:Iteration 41Q (308.284359 sec): 3 clusters Score: Raw -1497330.901987 + Penalty 940.654225 = -1496390.247763 nChanged 6 SP:Iteration 42Q (308.319159 sec): 3 clusters Score: Raw -1497331.577106 + Penalty 940.654225 = -1496390.922881 nChanged 6 SP:Iteration 43Q (308.381366 sec): 3 clusters Score: Raw -1497332.486764 + Penalty 940.654225 = -1496391.832539 nChanged 6 SP:Iteration 44Q (308.452163 sec): 3 clusters Score: Raw -1497333.241915 + Penalty 940.654225 = -1496392.587690 nChanged 5 SP:Iteration 45Q (308.517663 sec): 3 clusters Score: Raw -1497333.660385 + Penalty 940.654225 = -1496393.006160 nChanged 4 SP:Iteration 46Q (308.583684 sec): 3 clusters Score: Raw -1497334.091318 + Penalty 940.654225 = -1496393.437093 nChanged 4 SP:Iteration 47Q (308.648346 sec): 3 clusters Score: Raw -1497334.406045 + Penalty 940.654225 = -1496393.751820 nChanged 4 SP:Iteration 48Q (308.719277 sec): 3 clusters Score: Raw -1497334.957578 + Penalty 940.654225 = -1496394.303353 nChanged 3 SP:Iteration 49Q (308.771294 sec): 3 clusters Score: Raw -1497335.519765 + Penalty 940.654225 = -1496394.865540 nChanged 2 SP:Iteration 50Q (308.837028 sec): 3 clusters Score: Raw -1497335.624389 + Penalty 940.654225 = -1496394.970164 nChanged 0 SP:Iteration 51F (308.906054 sec): 3 clusters Score: Raw -1497335.624389 + Penalty 940.654225 = -1496394.970164 nChanged 0 Trying to split cluster 14 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.926988 sec): 2 clusters Score: Raw -35277.237051 + Penalty 307.651561 = -34969.585490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.969645 sec): 3 clusters Score: Raw -34862.414152 + Penalty 615.303122 = -34247.111030 nChanged 339 SP:Iteration 1F (309.022671 sec): 3 clusters Score: Raw -35101.631680 + Penalty 615.303122 = -34486.328558 nChanged 70 SP:Iteration 2F (309.055132 sec): 3 clusters Score: Raw -35156.211856 + Penalty 615.303122 = -34540.908734 nChanged 50 SP:Iteration 3F (309.097600 sec): 3 clusters Score: Raw -35188.836826 + Penalty 615.303122 = -34573.533704 nChanged 36 SP:Iteration 4Q (309.140544 sec): 3 clusters Score: Raw -35210.746480 + Penalty 615.303122 = -34595.443358 nChanged 34 SP:Iteration 5Q (309.183013 sec): 3 clusters Score: Raw -35237.099285 + Penalty 615.303122 = -34621.796163 nChanged 31 SP:Iteration 6Q (309.226503 sec): 3 clusters Score: Raw -35262.901684 + Penalty 615.303122 = -34647.598562 nChanged 29 SP:Iteration 7Q (309.269396 sec): 3 clusters Score: Raw -35287.710928 + Penalty 615.303122 = -34672.407806 nChanged 25 SP:Iteration 8Q (309.312241 sec): 3 clusters Score: Raw -35308.531898 + Penalty 615.303122 = -34693.228776 nChanged 26 SP:Iteration 9Q (309.355835 sec): 3 clusters Score: Raw -35326.816933 + Penalty 615.303122 = -34711.513811 nChanged 21 SP:Iteration 10Q (309.399276 sec): 3 clusters Score: Raw -35351.468256 + Penalty 615.303122 = -34736.165134 nChanged 27 SP:Iteration 11Q (309.442319 sec): 3 clusters Score: Raw -35416.156529 + Penalty 615.303122 = -34800.853407 nChanged 37 SP:Iteration 12Q (309.465983 sec): 3 clusters Score: Raw -35477.685149 + Penalty 615.303122 = -34862.382027 nChanged 24 SP:Iteration 13Q (309.468627 sec): 3 clusters Score: Raw -35508.275035 + Penalty 615.303122 = -34892.971913 nChanged 18 SP:Iteration 14Q (309.471262 sec): 3 clusters Score: Raw -35522.536849 + Penalty 615.303122 = -34907.233727 nChanged 8 SP:Iteration 15Q (309.473892 sec): 3 clusters Score: Raw -35527.793811 + Penalty 615.303122 = -34912.490689 nChanged 2 SP:Iteration 16Q (309.476490 sec): 3 clusters Score: Raw -35534.608193 + Penalty 615.303122 = -34919.305071 nChanged 6 SP:Iteration 17Q (309.479078 sec): 3 clusters Score: Raw -35545.720762 + Penalty 615.303122 = -34930.417640 nChanged 5 SP:Iteration 18Q (309.481666 sec): 3 clusters Score: Raw -35552.662594 + Penalty 615.303122 = -34937.359472 nChanged 7 SP:Iteration 19Q (309.484244 sec): 3 clusters Score: Raw -35559.889664 + Penalty 615.303122 = -34944.586542 nChanged 5 SP:Iteration 20F (309.486895 sec): 3 clusters Score: Raw -35563.002008 + Penalty 615.303122 = -34947.698886 nChanged 2 SP:Iteration 21Q (309.489465 sec): 3 clusters Score: Raw -35564.958711 + Penalty 615.303122 = -34949.655589 nChanged 2 SP:Iteration 22Q (309.492070 sec): 3 clusters Score: Raw -35566.495139 + Penalty 615.303122 = -34951.192017 nChanged 3 SP:Iteration 23Q (309.494677 sec): 3 clusters Score: Raw -35567.836480 + Penalty 615.303122 = -34952.533358 nChanged 1 SP:Iteration 24Q (309.497252 sec): 3 clusters Score: Raw -35568.201996 + Penalty 615.303122 = -34952.898874 nChanged 0 SP:Iteration 25F (309.499895 sec): 3 clusters Score: Raw -35568.201996 + Penalty 615.303122 = -34952.898874 nChanged 0 Trying to split cluster 15 (3309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.515344 sec): 2 clusters Score: Raw -161715.235228 + Penalty 368.750260 = -161346.484969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.525026 sec): 3 clusters Score: Raw -159770.773843 + Penalty 737.500519 = -159033.273324 nChanged 1491 SP:Iteration 1F (309.533668 sec): 3 clusters Score: Raw -160586.164968 + Penalty 737.500519 = -159848.664449 nChanged 217 SP:Iteration 2F (309.542306 sec): 3 clusters Score: Raw -160676.805827 + Penalty 737.500519 = -159939.305308 nChanged 153 SP:Iteration 3Q (309.551030 sec): 3 clusters Score: Raw -160736.934445 + Penalty 737.500519 = -159999.433926 nChanged 144 SP:Iteration 4Q (309.559765 sec): 3 clusters Score: Raw -160804.274331 + Penalty 737.500519 = -160066.773812 nChanged 153 SP:Iteration 5Q (309.568467 sec): 3 clusters Score: Raw -160874.235323 + Penalty 737.500519 = -160136.734804 nChanged 148 SP:Iteration 6Q (309.577162 sec): 3 clusters Score: Raw -160951.841010 + Penalty 737.500519 = -160214.340491 nChanged 148 SP:Iteration 7Q (309.585875 sec): 3 clusters Score: Raw -161043.489180 + Penalty 737.500519 = -160305.988661 nChanged 157 SP:Iteration 8Q (309.594577 sec): 3 clusters Score: Raw -161171.716633 + Penalty 737.500519 = -160434.216114 nChanged 151 SP:Iteration 9Q (309.603236 sec): 3 clusters Score: Raw -161300.317378 + Penalty 737.500519 = -160562.816859 nChanged 125 SP:Iteration 10Q (309.611819 sec): 3 clusters Score: Raw -161396.472426 + Penalty 737.500519 = -160658.971907 nChanged 102 SP:Iteration 11Q (309.620411 sec): 3 clusters Score: Raw -161466.636762 + Penalty 737.500519 = -160729.136243 nChanged 79 SP:Iteration 12Q (309.628945 sec): 3 clusters Score: Raw -161500.847443 + Penalty 737.500519 = -160763.346924 nChanged 55 SP:Iteration 13Q (309.637474 sec): 3 clusters Score: Raw -161518.902463 + Penalty 737.500519 = -160781.401944 nChanged 32 SP:Iteration 14Q (309.645935 sec): 3 clusters Score: Raw -161534.033800 + Penalty 737.500519 = -160796.533281 nChanged 35 SP:Iteration 15Q (309.654423 sec): 3 clusters Score: Raw -161547.221616 + Penalty 737.500519 = -160809.721097 nChanged 25 SP:Iteration 16Q (309.662880 sec): 3 clusters Score: Raw -161553.172689 + Penalty 737.500519 = -160815.672169 nChanged 18 SP:Iteration 17Q (309.671319 sec): 3 clusters Score: Raw -161556.767346 + Penalty 737.500519 = -160819.266827 nChanged 17 SP:Iteration 18Q (309.679756 sec): 3 clusters Score: Raw -161560.105535 + Penalty 737.500519 = -160822.605016 nChanged 15 SP:Iteration 19Q (309.688245 sec): 3 clusters Score: Raw -161563.744174 + Penalty 737.500519 = -160826.243655 nChanged 17 SP:Iteration 20F (309.696797 sec): 3 clusters Score: Raw -161569.736375 + Penalty 737.500519 = -160832.235856 nChanged 17 SP:Iteration 21Q (309.705225 sec): 3 clusters Score: Raw -161573.144663 + Penalty 737.500519 = -160835.644144 nChanged 16 SP:Iteration 22Q (309.713637 sec): 3 clusters Score: Raw -161577.312468 + Penalty 737.500519 = -160839.811949 nChanged 21 SP:Iteration 23Q (309.722145 sec): 3 clusters Score: Raw -161583.270680 + Penalty 737.500519 = -160845.770161 nChanged 16 SP:Iteration 24Q (309.730559 sec): 3 clusters Score: Raw -161588.257463 + Penalty 737.500519 = -160850.756944 nChanged 20 SP:Iteration 25Q (309.739042 sec): 3 clusters Score: Raw -161594.608651 + Penalty 737.500519 = -160857.108132 nChanged 20 SP:Iteration 26Q (309.747493 sec): 3 clusters Score: Raw -161601.399653 + Penalty 737.500519 = -160863.899134 nChanged 20 SP:Iteration 27Q (309.755906 sec): 3 clusters Score: Raw -161608.630521 + Penalty 737.500519 = -160871.130002 nChanged 16 SP:Iteration 28Q (309.764293 sec): 3 clusters Score: Raw -161613.460957 + Penalty 737.500519 = -160875.960438 nChanged 20 SP:Iteration 29Q (309.772675 sec): 3 clusters Score: Raw -161621.258763 + Penalty 737.500519 = -160883.758244 nChanged 24 SP:Iteration 30Q (309.781089 sec): 3 clusters Score: Raw -161632.223724 + Penalty 737.500519 = -160894.723205 nChanged 21 SP:Iteration 31Q (309.789532 sec): 3 clusters Score: Raw -161638.671657 + Penalty 737.500519 = -160901.171138 nChanged 18 SP:Iteration 32Q (309.797884 sec): 3 clusters Score: Raw -161644.287600 + Penalty 737.500519 = -160906.787081 nChanged 20 SP:Iteration 33Q (309.806263 sec): 3 clusters Score: Raw -161652.877045 + Penalty 737.500519 = -160915.376526 nChanged 23 SP:Iteration 34Q (309.814652 sec): 3 clusters Score: Raw -161667.369313 + Penalty 737.500519 = -160929.868794 nChanged 25 SP:Iteration 35Q (309.822960 sec): 3 clusters Score: Raw -161681.395872 + Penalty 737.500519 = -160943.895353 nChanged 23 SP:Iteration 36Q (309.831293 sec): 3 clusters Score: Raw -161698.537450 + Penalty 737.500519 = -160961.036931 nChanged 17 SP:Iteration 37Q (309.839633 sec): 3 clusters Score: Raw -161709.212255 + Penalty 737.500519 = -160971.711736 nChanged 17 SP:Iteration 38Q (309.847928 sec): 3 clusters Score: Raw -161719.509677 + Penalty 737.500519 = -160982.009158 nChanged 17 SP:Iteration 39Q (309.856178 sec): 3 clusters Score: Raw -161729.323481 + Penalty 737.500519 = -160991.822962 nChanged 12 SP:Iteration 40F (309.864689 sec): 3 clusters Score: Raw -161735.236806 + Penalty 737.500519 = -160997.736287 nChanged 12 SP:Iteration 41Q (309.872925 sec): 3 clusters Score: Raw -161740.725194 + Penalty 737.500519 = -161003.224675 nChanged 8 SP:Iteration 42Q (309.881180 sec): 3 clusters Score: Raw -161744.842767 + Penalty 737.500519 = -161007.342248 nChanged 13 SP:Iteration 43Q (309.889702 sec): 3 clusters Score: Raw -161750.326863 + Penalty 737.500519 = -161012.826344 nChanged 12 SP:Iteration 44Q (309.897909 sec): 3 clusters Score: Raw -161757.343022 + Penalty 737.500519 = -161019.842503 nChanged 12 SP:Iteration 45Q (309.906106 sec): 3 clusters Score: Raw -161763.789488 + Penalty 737.500519 = -161026.288968 nChanged 8 SP:Iteration 46Q (309.914376 sec): 3 clusters Score: Raw -161766.843465 + Penalty 737.500519 = -161029.342946 nChanged 9 SP:Iteration 47Q (309.922578 sec): 3 clusters Score: Raw -161770.859000 + Penalty 737.500519 = -161033.358481 nChanged 5 SP:Iteration 48Q (309.930793 sec): 3 clusters Score: Raw -161774.200483 + Penalty 737.500519 = -161036.699964 nChanged 3 SP:Iteration 49Q (309.939006 sec): 3 clusters Score: Raw -161774.731216 + Penalty 737.500519 = -161037.230697 nChanged 3 SP:Iteration 50Q (309.947203 sec): 3 clusters Score: Raw -161776.386489 + Penalty 737.500519 = -161038.885970 nChanged 5 SP:Iteration 51Q (309.955379 sec): 3 clusters Score: Raw -161777.825509 + Penalty 737.500519 = -161040.324990 nChanged 3 SP:Iteration 52Q (309.963573 sec): 3 clusters Score: Raw -161779.591314 + Penalty 737.500519 = -161042.090795 nChanged 3 SP:Iteration 53Q (309.971784 sec): 3 clusters Score: Raw -161780.593903 + Penalty 737.500519 = -161043.093384 nChanged 2 SP:Iteration 54Q (309.979969 sec): 3 clusters Score: Raw -161781.571936 + Penalty 737.500519 = -161044.071417 nChanged 3 SP:Iteration 55Q (309.988133 sec): 3 clusters Score: Raw -161782.718088 + Penalty 737.500519 = -161045.217569 nChanged 1 SP:Iteration 56Q (309.996311 sec): 3 clusters Score: Raw -161782.802002 + Penalty 737.500519 = -161045.301483 nChanged 0 SP:Iteration 57F (310.004876 sec): 3 clusters Score: Raw -161782.802002 + Penalty 737.500519 = -161045.301483 nChanged 0 Trying to split cluster 16 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.010207 sec): 2 clusters Score: Raw -4714.572595 + Penalty 225.809431 = -4488.763165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.011226 sec): 3 clusters Score: Raw -4716.469620 + Penalty 451.618861 = -4264.850758 nChanged 40 SP:Iteration 1F (310.012090 sec): 3 clusters Score: Raw -4788.570591 + Penalty 451.618861 = -4336.951730 nChanged 13 SP:Iteration 2F (310.012956 sec): 3 clusters Score: Raw -4815.613703 + Penalty 451.618861 = -4363.994841 nChanged 6 SP:Iteration 3Q (310.013810 sec): 3 clusters Score: Raw -4826.913442 + Penalty 451.618861 = -4375.294581 nChanged 1 SP:Iteration 4Q (310.014666 sec): 3 clusters Score: Raw -4827.415720 + Penalty 451.618861 = -4375.796859 nChanged 0 SP:Iteration 5F (310.015531 sec): 3 clusters Score: Raw -4827.415720 + Penalty 451.618861 = -4375.796859 nChanged 0 Trying to split cluster 17 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.021840 sec): 2 clusters Score: Raw -32667.480465 + Penalty 298.783596 = -32368.696870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.024459 sec): 3 clusters Score: Raw -32328.344201 + Penalty 597.567191 = -31730.777010 nChanged 265 SP:Iteration 1F (310.026756 sec): 3 clusters Score: Raw -32507.181898 + Penalty 597.567191 = -31909.614707 nChanged 63 SP:Iteration 2F (310.029072 sec): 3 clusters Score: Raw -32547.578332 + Penalty 597.567191 = -31950.011141 nChanged 25 SP:Iteration 3Q (310.031382 sec): 3 clusters Score: Raw -32570.239916 + Penalty 597.567191 = -31972.672725 nChanged 19 SP:Iteration 4Q (310.033693 sec): 3 clusters Score: Raw -32588.013548 + Penalty 597.567191 = -31990.446357 nChanged 23 SP:Iteration 5Q (310.036023 sec): 3 clusters Score: Raw -32607.617109 + Penalty 597.567191 = -32010.049917 nChanged 22 SP:Iteration 6Q (310.038334 sec): 3 clusters Score: Raw -32626.169466 + Penalty 597.567191 = -32028.602275 nChanged 19 SP:Iteration 7Q (310.040627 sec): 3 clusters Score: Raw -32639.647222 + Penalty 597.567191 = -32042.080031 nChanged 19 SP:Iteration 8Q (310.042905 sec): 3 clusters Score: Raw -32648.147183 + Penalty 597.567191 = -32050.579992 nChanged 4 SP:Iteration 9Q (310.045179 sec): 3 clusters Score: Raw -32650.253553 + Penalty 597.567191 = -32052.686362 nChanged 8 SP:Iteration 10Q (310.047451 sec): 3 clusters Score: Raw -32655.790454 + Penalty 597.567191 = -32058.223263 nChanged 6 SP:Iteration 11Q (310.049764 sec): 3 clusters Score: Raw -32661.350395 + Penalty 597.567191 = -32063.783204 nChanged 7 SP:Iteration 12Q (310.052021 sec): 3 clusters Score: Raw -32668.287911 + Penalty 597.567191 = -32070.720720 nChanged 11 SP:Iteration 13Q (310.054290 sec): 3 clusters Score: Raw -32678.342134 + Penalty 597.567191 = -32080.774943 nChanged 16 SP:Iteration 14Q (310.056546 sec): 3 clusters Score: Raw -32691.964484 + Penalty 597.567191 = -32094.397293 nChanged 12 SP:Iteration 15Q (310.059307 sec): 3 clusters Score: Raw -32701.356321 + Penalty 597.567191 = -32103.789130 nChanged 6 SP:Iteration 16Q (310.061595 sec): 3 clusters Score: Raw -32705.299266 + Penalty 597.567191 = -32107.732075 nChanged 4 SP:Iteration 17Q (310.063846 sec): 3 clusters Score: Raw -32707.119732 + Penalty 597.567191 = -32109.552541 nChanged 3 SP:Iteration 18Q (310.066094 sec): 3 clusters Score: Raw -32709.007204 + Penalty 597.567191 = -32111.440013 nChanged 3 SP:Iteration 19Q (310.068368 sec): 3 clusters Score: Raw -32712.291236 + Penalty 597.567191 = -32114.724045 nChanged 5 SP:Iteration 20F (310.070670 sec): 3 clusters Score: Raw -32717.647317 + Penalty 597.567191 = -32120.080126 nChanged 2 SP:Iteration 21Q (310.072912 sec): 3 clusters Score: Raw -32718.764706 + Penalty 597.567191 = -32121.197515 nChanged 2 SP:Iteration 22Q (310.075157 sec): 3 clusters Score: Raw -32719.294389 + Penalty 597.567191 = -32121.727198 nChanged 1 SP:Iteration 23Q (310.077401 sec): 3 clusters Score: Raw -32719.967805 + Penalty 597.567191 = -32122.400614 nChanged 0 SP:Iteration 24F (310.079690 sec): 3 clusters Score: Raw -32719.967805 + Penalty 597.567191 = -32122.400614 nChanged 0 Trying to split cluster 18 (20408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.106814 sec): 2 clusters Score: Raw -980459.869424 + Penalty 451.527543 = -980008.341881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.137628 sec): 3 clusters Score: Raw -967261.605526 + Penalty 903.055086 = -966358.550440 nChanged 9714 SP:Iteration 1F (310.166116 sec): 3 clusters Score: Raw -974032.080251 + Penalty 903.055086 = -973129.025165 nChanged 1723 SP:Iteration 2F (310.194918 sec): 3 clusters Score: Raw -975394.646501 + Penalty 903.055086 = -974491.591416 nChanged 1725 SP:Iteration 3F (310.223588 sec): 3 clusters Score: Raw -976871.772134 + Penalty 903.055086 = -975968.717048 nChanged 1430 SP:Iteration 4F (310.252201 sec): 3 clusters Score: Raw -978093.654142 + Penalty 903.055086 = -977190.599056 nChanged 1066 SP:Iteration 5F (310.281020 sec): 3 clusters Score: Raw -978992.383485 + Penalty 903.055086 = -978089.328399 nChanged 756 SP:Iteration 6Q (310.309540 sec): 3 clusters Score: Raw -979639.555381 + Penalty 903.055086 = -978736.500295 nChanged 508 SP:Iteration 7Q (310.337830 sec): 3 clusters Score: Raw -980081.748286 + Penalty 903.055086 = -979178.693200 nChanged 268 SP:Iteration 8Q (310.365763 sec): 3 clusters Score: Raw -980317.633317 + Penalty 903.055086 = -979414.578231 nChanged 140 SP:Iteration 9Q (310.393269 sec): 3 clusters Score: Raw -980456.549096 + Penalty 903.055086 = -979553.494010 nChanged 90 SP:Iteration 10Q (310.420593 sec): 3 clusters Score: Raw -980538.191023 + Penalty 903.055086 = -979635.135938 nChanged 53 SP:Iteration 11Q (310.447815 sec): 3 clusters Score: Raw -980572.545437 + Penalty 903.055086 = -979669.490351 nChanged 23 SP:Iteration 12Q (310.474777 sec): 3 clusters Score: Raw -980588.291093 + Penalty 903.055086 = -979685.236008 nChanged 14 SP:Iteration 13Q (310.501873 sec): 3 clusters Score: Raw -980598.433446 + Penalty 903.055086 = -979695.378361 nChanged 10 SP:Iteration 14Q (310.529162 sec): 3 clusters Score: Raw -980602.859614 + Penalty 903.055086 = -979699.804529 nChanged 9 SP:Iteration 15Q (310.556360 sec): 3 clusters Score: Raw -980608.121473 + Penalty 903.055086 = -979705.066387 nChanged 5 SP:Iteration 16Q (310.583352 sec): 3 clusters Score: Raw -980610.783324 + Penalty 903.055086 = -979707.728238 nChanged 7 SP:Iteration 17Q (310.622428 sec): 3 clusters Score: Raw -980612.621029 + Penalty 903.055086 = -979709.565944 nChanged 4 SP:Iteration 18Q (310.649071 sec): 3 clusters Score: Raw -980614.510871 + Penalty 903.055086 = -979711.455786 nChanged 9 SP:Iteration 19Q (310.676060 sec): 3 clusters Score: Raw -980617.620775 + Penalty 903.055086 = -979714.565690 nChanged 5 SP:Iteration 20F (310.704490 sec): 3 clusters Score: Raw -980619.174042 + Penalty 903.055086 = -979716.118956 nChanged 4 SP:Iteration 21Q (310.731564 sec): 3 clusters Score: Raw -980620.499225 + Penalty 903.055086 = -979717.444139 nChanged 5 SP:Iteration 22Q (310.758659 sec): 3 clusters Score: Raw -980621.537703 + Penalty 903.055086 = -979718.482618 nChanged 1 SP:Iteration 23Q (310.785808 sec): 3 clusters Score: Raw -980621.667800 + Penalty 903.055086 = -979718.612714 nChanged 0 SP:Iteration 24F (310.814318 sec): 3 clusters Score: Raw -980621.667800 + Penalty 903.055086 = -979718.612714 nChanged 0 Trying to split cluster 19 (64638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.872851 sec): 2 clusters Score: Raw -3183288.510757 + Penalty 503.983378 = -3182784.527379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.940902 sec): 3 clusters Score: Raw -3140234.903852 + Penalty 1007.966755 = -3139226.937097 nChanged 31369 SP:Iteration 1F (311.004352 sec): 3 clusters Score: Raw -3160735.997905 + Penalty 1007.966755 = -3159728.031150 nChanged 3710 SP:Iteration 2F (311.068309 sec): 3 clusters Score: Raw -3163025.702507 + Penalty 1007.966755 = -3162017.735752 nChanged 4189 SP:Iteration 3F (311.132204 sec): 3 clusters Score: Raw -3166264.703564 + Penalty 1007.966755 = -3165256.736809 nChanged 4365 SP:Iteration 4F (311.195723 sec): 3 clusters Score: Raw -3169990.799978 + Penalty 1007.966755 = -3168982.833222 nChanged 4037 SP:Iteration 5F (311.259091 sec): 3 clusters Score: Raw -3172977.679102 + Penalty 1007.966755 = -3171969.712346 nChanged 2974 SP:Iteration 6Q (311.327273 sec): 3 clusters Score: Raw -3174479.101985 + Penalty 1007.966755 = -3173471.135230 nChanged 1837 SP:Iteration 7Q (311.393119 sec): 3 clusters Score: Raw -3175128.100966 + Penalty 1007.966755 = -3174120.134210 nChanged 1242 SP:Iteration 8Q (311.492476 sec): 3 clusters Score: Raw -3175548.858062 + Penalty 1007.966755 = -3174540.891307 nChanged 1074 SP:Iteration 9Q (311.560374 sec): 3 clusters Score: Raw -3175927.154794 + Penalty 1007.966755 = -3174919.188039 nChanged 1038 SP:Iteration 10Q (311.627384 sec): 3 clusters Score: Raw -3176277.191016 + Penalty 1007.966755 = -3175269.224260 nChanged 1021 SP:Iteration 11Q (311.694224 sec): 3 clusters Score: Raw -3176620.660216 + Penalty 1007.966755 = -3175612.693461 nChanged 1048 SP:Iteration 12Q (311.760666 sec): 3 clusters Score: Raw -3176972.487918 + Penalty 1007.966755 = -3175964.521163 nChanged 980 SP:Iteration 13Q (311.826566 sec): 3 clusters Score: Raw -3177309.970923 + Penalty 1007.966755 = -3176302.004167 nChanged 1011 SP:Iteration 14Q (311.893115 sec): 3 clusters Score: Raw -3177687.915108 + Penalty 1007.966755 = -3176679.948353 nChanged 1045 SP:Iteration 15Q (311.958752 sec): 3 clusters Score: Raw -3178093.701172 + Penalty 1007.966755 = -3177085.734417 nChanged 1014 SP:Iteration 16Q (312.023979 sec): 3 clusters Score: Raw -3178493.840472 + Penalty 1007.966755 = -3177485.873717 nChanged 969 SP:Iteration 17Q (312.089329 sec): 3 clusters Score: Raw -3178885.727142 + Penalty 1007.966755 = -3177877.760386 nChanged 933 SP:Iteration 18Q (312.154435 sec): 3 clusters Score: Raw -3179278.436651 + Penalty 1007.966755 = -3178270.469896 nChanged 910 SP:Iteration 19Q (312.219389 sec): 3 clusters Score: Raw -3179667.986071 + Penalty 1007.966755 = -3178660.019315 nChanged 921 SP:Iteration 20F (312.282920 sec): 3 clusters Score: Raw -3180090.468103 + Penalty 1007.966755 = -3179082.501347 nChanged 887 SP:Iteration 21Q (312.347704 sec): 3 clusters Score: Raw -3180515.710280 + Penalty 1007.966755 = -3179507.743525 nChanged 837 SP:Iteration 22Q (312.411912 sec): 3 clusters Score: Raw -3180931.250230 + Penalty 1007.966755 = -3179923.283475 nChanged 749 SP:Iteration 23Q (312.476212 sec): 3 clusters Score: Raw -3181314.340008 + Penalty 1007.966755 = -3180306.373252 nChanged 669 SP:Iteration 24Q (312.540100 sec): 3 clusters Score: Raw -3181633.621981 + Penalty 1007.966755 = -3180625.655226 nChanged 548 SP:Iteration 25Q (312.603771 sec): 3 clusters Score: Raw -3181892.130813 + Penalty 1007.966755 = -3180884.164057 nChanged 506 SP:Iteration 26Q (312.667146 sec): 3 clusters Score: Raw -3182128.720882 + Penalty 1007.966755 = -3181120.754127 nChanged 450 SP:Iteration 27Q (312.730146 sec): 3 clusters Score: Raw -3182344.233292 + Penalty 1007.966755 = -3181336.266537 nChanged 400 SP:Iteration 28Q (312.793268 sec): 3 clusters Score: Raw -3182540.943071 + Penalty 1007.966755 = -3181532.976315 nChanged 343 SP:Iteration 29Q (312.855728 sec): 3 clusters Score: Raw -3182709.621330 + Penalty 1007.966755 = -3181701.654575 nChanged 283 SP:Iteration 30Q (312.917878 sec): 3 clusters Score: Raw -3182847.272231 + Penalty 1007.966755 = -3181839.305475 nChanged 252 SP:Iteration 31Q (312.979186 sec): 3 clusters Score: Raw -3182964.159494 + Penalty 1007.966755 = -3181956.192739 nChanged 223 SP:Iteration 32Q (313.040230 sec): 3 clusters Score: Raw -3183064.300657 + Penalty 1007.966755 = -3182056.333901 nChanged 187 SP:Iteration 33Q (313.101026 sec): 3 clusters Score: Raw -3183146.252695 + Penalty 1007.966755 = -3182138.285940 nChanged 163 SP:Iteration 34Q (313.161725 sec): 3 clusters Score: Raw -3183212.864301 + Penalty 1007.966755 = -3182204.897545 nChanged 130 SP:Iteration 35Q (313.223339 sec): 3 clusters Score: Raw -3183261.166375 + Penalty 1007.966755 = -3182253.199619 nChanged 95 SP:Iteration 36Q (313.283948 sec): 3 clusters Score: Raw -3183293.475515 + Penalty 1007.966755 = -3182285.508759 nChanged 85 SP:Iteration 37Q (313.344324 sec): 3 clusters Score: Raw -3183319.762859 + Penalty 1007.966755 = -3182311.796103 nChanged 69 SP:Iteration 38Q (313.404776 sec): 3 clusters Score: Raw -3183337.419318 + Penalty 1007.966755 = -3182329.452562 nChanged 43 SP:Iteration 39Q (313.464955 sec): 3 clusters Score: Raw -3183348.401441 + Penalty 1007.966755 = -3182340.434685 nChanged 40 SP:Iteration 40F (313.527795 sec): 3 clusters Score: Raw -3183357.329143 + Penalty 1007.966755 = -3182349.362387 nChanged 40 SP:Iteration 41Q (313.588002 sec): 3 clusters Score: Raw -3183368.538159 + Penalty 1007.966755 = -3182360.571404 nChanged 35 SP:Iteration 42Q (313.648128 sec): 3 clusters Score: Raw -3183377.336023 + Penalty 1007.966755 = -3182369.369268 nChanged 33 SP:Iteration 43Q (313.708259 sec): 3 clusters Score: Raw -3183387.344188 + Penalty 1007.966755 = -3182379.377432 nChanged 32 SP:Iteration 44Q (313.768373 sec): 3 clusters Score: Raw -3183398.402226 + Penalty 1007.966755 = -3182390.435470 nChanged 24 SP:Iteration 45Q (313.828504 sec): 3 clusters Score: Raw -3183405.916810 + Penalty 1007.966755 = -3182397.950055 nChanged 21 SP:Iteration 46Q (313.888532 sec): 3 clusters Score: Raw -3183411.860178 + Penalty 1007.966755 = -3182403.893423 nChanged 14 SP:Iteration 47Q (313.948638 sec): 3 clusters Score: Raw -3183415.067030 + Penalty 1007.966755 = -3182407.100274 nChanged 12 SP:Iteration 48Q (314.008630 sec): 3 clusters Score: Raw -3183416.637068 + Penalty 1007.966755 = -3182408.670312 nChanged 7 SP:Iteration 49Q (314.068563 sec): 3 clusters Score: Raw -3183417.572359 + Penalty 1007.966755 = -3182409.605603 nChanged 6 SP:Iteration 50Q (314.128532 sec): 3 clusters Score: Raw -3183418.938535 + Penalty 1007.966755 = -3182410.971780 nChanged 8 SP:Iteration 51Q (314.188482 sec): 3 clusters Score: Raw -3183421.190590 + Penalty 1007.966755 = -3182413.223834 nChanged 10 SP:Iteration 52Q (314.248637 sec): 3 clusters Score: Raw -3183423.463510 + Penalty 1007.966755 = -3182415.496754 nChanged 6 SP:Iteration 53Q (314.308681 sec): 3 clusters Score: Raw -3183424.823205 + Penalty 1007.966755 = -3182416.856449 nChanged 8 SP:Iteration 54Q (314.368780 sec): 3 clusters Score: Raw -3183426.845169 + Penalty 1007.966755 = -3182418.878414 nChanged 8 SP:Iteration 55Q (314.429040 sec): 3 clusters Score: Raw -3183429.352593 + Penalty 1007.966755 = -3182421.385837 nChanged 5 SP:Iteration 56Q (314.523889 sec): 3 clusters Score: Raw -3183430.291085 + Penalty 1007.966755 = -3182422.324329 nChanged 3 SP:Iteration 57Q (314.584206 sec): 3 clusters Score: Raw -3183430.684336 + Penalty 1007.966755 = -3182422.717580 nChanged 4 SP:Iteration 58Q (314.644475 sec): 3 clusters Score: Raw -3183431.153380 + Penalty 1007.966755 = -3182423.186624 nChanged 6 SP:Iteration 59Q (314.704802 sec): 3 clusters Score: Raw -3183431.875130 + Penalty 1007.966755 = -3182423.908374 nChanged 3 SP:Iteration 60F (314.767434 sec): 3 clusters Score: Raw -3183432.158538 + Penalty 1007.966755 = -3182424.191783 nChanged 0 Trying to split cluster 20 (2308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.773642 sec): 2 clusters Score: Raw -106328.673878 + Penalty 352.358217 = -105976.315662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.780721 sec): 3 clusters Score: Raw -105083.952211 + Penalty 704.716433 = -104379.235777 nChanged 945 SP:Iteration 1F (314.787008 sec): 3 clusters Score: Raw -105606.327562 + Penalty 704.716433 = -104901.611129 nChanged 194 SP:Iteration 2F (314.793297 sec): 3 clusters Score: Raw -105737.833510 + Penalty 704.716433 = -105033.117077 nChanged 174 SP:Iteration 3F (314.799581 sec): 3 clusters Score: Raw -105865.560434 + Penalty 704.716433 = -105160.844001 nChanged 151 SP:Iteration 4F (314.805876 sec): 3 clusters Score: Raw -105963.572992 + Penalty 704.716433 = -105258.856559 nChanged 104 SP:Iteration 5Q (314.812196 sec): 3 clusters Score: Raw -106042.762691 + Penalty 704.716433 = -105338.046258 nChanged 116 SP:Iteration 6F (314.818410 sec): 3 clusters Score: Raw -106139.345767 + Penalty 704.716433 = -105434.629334 nChanged 86 SP:Iteration 7Q (314.824688 sec): 3 clusters Score: Raw -106214.618296 + Penalty 704.716433 = -105509.901863 nChanged 65 SP:Iteration 8Q (314.830932 sec): 3 clusters Score: Raw -106279.933053 + Penalty 704.716433 = -105575.216620 nChanged 47 SP:Iteration 9Q (314.837134 sec): 3 clusters Score: Raw -106352.691528 + Penalty 704.716433 = -105647.975095 nChanged 38 SP:Iteration 10Q (314.843328 sec): 3 clusters Score: Raw -106394.469243 + Penalty 704.716433 = -105689.752810 nChanged 11 SP:Iteration 11Q (314.849425 sec): 3 clusters Score: Raw -106404.232953 + Penalty 704.716433 = -105699.516520 nChanged 7 SP:Iteration 12Q (314.855457 sec): 3 clusters Score: Raw -106409.730871 + Penalty 704.716433 = -105705.014438 nChanged 9 SP:Iteration 13Q (314.861502 sec): 3 clusters Score: Raw -106414.748393 + Penalty 704.716433 = -105710.031960 nChanged 3 SP:Iteration 14Q (314.868693 sec): 3 clusters Score: Raw -106417.175232 + Penalty 704.716433 = -105712.458799 nChanged 2 SP:Iteration 15Q (314.874793 sec): 3 clusters Score: Raw -106418.412692 + Penalty 704.716433 = -105713.696259 nChanged 2 SP:Iteration 16Q (314.880863 sec): 3 clusters Score: Raw -106419.483393 + Penalty 704.716433 = -105714.766959 nChanged 1 SP:Iteration 17Q (314.886908 sec): 3 clusters Score: Raw -106419.828226 + Penalty 704.716433 = -105715.111793 nChanged 1 SP:Iteration 18Q (314.892962 sec): 3 clusters Score: Raw -106420.177525 + Penalty 704.716433 = -105715.461092 nChanged 1 SP:Iteration 19Q (314.898969 sec): 3 clusters Score: Raw -106420.325548 + Penalty 704.716433 = -105715.609115 nChanged 1 SP:Iteration 20F (314.905188 sec): 3 clusters Score: Raw -106420.596050 + Penalty 704.716433 = -105715.879617 nChanged 1 SP:Iteration 21Q (314.911229 sec): 3 clusters Score: Raw -106421.202640 + Penalty 704.716433 = -105716.486207 nChanged 0 SP:Iteration 22F (314.917469 sec): 3 clusters Score: Raw -106421.202640 + Penalty 704.716433 = -105716.486207 nChanged 0 Trying to split cluster 21 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.923749 sec): 2 clusters Score: Raw -26453.350804 + Penalty 282.673577 = -26170.677226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.925750 sec): 3 clusters Score: Raw -26229.382158 + Penalty 565.347155 = -25664.035003 nChanged 165 SP:Iteration 1F (314.927511 sec): 3 clusters Score: Raw -26337.906590 + Penalty 565.347155 = -25772.559436 nChanged 46 SP:Iteration 2F (314.929256 sec): 3 clusters Score: Raw -26381.213488 + Penalty 565.347155 = -25815.866333 nChanged 28 SP:Iteration 3F (314.930994 sec): 3 clusters Score: Raw -26413.016789 + Penalty 565.347155 = -25847.669634 nChanged 17 SP:Iteration 4Q (314.932749 sec): 3 clusters Score: Raw -26428.864250 + Penalty 565.347155 = -25863.517095 nChanged 18 SP:Iteration 5Q (314.934568 sec): 3 clusters Score: Raw -26440.363281 + Penalty 565.347155 = -25875.016126 nChanged 11 SP:Iteration 6Q (314.936323 sec): 3 clusters Score: Raw -26452.982191 + Penalty 565.347155 = -25887.635037 nChanged 14 SP:Iteration 7Q (314.938054 sec): 3 clusters Score: Raw -26468.029628 + Penalty 565.347155 = -25902.682473 nChanged 4 SP:Iteration 8Q (314.939781 sec): 3 clusters Score: Raw -26470.639931 + Penalty 565.347155 = -25905.292776 nChanged 4 SP:Iteration 9Q (314.941496 sec): 3 clusters Score: Raw -26473.557434 + Penalty 565.347155 = -25908.210279 nChanged 2 SP:Iteration 10Q (314.943213 sec): 3 clusters Score: Raw -26474.891097 + Penalty 565.347155 = -25909.543943 nChanged 0 SP:Iteration 11F (314.944959 sec): 3 clusters Score: Raw -26474.891097 + Penalty 565.347155 = -25909.543943 nChanged 0 Trying to split cluster 22 (6365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.962374 sec): 2 clusters Score: Raw -318088.515878 + Penalty 398.514913 = -317690.000965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.980238 sec): 3 clusters Score: Raw -314096.600752 + Penalty 797.029826 = -313299.570927 nChanged 2963 SP:Iteration 1F (314.996335 sec): 3 clusters Score: Raw -315861.407438 + Penalty 797.029826 = -315064.377613 nChanged 449 SP:Iteration 2F (315.012298 sec): 3 clusters Score: Raw -316132.139020 + Penalty 797.029826 = -315335.109194 nChanged 468 SP:Iteration 3F (315.028420 sec): 3 clusters Score: Raw -316452.980771 + Penalty 797.029826 = -315655.950945 nChanged 492 SP:Iteration 4F (315.044407 sec): 3 clusters Score: Raw -316814.939391 + Penalty 797.029826 = -316017.909566 nChanged 486 SP:Iteration 5F (315.060385 sec): 3 clusters Score: Raw -317189.148782 + Penalty 797.029826 = -316392.118957 nChanged 374 SP:Iteration 6F (315.076409 sec): 3 clusters Score: Raw -317431.033505 + Penalty 797.029826 = -316634.003679 nChanged 295 SP:Iteration 7Q (315.092651 sec): 3 clusters Score: Raw -317594.814843 + Penalty 797.029826 = -316797.785018 nChanged 222 SP:Iteration 8Q (315.108731 sec): 3 clusters Score: Raw -317706.491172 + Penalty 797.029826 = -316909.461347 nChanged 161 SP:Iteration 9Q (315.124736 sec): 3 clusters Score: Raw -317792.813587 + Penalty 797.029826 = -316995.783762 nChanged 142 SP:Iteration 10Q (315.140765 sec): 3 clusters Score: Raw -317877.273066 + Penalty 797.029826 = -317080.243241 nChanged 131 SP:Iteration 11Q (315.156760 sec): 3 clusters Score: Raw -317950.199748 + Penalty 797.029826 = -317153.169922 nChanged 130 SP:Iteration 12Q (315.172745 sec): 3 clusters Score: Raw -318019.059739 + Penalty 797.029826 = -317222.029913 nChanged 103 SP:Iteration 13Q (315.188633 sec): 3 clusters Score: Raw -318064.892481 + Penalty 797.029826 = -317267.862655 nChanged 96 SP:Iteration 14Q (315.204297 sec): 3 clusters Score: Raw -318109.741616 + Penalty 797.029826 = -317312.711790 nChanged 92 SP:Iteration 15Q (315.220121 sec): 3 clusters Score: Raw -318147.151645 + Penalty 797.029826 = -317350.121819 nChanged 79 SP:Iteration 16Q (315.235861 sec): 3 clusters Score: Raw -318178.815242 + Penalty 797.029826 = -317381.785416 nChanged 67 SP:Iteration 17Q (315.251587 sec): 3 clusters Score: Raw -318207.770848 + Penalty 797.029826 = -317410.741022 nChanged 62 SP:Iteration 18Q (315.267247 sec): 3 clusters Score: Raw -318229.256803 + Penalty 797.029826 = -317432.226978 nChanged 49 SP:Iteration 19Q (315.283013 sec): 3 clusters Score: Raw -318247.093794 + Penalty 797.029826 = -317450.063968 nChanged 56 SP:Iteration 20F (315.299330 sec): 3 clusters Score: Raw -318276.161982 + Penalty 797.029826 = -317479.132157 nChanged 54 SP:Iteration 21Q (315.315101 sec): 3 clusters Score: Raw -318301.403281 + Penalty 797.029826 = -317504.373456 nChanged 48 SP:Iteration 22Q (315.330650 sec): 3 clusters Score: Raw -318322.637195 + Penalty 797.029826 = -317525.607369 nChanged 42 SP:Iteration 23Q (315.346378 sec): 3 clusters Score: Raw -318342.213353 + Penalty 797.029826 = -317545.183528 nChanged 42 SP:Iteration 24Q (315.362014 sec): 3 clusters Score: Raw -318362.605653 + Penalty 797.029826 = -317565.575827 nChanged 27 SP:Iteration 25Q (315.377679 sec): 3 clusters Score: Raw -318372.809901 + Penalty 797.029826 = -317575.780076 nChanged 19 SP:Iteration 26Q (315.393250 sec): 3 clusters Score: Raw -318379.315229 + Penalty 797.029826 = -317582.285403 nChanged 18 SP:Iteration 27Q (315.408780 sec): 3 clusters Score: Raw -318383.819488 + Penalty 797.029826 = -317586.789662 nChanged 16 SP:Iteration 28Q (315.424347 sec): 3 clusters Score: Raw -318389.525017 + Penalty 797.029826 = -317592.495191 nChanged 12 SP:Iteration 29Q (315.439909 sec): 3 clusters Score: Raw -318394.912151 + Penalty 797.029826 = -317597.882326 nChanged 8 SP:Iteration 30Q (315.455453 sec): 3 clusters Score: Raw -318396.860895 + Penalty 797.029826 = -317599.831070 nChanged 8 SP:Iteration 31Q (315.470896 sec): 3 clusters Score: Raw -318398.740672 + Penalty 797.029826 = -317601.710847 nChanged 7 SP:Iteration 32Q (315.486425 sec): 3 clusters Score: Raw -318400.366432 + Penalty 797.029826 = -317603.336606 nChanged 6 SP:Iteration 33Q (315.502035 sec): 3 clusters Score: Raw -318401.301354 + Penalty 797.029826 = -317604.271528 nChanged 4 SP:Iteration 34Q (315.517542 sec): 3 clusters Score: Raw -318403.591827 + Penalty 797.029826 = -317606.562001 nChanged 4 SP:Iteration 35Q (315.533005 sec): 3 clusters Score: Raw -318404.170179 + Penalty 797.029826 = -317607.140354 nChanged 2 SP:Iteration 36Q (315.548480 sec): 3 clusters Score: Raw -318404.908879 + Penalty 797.029826 = -317607.879053 nChanged 4 SP:Iteration 37Q (315.564000 sec): 3 clusters Score: Raw -318406.559736 + Penalty 797.029826 = -317609.529911 nChanged 4 SP:Iteration 38Q (315.579559 sec): 3 clusters Score: Raw -318407.218112 + Penalty 797.029826 = -317610.188286 nChanged 5 SP:Iteration 39Q (315.595061 sec): 3 clusters Score: Raw -318408.202403 + Penalty 797.029826 = -317611.172577 nChanged 4 SP:Iteration 40F (315.610988 sec): 3 clusters Score: Raw -318408.918402 + Penalty 797.029826 = -317611.888576 nChanged 2 SP:Iteration 41Q (315.626493 sec): 3 clusters Score: Raw -318409.800547 + Penalty 797.029826 = -317612.770721 nChanged 2 SP:Iteration 42Q (315.642070 sec): 3 clusters Score: Raw -318410.525243 + Penalty 797.029826 = -317613.495417 nChanged 3 SP:Iteration 43Q (315.657560 sec): 3 clusters Score: Raw -318411.706010 + Penalty 797.029826 = -317614.676185 nChanged 2 SP:Iteration 44Q (315.673054 sec): 3 clusters Score: Raw -318412.666946 + Penalty 797.029826 = -317615.637121 nChanged 2 SP:Iteration 45Q (315.688550 sec): 3 clusters Score: Raw -318413.061578 + Penalty 797.029826 = -317616.031753 nChanged 2 SP:Iteration 46Q (315.704198 sec): 3 clusters Score: Raw -318413.579721 + Penalty 797.029826 = -317616.549896 nChanged 1 SP:Iteration 47Q (315.719603 sec): 3 clusters Score: Raw -318413.934807 + Penalty 797.029826 = -317616.904981 nChanged 2 SP:Iteration 48Q (315.735154 sec): 3 clusters Score: Raw -318414.447547 + Penalty 797.029826 = -317617.417722 nChanged 1 SP:Iteration 49Q (315.750636 sec): 3 clusters Score: Raw -318414.640863 + Penalty 797.029826 = -317617.611038 nChanged 2 SP:Iteration 50Q (315.766177 sec): 3 clusters Score: Raw -318415.543418 + Penalty 797.029826 = -317618.513592 nChanged 2 SP:Iteration 51Q (315.781643 sec): 3 clusters Score: Raw -318415.817528 + Penalty 797.029826 = -317618.787703 nChanged 1 SP:Iteration 52Q (315.797139 sec): 3 clusters Score: Raw -318415.929924 + Penalty 797.029826 = -317618.900099 nChanged 2 SP:Iteration 53Q (315.812669 sec): 3 clusters Score: Raw -318416.364006 + Penalty 797.029826 = -317619.334181 nChanged 1 SP:Iteration 54Q (315.828204 sec): 3 clusters Score: Raw -318416.553641 + Penalty 797.029826 = -317619.523815 nChanged 1 SP:Iteration 55Q (315.843660 sec): 3 clusters Score: Raw -318416.777213 + Penalty 797.029826 = -317619.747387 nChanged 0 SP:Iteration 56F (315.859402 sec): 3 clusters Score: Raw -318416.777213 + Penalty 797.029826 = -317619.747387 nChanged 0 Trying to split cluster 23 (3929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.874868 sec): 2 clusters Score: Raw -159322.731042 + Penalty 376.564380 = -158946.166662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.886477 sec): 3 clusters Score: Raw -157006.029319 + Penalty 753.128760 = -156252.900559 nChanged 1759 SP:Iteration 1F (315.896853 sec): 3 clusters Score: Raw -158306.572724 + Penalty 753.128760 = -157553.443964 nChanged 365 SP:Iteration 2F (315.907153 sec): 3 clusters Score: Raw -158623.008300 + Penalty 753.128760 = -157869.879540 nChanged 304 SP:Iteration 3F (315.917446 sec): 3 clusters Score: Raw -158880.547836 + Penalty 753.128760 = -158127.419076 nChanged 240 SP:Iteration 4F (315.927755 sec): 3 clusters Score: Raw -159018.911258 + Penalty 753.128760 = -158265.782498 nChanged 174 SP:Iteration 5Q (315.938157 sec): 3 clusters Score: Raw -159094.047568 + Penalty 753.128760 = -158340.918809 nChanged 130 SP:Iteration 6Q (315.948590 sec): 3 clusters Score: Raw -159137.709238 + Penalty 753.128760 = -158384.580478 nChanged 84 SP:Iteration 7Q (315.959000 sec): 3 clusters Score: Raw -159166.100465 + Penalty 753.128760 = -158412.971705 nChanged 59 SP:Iteration 8Q (315.969315 sec): 3 clusters Score: Raw -159182.898548 + Penalty 753.128760 = -158429.769788 nChanged 49 SP:Iteration 9Q (315.979555 sec): 3 clusters Score: Raw -159197.092803 + Penalty 753.128760 = -158443.964043 nChanged 41 SP:Iteration 10Q (315.989816 sec): 3 clusters Score: Raw -159205.532234 + Penalty 753.128760 = -158452.403474 nChanged 30 SP:Iteration 11Q (316.000213 sec): 3 clusters Score: Raw -159212.624055 + Penalty 753.128760 = -158459.495295 nChanged 20 SP:Iteration 12Q (316.010672 sec): 3 clusters Score: Raw -159216.590042 + Penalty 753.128760 = -158463.461282 nChanged 21 SP:Iteration 13Q (316.021140 sec): 3 clusters Score: Raw -159220.931595 + Penalty 753.128760 = -158467.802835 nChanged 21 SP:Iteration 14Q (316.031582 sec): 3 clusters Score: Raw -159224.269115 + Penalty 753.128760 = -158471.140355 nChanged 14 SP:Iteration 15Q (316.042007 sec): 3 clusters Score: Raw -159226.288274 + Penalty 753.128760 = -158473.159514 nChanged 15 SP:Iteration 16Q (316.052405 sec): 3 clusters Score: Raw -159228.873846 + Penalty 753.128760 = -158475.745086 nChanged 18 SP:Iteration 17Q (316.062797 sec): 3 clusters Score: Raw -159232.084972 + Penalty 753.128760 = -158478.956212 nChanged 16 SP:Iteration 18Q (316.073120 sec): 3 clusters Score: Raw -159234.719418 + Penalty 753.128760 = -158481.590658 nChanged 24 SP:Iteration 19Q (316.083472 sec): 3 clusters Score: Raw -159238.995259 + Penalty 753.128760 = -158485.866499 nChanged 23 SP:Iteration 20F (316.093877 sec): 3 clusters Score: Raw -159243.639219 + Penalty 753.128760 = -158490.510459 nChanged 20 SP:Iteration 21Q (316.104134 sec): 3 clusters Score: Raw -159248.667362 + Penalty 753.128760 = -158495.538602 nChanged 30 SP:Iteration 22Q (316.114488 sec): 3 clusters Score: Raw -159255.924659 + Penalty 753.128760 = -158502.795899 nChanged 35 SP:Iteration 23Q (316.124796 sec): 3 clusters Score: Raw -159264.517791 + Penalty 753.128760 = -158511.389031 nChanged 39 SP:Iteration 24Q (316.135061 sec): 3 clusters Score: Raw -159275.331638 + Penalty 753.128760 = -158522.202878 nChanged 39 SP:Iteration 25Q (316.145391 sec): 3 clusters Score: Raw -159283.801507 + Penalty 753.128760 = -158530.672747 nChanged 37 SP:Iteration 26Q (316.155705 sec): 3 clusters Score: Raw -159291.868159 + Penalty 753.128760 = -158538.739399 nChanged 31 SP:Iteration 27Q (316.166056 sec): 3 clusters Score: Raw -159297.979450 + Penalty 753.128760 = -158544.850690 nChanged 20 SP:Iteration 28Q (316.176511 sec): 3 clusters Score: Raw -159301.588372 + Penalty 753.128760 = -158548.459612 nChanged 21 SP:Iteration 29Q (316.186918 sec): 3 clusters Score: Raw -159304.289121 + Penalty 753.128760 = -158551.160362 nChanged 20 SP:Iteration 30Q (316.197312 sec): 3 clusters Score: Raw -159307.770512 + Penalty 753.128760 = -158554.641752 nChanged 20 SP:Iteration 31Q (316.207735 sec): 3 clusters Score: Raw -159311.182698 + Penalty 753.128760 = -158558.053938 nChanged 13 SP:Iteration 32Q (316.218083 sec): 3 clusters Score: Raw -159313.078393 + Penalty 753.128760 = -158559.949633 nChanged 13 SP:Iteration 33Q (316.228430 sec): 3 clusters Score: Raw -159314.548656 + Penalty 753.128760 = -158561.419896 nChanged 8 SP:Iteration 34Q (316.238886 sec): 3 clusters Score: Raw -159315.354972 + Penalty 753.128760 = -158562.226212 nChanged 7 SP:Iteration 35Q (316.249257 sec): 3 clusters Score: Raw -159315.819601 + Penalty 753.128760 = -158562.690841 nChanged 5 SP:Iteration 36Q (316.259629 sec): 3 clusters Score: Raw -159316.061415 + Penalty 753.128760 = -158562.932655 nChanged 5 SP:Iteration 37Q (316.270061 sec): 3 clusters Score: Raw -159316.297472 + Penalty 753.128760 = -158563.168712 nChanged 3 SP:Iteration 38Q (316.280487 sec): 3 clusters Score: Raw -159316.444208 + Penalty 753.128760 = -158563.315448 nChanged 3 SP:Iteration 39Q (316.290849 sec): 3 clusters Score: Raw -159316.618759 + Penalty 753.128760 = -158563.489999 nChanged 3 SP:Iteration 40F (316.301244 sec): 3 clusters Score: Raw -159316.759588 + Penalty 753.128760 = -158563.630828 nChanged 2 SP:Iteration 41Q (316.311602 sec): 3 clusters Score: Raw -159316.833040 + Penalty 753.128760 = -158563.704280 nChanged 1 SP:Iteration 42Q (316.321940 sec): 3 clusters Score: Raw -159316.864581 + Penalty 753.128760 = -158563.735821 nChanged 0 SP:Iteration 43F (316.332260 sec): 3 clusters Score: Raw -159316.864581 + Penalty 753.128760 = -158563.735821 nChanged 0 Trying to split cluster 24 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.338478 sec): 2 clusters Score: Raw -13122.916440 + Penalty 264.813773 = -12858.102667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.340044 sec): 3 clusters Score: Raw -13016.352979 + Penalty 529.627547 = -12486.725432 nChanged 114 SP:Iteration 1F (316.341417 sec): 3 clusters Score: Raw -13122.305686 + Penalty 529.627547 = -12592.678140 nChanged 28 SP:Iteration 2F (316.342773 sec): 3 clusters Score: Raw -13163.084228 + Penalty 529.627547 = -12633.456681 nChanged 14 SP:Iteration 3Q (316.344133 sec): 3 clusters Score: Raw -13173.069621 + Penalty 529.627547 = -12643.442074 nChanged 8 SP:Iteration 4Q (316.345487 sec): 3 clusters Score: Raw -13185.270278 + Penalty 529.627547 = -12655.642732 nChanged 10 SP:Iteration 5Q (316.346838 sec): 3 clusters Score: Raw -13194.130622 + Penalty 529.627547 = -12664.503075 nChanged 4 SP:Iteration 6Q (316.348183 sec): 3 clusters Score: Raw -13198.554358 + Penalty 529.627547 = -12668.926811 nChanged 4 SP:Iteration 7Q (316.349523 sec): 3 clusters Score: Raw -13199.412878 + Penalty 529.627547 = -12669.785332 nChanged 1 SP:Iteration 8Q (316.350864 sec): 3 clusters Score: Raw -13199.829612 + Penalty 529.627547 = -12670.202066 nChanged 0 SP:Iteration 9F (316.352210 sec): 3 clusters Score: Raw -13199.829612 + Penalty 529.627547 = -12670.202066 nChanged 0 Trying to split cluster 25 (23543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.381171 sec): 2 clusters Score: Raw -1145771.449905 + Penalty 458.029564 = -1145313.420342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.415075 sec): 3 clusters Score: Raw -1130541.953138 + Penalty 916.059127 = -1129625.894011 nChanged 11337 SP:Iteration 1F (316.445963 sec): 3 clusters Score: Raw -1137269.879986 + Penalty 916.059127 = -1136353.820858 nChanged 1089 SP:Iteration 2Q (316.478061 sec): 3 clusters Score: Raw -1137638.696407 + Penalty 916.059127 = -1136722.637280 nChanged 1093 SP:Iteration 3Q (316.510118 sec): 3 clusters Score: Raw -1138123.443916 + Penalty 916.059127 = -1137207.384788 nChanged 1222 SP:Iteration 4F (316.541467 sec): 3 clusters Score: Raw -1138766.876228 + Penalty 916.059127 = -1137850.817101 nChanged 1346 SP:Iteration 5F (316.572788 sec): 3 clusters Score: Raw -1139694.773146 + Penalty 916.059127 = -1138778.714018 nChanged 1468 SP:Iteration 6F (316.603798 sec): 3 clusters Score: Raw -1140977.708013 + Penalty 916.059127 = -1140061.648885 nChanged 1493 SP:Iteration 7F (316.635055 sec): 3 clusters Score: Raw -1142254.070633 + Penalty 916.059127 = -1141338.011506 nChanged 1289 SP:Iteration 8F (316.667772 sec): 3 clusters Score: Raw -1143007.378824 + Penalty 916.059127 = -1142091.319697 nChanged 780 SP:Iteration 9Q (316.708945 sec): 3 clusters Score: Raw -1143298.082130 + Penalty 916.059127 = -1142382.023003 nChanged 489 SP:Iteration 10Q (316.740271 sec): 3 clusters Score: Raw -1143469.407256 + Penalty 916.059127 = -1142553.348129 nChanged 373 SP:Iteration 11Q (316.771351 sec): 3 clusters Score: Raw -1143602.608173 + Penalty 916.059127 = -1142686.549046 nChanged 370 SP:Iteration 12Q (316.802160 sec): 3 clusters Score: Raw -1143735.189058 + Penalty 916.059127 = -1142819.129930 nChanged 368 SP:Iteration 13Q (316.832961 sec): 3 clusters Score: Raw -1143860.906825 + Penalty 916.059127 = -1142944.847698 nChanged 335 SP:Iteration 14Q (316.863857 sec): 3 clusters Score: Raw -1143970.374289 + Penalty 916.059127 = -1143054.315162 nChanged 311 SP:Iteration 15Q (316.894595 sec): 3 clusters Score: Raw -1144059.247661 + Penalty 916.059127 = -1143143.188534 nChanged 279 SP:Iteration 16Q (316.925336 sec): 3 clusters Score: Raw -1144134.444958 + Penalty 916.059127 = -1143218.385830 nChanged 264 SP:Iteration 17Q (316.955924 sec): 3 clusters Score: Raw -1144214.401499 + Penalty 916.059127 = -1143298.342372 nChanged 305 SP:Iteration 18Q (316.986448 sec): 3 clusters Score: Raw -1144311.902669 + Penalty 916.059127 = -1143395.843542 nChanged 279 SP:Iteration 19Q (317.017051 sec): 3 clusters Score: Raw -1144390.376677 + Penalty 916.059127 = -1143474.317550 nChanged 275 SP:Iteration 20F (317.048061 sec): 3 clusters Score: Raw -1144462.132816 + Penalty 916.059127 = -1143546.073688 nChanged 241 SP:Iteration 21Q (317.078588 sec): 3 clusters Score: Raw -1144521.434636 + Penalty 916.059127 = -1143605.375509 nChanged 236 SP:Iteration 22Q (317.109242 sec): 3 clusters Score: Raw -1144581.605636 + Penalty 916.059127 = -1143665.546509 nChanged 231 SP:Iteration 23Q (317.139544 sec): 3 clusters Score: Raw -1144648.271515 + Penalty 916.059127 = -1143732.212387 nChanged 245 SP:Iteration 24Q (317.169834 sec): 3 clusters Score: Raw -1144716.826859 + Penalty 916.059127 = -1143800.767732 nChanged 242 SP:Iteration 25Q (317.200198 sec): 3 clusters Score: Raw -1144783.371503 + Penalty 916.059127 = -1143867.312376 nChanged 221 SP:Iteration 26Q (317.230374 sec): 3 clusters Score: Raw -1144845.166927 + Penalty 916.059127 = -1143929.107799 nChanged 236 SP:Iteration 27Q (317.260374 sec): 3 clusters Score: Raw -1144917.728304 + Penalty 916.059127 = -1144001.669176 nChanged 247 SP:Iteration 28Q (317.290599 sec): 3 clusters Score: Raw -1144995.946882 + Penalty 916.059127 = -1144079.887754 nChanged 229 SP:Iteration 29Q (317.320554 sec): 3 clusters Score: Raw -1145066.984843 + Penalty 916.059127 = -1144150.925716 nChanged 232 SP:Iteration 30Q (317.350539 sec): 3 clusters Score: Raw -1145144.065599 + Penalty 916.059127 = -1144228.006472 nChanged 231 SP:Iteration 31Q (317.380495 sec): 3 clusters Score: Raw -1145226.672263 + Penalty 916.059127 = -1144310.613136 nChanged 218 SP:Iteration 32Q (317.410173 sec): 3 clusters Score: Raw -1145306.555608 + Penalty 916.059127 = -1144390.496481 nChanged 206 SP:Iteration 33Q (317.439566 sec): 3 clusters Score: Raw -1145382.769945 + Penalty 916.059127 = -1144466.710817 nChanged 155 SP:Iteration 34Q (317.468868 sec): 3 clusters Score: Raw -1145433.941134 + Penalty 916.059127 = -1144517.882006 nChanged 143 SP:Iteration 35Q (317.497955 sec): 3 clusters Score: Raw -1145480.244221 + Penalty 916.059127 = -1144564.185094 nChanged 138 SP:Iteration 36Q (317.527106 sec): 3 clusters Score: Raw -1145523.799918 + Penalty 916.059127 = -1144607.740791 nChanged 109 SP:Iteration 37Q (317.556184 sec): 3 clusters Score: Raw -1145554.347769 + Penalty 916.059127 = -1144638.288642 nChanged 101 SP:Iteration 38Q (317.585552 sec): 3 clusters Score: Raw -1145581.356885 + Penalty 916.059127 = -1144665.297758 nChanged 92 SP:Iteration 39Q (317.614490 sec): 3 clusters Score: Raw -1145607.008156 + Penalty 916.059127 = -1144690.949029 nChanged 90 SP:Iteration 40F (317.645421 sec): 3 clusters Score: Raw -1145633.545399 + Penalty 916.059127 = -1144717.486272 nChanged 87 SP:Iteration 41Q (317.674570 sec): 3 clusters Score: Raw -1145661.672939 + Penalty 916.059127 = -1144745.613812 nChanged 77 SP:Iteration 42Q (317.703380 sec): 3 clusters Score: Raw -1145683.031497 + Penalty 916.059127 = -1144766.972370 nChanged 58 SP:Iteration 43Q (317.777929 sec): 3 clusters Score: Raw -1145695.200265 + Penalty 916.059127 = -1144779.141138 nChanged 55 SP:Iteration 44Q (317.832906 sec): 3 clusters Score: Raw -1145710.389554 + Penalty 916.059127 = -1144794.330427 nChanged 60 SP:Iteration 45Q (317.897827 sec): 3 clusters Score: Raw -1145728.750387 + Penalty 916.059127 = -1144812.691260 nChanged 45 SP:Iteration 46Q (317.959095 sec): 3 clusters Score: Raw -1145741.188731 + Penalty 916.059127 = -1144825.129604 nChanged 45 SP:Iteration 47Q (318.024046 sec): 3 clusters Score: Raw -1145752.190927 + Penalty 916.059127 = -1144836.131800 nChanged 47 SP:Iteration 48Q (318.089118 sec): 3 clusters Score: Raw -1145765.145641 + Penalty 916.059127 = -1144849.086514 nChanged 51 SP:Iteration 49Q (318.154405 sec): 3 clusters Score: Raw -1145778.128432 + Penalty 916.059127 = -1144862.069304 nChanged 43 SP:Iteration 50Q (318.218976 sec): 3 clusters Score: Raw -1145789.019182 + Penalty 916.059127 = -1144872.960054 nChanged 34 SP:Iteration 51Q (318.283444 sec): 3 clusters Score: Raw -1145800.044938 + Penalty 916.059127 = -1144883.985810 nChanged 36 SP:Iteration 52Q (318.347889 sec): 3 clusters Score: Raw -1145812.175081 + Penalty 916.059127 = -1144896.115953 nChanged 30 SP:Iteration 53Q (318.412837 sec): 3 clusters Score: Raw -1145819.528635 + Penalty 916.059127 = -1144903.469508 nChanged 25 SP:Iteration 54Q (318.476465 sec): 3 clusters Score: Raw -1145825.840228 + Penalty 916.059127 = -1144909.781101 nChanged 21 SP:Iteration 55Q (318.534983 sec): 3 clusters Score: Raw -1145830.655033 + Penalty 916.059127 = -1144914.595906 nChanged 22 SP:Iteration 56Q (318.599254 sec): 3 clusters Score: Raw -1145835.241685 + Penalty 916.059127 = -1144919.182558 nChanged 15 SP:Iteration 57Q (318.672923 sec): 3 clusters Score: Raw -1145839.595941 + Penalty 916.059127 = -1144923.536814 nChanged 16 SP:Iteration 58Q (318.727537 sec): 3 clusters Score: Raw -1145843.693183 + Penalty 916.059127 = -1144927.634056 nChanged 12 SP:Iteration 59Q (318.792788 sec): 3 clusters Score: Raw -1145848.517574 + Penalty 916.059127 = -1144932.458446 nChanged 15 SP:Iteration 60F (318.861535 sec): 3 clusters Score: Raw -1145853.159866 + Penalty 916.059127 = -1144937.100739 nChanged 22 SP:Iteration 61Q (318.890206 sec): 3 clusters Score: Raw -1145859.270414 + Penalty 916.059127 = -1144943.211287 nChanged 16 SP:Iteration 62Q (318.918336 sec): 3 clusters Score: Raw -1145863.862747 + Penalty 916.059127 = -1144947.803619 nChanged 17 SP:Iteration 63Q (318.946665 sec): 3 clusters Score: Raw -1145869.770617 + Penalty 916.059127 = -1144953.711490 nChanged 20 SP:Iteration 64Q (318.974864 sec): 3 clusters Score: Raw -1145877.603359 + Penalty 916.059127 = -1144961.544232 nChanged 19 SP:Iteration 65Q (319.003115 sec): 3 clusters Score: Raw -1145885.914140 + Penalty 916.059127 = -1144969.855012 nChanged 17 SP:Iteration 66Q (319.031438 sec): 3 clusters Score: Raw -1145892.249731 + Penalty 916.059127 = -1144976.190604 nChanged 16 SP:Iteration 67Q (319.059671 sec): 3 clusters Score: Raw -1145896.626803 + Penalty 916.059127 = -1144980.567676 nChanged 10 SP:Iteration 68Q (319.087967 sec): 3 clusters Score: Raw -1145898.917485 + Penalty 916.059127 = -1144982.858358 nChanged 8 SP:Iteration 69Q (319.116541 sec): 3 clusters Score: Raw -1145902.231386 + Penalty 916.059127 = -1144986.172259 nChanged 6 SP:Iteration 70Q (319.145047 sec): 3 clusters Score: Raw -1145903.683396 + Penalty 916.059127 = -1144987.624269 nChanged 7 SP:Iteration 71Q (319.173454 sec): 3 clusters Score: Raw -1145905.676229 + Penalty 916.059127 = -1144989.617102 nChanged 6 SP:Iteration 72Q (319.201861 sec): 3 clusters Score: Raw -1145908.119608 + Penalty 916.059127 = -1144992.060481 nChanged 5 SP:Iteration 73Q (319.230243 sec): 3 clusters Score: Raw -1145909.599068 + Penalty 916.059127 = -1144993.539941 nChanged 2 SP:Iteration 74Q (319.258452 sec): 3 clusters Score: Raw -1145910.013946 + Penalty 916.059127 = -1144993.954819 nChanged 2 SP:Iteration 75Q (319.286883 sec): 3 clusters Score: Raw -1145910.623000 + Penalty 916.059127 = -1144994.563873 nChanged 2 SP:Iteration 76Q (319.315190 sec): 3 clusters Score: Raw -1145911.070608 + Penalty 916.059127 = -1144995.011480 nChanged 1 SP:Iteration 77Q (319.343464 sec): 3 clusters Score: Raw -1145911.351155 + Penalty 916.059127 = -1144995.292027 nChanged 1 SP:Iteration 78Q (319.371913 sec): 3 clusters Score: Raw -1145911.465091 + Penalty 916.059127 = -1144995.405963 nChanged 0 SP:Iteration 79F (319.402419 sec): 3 clusters Score: Raw -1145911.465091 + Penalty 916.059127 = -1144995.405963 nChanged 0 Trying to split cluster 26 (16071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.424200 sec): 2 clusters Score: Raw -722984.217143 + Penalty 440.657112 = -722543.560031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.451161 sec): 3 clusters Score: Raw -712754.770765 + Penalty 881.314223 = -711873.456542 nChanged 7546 SP:Iteration 1F (319.476606 sec): 3 clusters Score: Raw -716981.993536 + Penalty 881.314223 = -716100.679313 nChanged 821 SP:Iteration 2F (319.502102 sec): 3 clusters Score: Raw -717273.173100 + Penalty 881.314223 = -716391.858877 nChanged 792 SP:Iteration 3Q (319.528146 sec): 3 clusters Score: Raw -717645.497126 + Penalty 881.314223 = -716764.182903 nChanged 829 SP:Iteration 4F (319.553579 sec): 3 clusters Score: Raw -718182.362717 + Penalty 881.314223 = -717301.048494 nChanged 968 SP:Iteration 5F (319.578971 sec): 3 clusters Score: Raw -719010.693182 + Penalty 881.314223 = -718129.378959 nChanged 1106 SP:Iteration 6F (319.604533 sec): 3 clusters Score: Raw -720009.271112 + Penalty 881.314223 = -719127.956889 nChanged 1014 SP:Iteration 7F (319.629986 sec): 3 clusters Score: Raw -720768.863252 + Penalty 881.314223 = -719887.549029 nChanged 750 SP:Iteration 8Q (319.655646 sec): 3 clusters Score: Raw -721157.288128 + Penalty 881.314223 = -720275.973905 nChanged 501 SP:Iteration 9Q (319.681294 sec): 3 clusters Score: Raw -721377.995577 + Penalty 881.314223 = -720496.681353 nChanged 379 SP:Iteration 10Q (319.706715 sec): 3 clusters Score: Raw -721520.089182 + Penalty 881.314223 = -720638.774958 nChanged 324 SP:Iteration 11Q (319.732204 sec): 3 clusters Score: Raw -721647.631870 + Penalty 881.314223 = -720766.317646 nChanged 312 SP:Iteration 12Q (319.757704 sec): 3 clusters Score: Raw -721781.538329 + Penalty 881.314223 = -720900.224105 nChanged 329 SP:Iteration 13Q (319.782966 sec): 3 clusters Score: Raw -721906.182108 + Penalty 881.314223 = -721024.867885 nChanged 295 SP:Iteration 14Q (319.808334 sec): 3 clusters Score: Raw -722018.615835 + Penalty 881.314223 = -721137.301612 nChanged 283 SP:Iteration 15Q (319.833705 sec): 3 clusters Score: Raw -722148.114572 + Penalty 881.314223 = -721266.800349 nChanged 322 SP:Iteration 16Q (319.858922 sec): 3 clusters Score: Raw -722311.750572 + Penalty 881.314223 = -721430.436349 nChanged 337 SP:Iteration 17Q (319.884231 sec): 3 clusters Score: Raw -722484.468244 + Penalty 881.314223 = -721603.154021 nChanged 320 SP:Iteration 18Q (319.909462 sec): 3 clusters Score: Raw -722661.051633 + Penalty 881.314223 = -721779.737410 nChanged 261 SP:Iteration 19Q (319.934726 sec): 3 clusters Score: Raw -722785.388789 + Penalty 881.314223 = -721904.074566 nChanged 215 SP:Iteration 20F (319.960519 sec): 3 clusters Score: Raw -722874.187122 + Penalty 881.314223 = -721992.872898 nChanged 179 SP:Iteration 21Q (319.985822 sec): 3 clusters Score: Raw -722930.256460 + Penalty 881.314223 = -722048.942237 nChanged 140 SP:Iteration 22Q (320.011364 sec): 3 clusters Score: Raw -722959.260624 + Penalty 881.314223 = -722077.946400 nChanged 105 SP:Iteration 23Q (320.036739 sec): 3 clusters Score: Raw -722978.682799 + Penalty 881.314223 = -722097.368575 nChanged 92 SP:Iteration 24Q (320.062201 sec): 3 clusters Score: Raw -722995.240984 + Penalty 881.314223 = -722113.926761 nChanged 87 SP:Iteration 25Q (320.087545 sec): 3 clusters Score: Raw -723007.608340 + Penalty 881.314223 = -722126.294117 nChanged 69 SP:Iteration 26Q (320.112978 sec): 3 clusters Score: Raw -723015.952140 + Penalty 881.314223 = -722134.637917 nChanged 65 SP:Iteration 27Q (320.138312 sec): 3 clusters Score: Raw -723023.274663 + Penalty 881.314223 = -722141.960440 nChanged 39 SP:Iteration 28Q (320.163508 sec): 3 clusters Score: Raw -723025.941135 + Penalty 881.314223 = -722144.626911 nChanged 24 SP:Iteration 29Q (320.188853 sec): 3 clusters Score: Raw -723027.446011 + Penalty 881.314223 = -722146.131787 nChanged 17 SP:Iteration 30Q (320.226116 sec): 3 clusters Score: Raw -723028.022357 + Penalty 881.314223 = -722146.708134 nChanged 13 SP:Iteration 31Q (320.251226 sec): 3 clusters Score: Raw -723028.562172 + Penalty 881.314223 = -722147.247948 nChanged 11 SP:Iteration 32Q (320.276645 sec): 3 clusters Score: Raw -723029.023689 + Penalty 881.314223 = -722147.709466 nChanged 10 SP:Iteration 33Q (320.302034 sec): 3 clusters Score: Raw -723029.390231 + Penalty 881.314223 = -722148.076008 nChanged 8 SP:Iteration 34Q (320.327403 sec): 3 clusters Score: Raw -723029.724714 + Penalty 881.314223 = -722148.410490 nChanged 7 SP:Iteration 35Q (320.352663 sec): 3 clusters Score: Raw -723029.938580 + Penalty 881.314223 = -722148.624357 nChanged 4 SP:Iteration 36Q (320.377822 sec): 3 clusters Score: Raw -723030.035384 + Penalty 881.314223 = -722148.721161 nChanged 3 SP:Iteration 37Q (320.403211 sec): 3 clusters Score: Raw -723030.107994 + Penalty 881.314223 = -722148.793771 nChanged 5 SP:Iteration 38Q (320.428518 sec): 3 clusters Score: Raw -723030.165175 + Penalty 881.314223 = -722148.850952 nChanged 3 SP:Iteration 39Q (320.453733 sec): 3 clusters Score: Raw -723030.198470 + Penalty 881.314223 = -722148.884246 nChanged 1 SP:Iteration 40F (320.479178 sec): 3 clusters Score: Raw -723030.225672 + Penalty 881.314223 = -722148.911448 nChanged 2 SP:Iteration 41Q (320.504711 sec): 3 clusters Score: Raw -723030.246459 + Penalty 881.314223 = -722148.932235 nChanged 2 SP:Iteration 42Q (320.529998 sec): 3 clusters Score: Raw -723030.281966 + Penalty 881.314223 = -722148.967743 nChanged 0 SP:Iteration 43F (320.555575 sec): 3 clusters Score: Raw -723030.281966 + Penalty 881.314223 = -722148.967743 nChanged 0 Trying to split cluster 27 (33994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.589412 sec): 2 clusters Score: Raw -1684106.888322 + Penalty 474.744239 = -1683632.144083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.633059 sec): 3 clusters Score: Raw -1661879.712607 + Penalty 949.488478 = -1660930.224129 nChanged 16374 SP:Iteration 1F (320.672451 sec): 3 clusters Score: Raw -1672069.502391 + Penalty 949.488478 = -1671120.013913 nChanged 2031 SP:Iteration 2F (320.711642 sec): 3 clusters Score: Raw -1673291.326945 + Penalty 949.488478 = -1672341.838467 nChanged 2314 SP:Iteration 3F (320.750350 sec): 3 clusters Score: Raw -1675017.578095 + Penalty 949.488478 = -1674068.089617 nChanged 2492 SP:Iteration 4F (320.789414 sec): 3 clusters Score: Raw -1677047.372069 + Penalty 949.488478 = -1676097.883591 nChanged 2243 SP:Iteration 5F (320.828878 sec): 3 clusters Score: Raw -1678721.026541 + Penalty 949.488478 = -1677771.538063 nChanged 1701 SP:Iteration 6F (320.868015 sec): 3 clusters Score: Raw -1679664.654363 + Penalty 949.488478 = -1678715.165885 nChanged 1199 SP:Iteration 7Q (320.908941 sec): 3 clusters Score: Raw -1680179.969915 + Penalty 949.488478 = -1679230.481437 nChanged 815 SP:Iteration 8Q (320.947881 sec): 3 clusters Score: Raw -1680500.571425 + Penalty 949.488478 = -1679551.082948 nChanged 682 SP:Iteration 9Q (320.986902 sec): 3 clusters Score: Raw -1680770.168912 + Penalty 949.488478 = -1679820.680434 nChanged 609 SP:Iteration 10Q (321.025846 sec): 3 clusters Score: Raw -1681016.947230 + Penalty 949.488478 = -1680067.458752 nChanged 637 SP:Iteration 11Q (321.064558 sec): 3 clusters Score: Raw -1681289.861919 + Penalty 949.488478 = -1680340.373441 nChanged 571 SP:Iteration 12Q (321.103228 sec): 3 clusters Score: Raw -1681543.612735 + Penalty 949.488478 = -1680594.124257 nChanged 557 SP:Iteration 13Q (321.142051 sec): 3 clusters Score: Raw -1681801.390806 + Penalty 949.488478 = -1680851.902328 nChanged 534 SP:Iteration 14Q (321.180610 sec): 3 clusters Score: Raw -1682059.631324 + Penalty 949.488478 = -1681110.142846 nChanged 506 SP:Iteration 15Q (321.219304 sec): 3 clusters Score: Raw -1682327.054429 + Penalty 949.488478 = -1681377.565951 nChanged 461 SP:Iteration 16Q (321.257521 sec): 3 clusters Score: Raw -1682565.276751 + Penalty 949.488478 = -1681615.788273 nChanged 422 SP:Iteration 17Q (321.295572 sec): 3 clusters Score: Raw -1682774.580066 + Penalty 949.488478 = -1681825.091588 nChanged 387 SP:Iteration 18Q (321.333623 sec): 3 clusters Score: Raw -1682973.812600 + Penalty 949.488478 = -1682024.324122 nChanged 341 SP:Iteration 19Q (321.371119 sec): 3 clusters Score: Raw -1683146.252353 + Penalty 949.488478 = -1682196.763875 nChanged 315 SP:Iteration 20F (321.410280 sec): 3 clusters Score: Raw -1683317.470709 + Penalty 949.488478 = -1682367.982231 nChanged 291 SP:Iteration 21Q (321.447934 sec): 3 clusters Score: Raw -1683477.562111 + Penalty 949.488478 = -1682528.073633 nChanged 256 SP:Iteration 22Q (321.485334 sec): 3 clusters Score: Raw -1683622.569410 + Penalty 949.488478 = -1682673.080932 nChanged 218 SP:Iteration 23Q (321.522955 sec): 3 clusters Score: Raw -1683736.633531 + Penalty 949.488478 = -1682787.145053 nChanged 176 SP:Iteration 24Q (321.559786 sec): 3 clusters Score: Raw -1683829.188169 + Penalty 949.488478 = -1682879.699691 nChanged 140 SP:Iteration 25Q (321.622506 sec): 3 clusters Score: Raw -1683902.667085 + Penalty 949.488478 = -1682953.178607 nChanged 118 SP:Iteration 26Q (321.652290 sec): 3 clusters Score: Raw -1683964.292976 + Penalty 949.488478 = -1683014.804498 nChanged 98 SP:Iteration 27Q (321.688766 sec): 3 clusters Score: Raw -1684012.661510 + Penalty 949.488478 = -1683063.173033 nChanged 77 SP:Iteration 28Q (321.725480 sec): 3 clusters Score: Raw -1684050.239287 + Penalty 949.488478 = -1683100.750809 nChanged 60 SP:Iteration 29Q (321.762306 sec): 3 clusters Score: Raw -1684081.771288 + Penalty 949.488478 = -1683132.282810 nChanged 54 SP:Iteration 30Q (321.799652 sec): 3 clusters Score: Raw -1684105.446369 + Penalty 949.488478 = -1683155.957891 nChanged 37 SP:Iteration 31Q (321.835582 sec): 3 clusters Score: Raw -1684117.265274 + Penalty 949.488478 = -1683167.776796 nChanged 29 SP:Iteration 32Q (321.872156 sec): 3 clusters Score: Raw -1684128.595324 + Penalty 949.488478 = -1683179.106846 nChanged 24 SP:Iteration 33Q (321.908857 sec): 3 clusters Score: Raw -1684138.379279 + Penalty 949.488478 = -1683188.890801 nChanged 20 SP:Iteration 34Q (321.945427 sec): 3 clusters Score: Raw -1684145.187383 + Penalty 949.488478 = -1683195.698905 nChanged 17 SP:Iteration 35Q (321.982111 sec): 3 clusters Score: Raw -1684149.598642 + Penalty 949.488478 = -1683200.110164 nChanged 10 SP:Iteration 36Q (322.018556 sec): 3 clusters Score: Raw -1684152.282786 + Penalty 949.488478 = -1683202.794308 nChanged 4 SP:Iteration 37Q (322.055723 sec): 3 clusters Score: Raw -1684152.985744 + Penalty 949.488478 = -1683203.497266 nChanged 1 SP:Iteration 38Q (322.091784 sec): 3 clusters Score: Raw -1684153.017285 + Penalty 949.488478 = -1683203.528807 nChanged 1 SP:Iteration 39Q (322.128479 sec): 3 clusters Score: Raw -1684153.476018 + Penalty 949.488478 = -1683203.987540 nChanged 4 SP:Iteration 40F (322.166635 sec): 3 clusters Score: Raw -1684154.664020 + Penalty 949.488478 = -1683205.175543 nChanged 2 SP:Iteration 41Q (322.203669 sec): 3 clusters Score: Raw -1684154.870022 + Penalty 949.488478 = -1683205.381544 nChanged 1 SP:Iteration 42Q (322.240100 sec): 3 clusters Score: Raw -1684154.930471 + Penalty 949.488478 = -1683205.441993 nChanged 0 SP:Iteration 43F (322.278875 sec): 3 clusters Score: Raw -1684154.930471 + Penalty 949.488478 = -1683205.441993 nChanged 0 Trying to split cluster 28 (8846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.294634 sec): 2 clusters Score: Raw -410348.495413 + Penalty 413.491290 = -409935.004123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.315696 sec): 3 clusters Score: Raw -404874.701373 + Penalty 826.982580 = -404047.718793 nChanged 4110 SP:Iteration 1F (322.335968 sec): 3 clusters Score: Raw -407328.806556 + Penalty 826.982580 = -406501.823977 nChanged 586 SP:Iteration 2F (322.356316 sec): 3 clusters Score: Raw -407638.118146 + Penalty 826.982580 = -406811.135566 nChanged 579 SP:Iteration 3F (322.376660 sec): 3 clusters Score: Raw -408010.661740 + Penalty 826.982580 = -407183.679160 nChanged 562 SP:Iteration 4F (322.396796 sec): 3 clusters Score: Raw -408390.581420 + Penalty 826.982580 = -407563.598840 nChanged 543 SP:Iteration 5F (322.416886 sec): 3 clusters Score: Raw -408772.831688 + Penalty 826.982580 = -407945.849108 nChanged 488 SP:Iteration 6F (322.437280 sec): 3 clusters Score: Raw -409139.609043 + Penalty 826.982580 = -408312.626463 nChanged 413 SP:Iteration 7Q (322.457156 sec): 3 clusters Score: Raw -409414.723007 + Penalty 826.982580 = -408587.740427 nChanged 314 SP:Iteration 8Q (322.477264 sec): 3 clusters Score: Raw -409587.507566 + Penalty 826.982580 = -408760.524986 nChanged 244 SP:Iteration 9Q (322.497442 sec): 3 clusters Score: Raw -409704.490818 + Penalty 826.982580 = -408877.508238 nChanged 191 SP:Iteration 10Q (322.517263 sec): 3 clusters Score: Raw -409792.916387 + Penalty 826.982580 = -408965.933807 nChanged 168 SP:Iteration 11Q (322.537132 sec): 3 clusters Score: Raw -409873.670852 + Penalty 826.982580 = -409046.688272 nChanged 158 SP:Iteration 12Q (322.556880 sec): 3 clusters Score: Raw -409942.255534 + Penalty 826.982580 = -409115.272954 nChanged 168 SP:Iteration 13Q (322.577010 sec): 3 clusters Score: Raw -410017.929306 + Penalty 826.982580 = -409190.946726 nChanged 153 SP:Iteration 14Q (322.597047 sec): 3 clusters Score: Raw -410081.961060 + Penalty 826.982580 = -409254.978480 nChanged 130 SP:Iteration 15Q (322.649003 sec): 3 clusters Score: Raw -410133.438646 + Penalty 826.982580 = -409306.456066 nChanged 135 SP:Iteration 16Q (322.696952 sec): 3 clusters Score: Raw -410190.042023 + Penalty 826.982580 = -409363.059443 nChanged 129 SP:Iteration 17Q (322.744717 sec): 3 clusters Score: Raw -410254.943471 + Penalty 826.982580 = -409427.960891 nChanged 144 SP:Iteration 18Q (322.792910 sec): 3 clusters Score: Raw -410332.173405 + Penalty 826.982580 = -409505.190825 nChanged 156 SP:Iteration 19Q (322.846814 sec): 3 clusters Score: Raw -410442.264177 + Penalty 826.982580 = -409615.281597 nChanged 137 SP:Iteration 20F (322.901485 sec): 3 clusters Score: Raw -410532.866033 + Penalty 826.982580 = -409705.883453 nChanged 108 SP:Iteration 21Q (322.955200 sec): 3 clusters Score: Raw -410583.377735 + Penalty 826.982580 = -409756.395155 nChanged 85 SP:Iteration 22Q (323.008874 sec): 3 clusters Score: Raw -410613.259613 + Penalty 826.982580 = -409786.277033 nChanged 62 SP:Iteration 23Q (323.052217 sec): 3 clusters Score: Raw -410627.207647 + Penalty 826.982580 = -409800.225067 nChanged 37 SP:Iteration 24Q (323.105311 sec): 3 clusters Score: Raw -410633.140431 + Penalty 826.982580 = -409806.157851 nChanged 30 SP:Iteration 25Q (323.158550 sec): 3 clusters Score: Raw -410637.860856 + Penalty 826.982580 = -409810.878276 nChanged 26 SP:Iteration 26Q (323.212092 sec): 3 clusters Score: Raw -410641.173061 + Penalty 826.982580 = -409814.190481 nChanged 25 SP:Iteration 27Q (323.254105 sec): 3 clusters Score: Raw -410643.728335 + Penalty 826.982580 = -409816.745755 nChanged 16 SP:Iteration 28Q (323.273788 sec): 3 clusters Score: Raw -410645.086677 + Penalty 826.982580 = -409818.104097 nChanged 23 SP:Iteration 29Q (323.293746 sec): 3 clusters Score: Raw -410647.566060 + Penalty 826.982580 = -409820.583480 nChanged 16 SP:Iteration 30Q (323.313840 sec): 3 clusters Score: Raw -410649.206943 + Penalty 826.982580 = -409822.224363 nChanged 17 SP:Iteration 31Q (323.333879 sec): 3 clusters Score: Raw -410651.005015 + Penalty 826.982580 = -409824.022435 nChanged 16 SP:Iteration 32Q (323.353671 sec): 3 clusters Score: Raw -410652.576687 + Penalty 826.982580 = -409825.594108 nChanged 15 SP:Iteration 33Q (323.373591 sec): 3 clusters Score: Raw -410653.727088 + Penalty 826.982580 = -409826.744508 nChanged 11 SP:Iteration 34Q (323.393255 sec): 3 clusters Score: Raw -410654.622394 + Penalty 826.982580 = -409827.639814 nChanged 11 SP:Iteration 35Q (323.413154 sec): 3 clusters Score: Raw -410655.435269 + Penalty 826.982580 = -409828.452689 nChanged 8 SP:Iteration 36Q (323.432885 sec): 3 clusters Score: Raw -410656.018003 + Penalty 826.982580 = -409829.035423 nChanged 10 SP:Iteration 37Q (323.452345 sec): 3 clusters Score: Raw -410656.743024 + Penalty 826.982580 = -409829.760444 nChanged 8 SP:Iteration 38Q (323.472249 sec): 3 clusters Score: Raw -410657.137191 + Penalty 826.982580 = -409830.154611 nChanged 8 SP:Iteration 39Q (323.491872 sec): 3 clusters Score: Raw -410657.824456 + Penalty 826.982580 = -409830.841876 nChanged 6 SP:Iteration 40F (323.511932 sec): 3 clusters Score: Raw -410658.218590 + Penalty 826.982580 = -409831.236010 nChanged 6 SP:Iteration 41Q (323.531772 sec): 3 clusters Score: Raw -410658.535972 + Penalty 826.982580 = -409831.553392 nChanged 5 SP:Iteration 42Q (323.551842 sec): 3 clusters Score: Raw -410658.800749 + Penalty 826.982580 = -409831.818169 nChanged 2 SP:Iteration 43Q (323.571777 sec): 3 clusters Score: Raw -410658.858509 + Penalty 826.982580 = -409831.875929 nChanged 1 SP:Iteration 44Q (323.591338 sec): 3 clusters Score: Raw -410658.900861 + Penalty 826.982580 = -409831.918281 nChanged 1 SP:Iteration 45Q (323.611267 sec): 3 clusters Score: Raw -410658.965343 + Penalty 826.982580 = -409831.982763 nChanged 2 SP:Iteration 46Q (323.630874 sec): 3 clusters Score: Raw -410659.282773 + Penalty 826.982580 = -409832.300193 nChanged 5 SP:Iteration 47Q (323.650509 sec): 3 clusters Score: Raw -410659.692690 + Penalty 826.982580 = -409832.710110 nChanged 6 SP:Iteration 48Q (323.670131 sec): 3 clusters Score: Raw -410660.098503 + Penalty 826.982580 = -409833.115924 nChanged 5 SP:Iteration 49Q (323.690052 sec): 3 clusters Score: Raw -410660.386530 + Penalty 826.982580 = -409833.403950 nChanged 7 SP:Iteration 50Q (323.709630 sec): 3 clusters Score: Raw -410660.764095 + Penalty 826.982580 = -409833.781515 nChanged 4 SP:Iteration 51Q (323.729455 sec): 3 clusters Score: Raw -410660.894517 + Penalty 826.982580 = -409833.911937 nChanged 4 SP:Iteration 52Q (323.749188 sec): 3 clusters Score: Raw -410661.080247 + Penalty 826.982580 = -409834.097668 nChanged 2 SP:Iteration 53Q (323.768820 sec): 3 clusters Score: Raw -410661.120726 + Penalty 826.982580 = -409834.138147 nChanged 1 SP:Iteration 54Q (323.788430 sec): 3 clusters Score: Raw -410661.152979 + Penalty 826.982580 = -409834.170399 nChanged 0 SP:Iteration 55F (323.808679 sec): 3 clusters Score: Raw -410661.152979 + Penalty 826.982580 = -409834.170399 nChanged 0 Trying to split cluster 29 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.816156 sec): 2 clusters Score: Raw -5955.278501 + Penalty 236.279537 = -5718.998964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.817318 sec): 3 clusters Score: Raw -5909.888758 + Penalty 472.559073 = -5437.329685 nChanged 47 SP:Iteration 1F (323.818298 sec): 3 clusters Score: Raw -5969.739017 + Penalty 472.559073 = -5497.179944 nChanged 15 SP:Iteration 2F (323.819281 sec): 3 clusters Score: Raw -6016.071006 + Penalty 472.559073 = -5543.511933 nChanged 12 SP:Iteration 3F (323.820252 sec): 3 clusters Score: Raw -6052.775198 + Penalty 472.559073 = -5580.216125 nChanged 10 SP:Iteration 4F (323.821219 sec): 3 clusters Score: Raw -6070.205826 + Penalty 472.559073 = -5597.646752 nChanged 7 SP:Iteration 5Q (323.822187 sec): 3 clusters Score: Raw -6089.705117 + Penalty 472.559073 = -5617.146044 nChanged 4 SP:Iteration 6Q (323.823146 sec): 3 clusters Score: Raw -6097.491880 + Penalty 472.559073 = -5624.932806 nChanged 4 SP:Iteration 7Q (323.824104 sec): 3 clusters Score: Raw -6100.914775 + Penalty 472.559073 = -5628.355702 nChanged 0 SP:Iteration 8F (323.825063 sec): 3 clusters Score: Raw -6100.914775 + Penalty 472.559073 = -5628.355702 nChanged 0 Trying to split cluster 30 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.840880 sec): 2 clusters Score: Raw -176081.841213 + Penalty 372.749365 = -175709.091848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.851409 sec): 3 clusters Score: Raw -173946.632532 + Penalty 745.498730 = -173201.133802 nChanged 1630 SP:Iteration 1F (323.860899 sec): 3 clusters Score: Raw -174821.630335 + Penalty 745.498730 = -174076.131605 nChanged 202 SP:Iteration 2F (323.870359 sec): 3 clusters Score: Raw -174907.928580 + Penalty 745.498730 = -174162.429850 nChanged 196 SP:Iteration 3F (323.879825 sec): 3 clusters Score: Raw -175008.563899 + Penalty 745.498730 = -174263.065170 nChanged 217 SP:Iteration 4F (323.889268 sec): 3 clusters Score: Raw -175151.945395 + Penalty 745.498730 = -174406.446665 nChanged 283 SP:Iteration 5F (323.898680 sec): 3 clusters Score: Raw -175390.401093 + Penalty 745.498730 = -174644.902363 nChanged 294 SP:Iteration 6F (323.908087 sec): 3 clusters Score: Raw -175681.632600 + Penalty 745.498730 = -174936.133871 nChanged 235 SP:Iteration 7F (323.917446 sec): 3 clusters Score: Raw -175940.898616 + Penalty 745.498730 = -175195.399886 nChanged 114 SP:Iteration 8Q (323.926825 sec): 3 clusters Score: Raw -176063.676698 + Penalty 745.498730 = -175318.177968 nChanged 57 SP:Iteration 9Q (323.936024 sec): 3 clusters Score: Raw -176136.578957 + Penalty 745.498730 = -175391.080227 nChanged 28 SP:Iteration 10Q (323.945161 sec): 3 clusters Score: Raw -176176.734506 + Penalty 745.498730 = -175431.235776 nChanged 17 SP:Iteration 11Q (323.954182 sec): 3 clusters Score: Raw -176187.925002 + Penalty 745.498730 = -175442.426273 nChanged 6 SP:Iteration 12Q (323.963226 sec): 3 clusters Score: Raw -176192.126416 + Penalty 745.498730 = -175446.627686 nChanged 4 SP:Iteration 13Q (323.972295 sec): 3 clusters Score: Raw -176198.641532 + Penalty 745.498730 = -175453.142802 nChanged 6 SP:Iteration 14Q (323.981316 sec): 3 clusters Score: Raw -176206.024226 + Penalty 745.498730 = -175460.525496 nChanged 3 SP:Iteration 15Q (323.990671 sec): 3 clusters Score: Raw -176209.363207 + Penalty 745.498730 = -175463.864478 nChanged 2 SP:Iteration 16Q (323.999657 sec): 3 clusters Score: Raw -176214.107692 + Penalty 745.498730 = -175468.608962 nChanged 3 SP:Iteration 17Q (324.008681 sec): 3 clusters Score: Raw -176215.868545 + Penalty 745.498730 = -175470.369816 nChanged 1 SP:Iteration 18Q (324.017637 sec): 3 clusters Score: Raw -176217.625269 + Penalty 745.498730 = -175472.126539 nChanged 3 SP:Iteration 19Q (324.026560 sec): 3 clusters Score: Raw -176223.130792 + Penalty 745.498730 = -175477.632063 nChanged 4 SP:Iteration 20F (324.035881 sec): 3 clusters Score: Raw -176224.950042 + Penalty 745.498730 = -175479.451313 nChanged 2 SP:Iteration 21Q (324.044867 sec): 3 clusters Score: Raw -176225.897582 + Penalty 745.498730 = -175480.398852 nChanged 0 SP:Iteration 22F (324.054167 sec): 3 clusters Score: Raw -176225.897582 + Penalty 745.498730 = -175480.398852 nChanged 0 Trying to split cluster 31 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.059586 sec): 2 clusters Score: Raw -5129.242386 + Penalty 230.635141 = -4898.607245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.060646 sec): 3 clusters Score: Raw -5109.294418 + Penalty 461.270282 = -4648.024136 nChanged 48 SP:Iteration 1F (324.061548 sec): 3 clusters Score: Raw -5205.218811 + Penalty 461.270282 = -4743.948529 nChanged 12 SP:Iteration 2F (324.062469 sec): 3 clusters Score: Raw -5227.412305 + Penalty 461.270282 = -4766.142023 nChanged 7 SP:Iteration 3Q (324.063421 sec): 3 clusters Score: Raw -5244.258265 + Penalty 461.270282 = -4782.987983 nChanged 3 SP:Iteration 4Q (324.064342 sec): 3 clusters Score: Raw -5247.854286 + Penalty 461.270282 = -4786.584004 nChanged 1 SP:Iteration 5Q (324.065246 sec): 3 clusters Score: Raw -5252.969733 + Penalty 461.270282 = -4791.699450 nChanged 1 SP:Iteration 6Q (324.066189 sec): 3 clusters Score: Raw -5253.841881 + Penalty 461.270282 = -4792.571599 nChanged 1 SP:Iteration 7Q (324.067090 sec): 3 clusters Score: Raw -5254.324569 + Penalty 461.270282 = -4793.054286 nChanged 0 SP:Iteration 8F (324.067998 sec): 3 clusters Score: Raw -5254.324569 + Penalty 461.270282 = -4793.054286 nChanged 0 Iteration 99Q (326.565482 sec): 32 clusters Score: Raw -13971830.540614 + Penalty 17831.252328 = -13953999.288286 nChanged 564 Iteration 100F (329.649841 sec): 32 clusters Score: Raw -13971865.748338 + Penalty 17831.252328 = -13954034.496010 nChanged 517 Iteration 101Q (332.002384 sec): 32 clusters Score: Raw -13971900.571945 + Penalty 17831.252328 = -13954069.319617 nChanged 548 Iteration 102Q (334.354816 sec): 32 clusters Score: Raw -13971931.960839 + Penalty 17831.252328 = -13954100.708511 nChanged 518 Iteration 103Q (336.685415 sec): 32 clusters Score: Raw -13971961.559569 + Penalty 17831.252328 = -13954130.307240 nChanged 477 Iteration 104Q (339.040028 sec): 32 clusters Score: Raw -13971989.274526 + Penalty 17831.252328 = -13954158.022198 nChanged 453 Iteration 105Q (341.373379 sec): 32 clusters Score: Raw -13972016.220702 + Penalty 17831.252328 = -13954184.968374 nChanged 462 Iteration 106Q (344.103006 sec): 32 clusters Score: Raw -13972045.018573 + Penalty 17831.252328 = -13954213.766245 nChanged 453 Iteration 107Q (346.461055 sec): 32 clusters Score: Raw -13972072.864957 + Penalty 17831.252328 = -13954241.612629 nChanged 426 Iteration 108Q (348.795891 sec): 32 clusters Score: Raw -13972099.579708 + Penalty 17831.252328 = -13954268.327379 nChanged 411 Iteration 109Q (351.123979 sec): 32 clusters Score: Raw -13972123.454758 + Penalty 17831.252328 = -13954292.202429 nChanged 404 Iteration 110Q (353.452627 sec): 32 clusters Score: Raw -13972146.463474 + Penalty 17831.252328 = -13954315.211145 nChanged 378 Iteration 111Q (355.804942 sec): 32 clusters Score: Raw -13972169.313223 + Penalty 17831.252328 = -13954338.060895 nChanged 399 Iteration 112Q (358.154656 sec): 32 clusters Score: Raw -13972196.565428 + Penalty 17831.252328 = -13954365.313099 nChanged 421 Iteration 113Q (360.483388 sec): 32 clusters Score: Raw -13972221.721429 + Penalty 17831.252328 = -13954390.469101 nChanged 390 Iteration 114Q (363.068949 sec): 32 clusters Score: Raw -13972245.786328 + Penalty 17831.252328 = -13954414.534000 nChanged 405 Iteration 115Q (365.426705 sec): 32 clusters Score: Raw -13972270.929198 + Penalty 17831.252328 = -13954439.676870 nChanged 429 Iteration 116Q (367.759401 sec): 32 clusters Score: Raw -13972302.315923 + Penalty 17831.252328 = -13954471.063594 nChanged 438 Iteration 117Q (370.140802 sec): 32 clusters Score: Raw -13972334.574405 + Penalty 17831.252328 = -13954503.322077 nChanged 466 Iteration 118Q (372.468411 sec): 32 clusters Score: Raw -13972370.707049 + Penalty 17831.252328 = -13954539.454720 nChanged 461 Iteration 119Q (374.796553 sec): 32 clusters Score: Raw -13972406.441659 + Penalty 17831.252328 = -13954575.189331 nChanged 469 Iteration 120F (378.237416 sec): 32 clusters Score: Raw -13972446.546317 + Penalty 17831.252328 = -13954615.293989 nChanged 472 Iteration 121Q (380.591100 sec): 32 clusters Score: Raw -13972480.773064 + Penalty 17831.252328 = -13954649.520736 nChanged 461 Iteration 122Q (382.941929 sec): 32 clusters Score: Raw -13972511.054387 + Penalty 17831.252328 = -13954679.802059 nChanged 428 Iteration 123Q (385.274292 sec): 32 clusters Score: Raw -13972539.007554 + Penalty 17831.252328 = -13954707.755226 nChanged 401 Iteration 124Q (387.604621 sec): 32 clusters Score: Raw -13972566.264998 + Penalty 17831.252328 = -13954735.012670 nChanged 422 Iteration 125Q (389.964669 sec): 32 clusters Score: Raw -13972598.535309 + Penalty 17831.252328 = -13954767.282980 nChanged 438 Iteration 126Q (392.291186 sec): 32 clusters Score: Raw -13972634.522568 + Penalty 17831.252328 = -13954803.270240 nChanged 400 Iteration 127Q (394.816284 sec): 32 clusters Score: Raw -13972669.418243 + Penalty 17831.252328 = -13954838.165915 nChanged 419 Iteration 128Q (397.162995 sec): 32 clusters Score: Raw -13972703.482132 + Penalty 17831.252328 = -13954872.229803 nChanged 411 Iteration 129Q (399.491415 sec): 32 clusters Score: Raw -13972733.186707 + Penalty 17831.252328 = -13954901.934378 nChanged 354 Iteration 130Q (401.816018 sec): 32 clusters Score: Raw -13972755.999908 + Penalty 17831.252328 = -13954924.747579 nChanged 353 Iteration 131Q (404.151943 sec): 32 clusters Score: Raw -13972778.818405 + Penalty 17831.252328 = -13954947.566077 nChanged 331 Iteration 132Q (406.478882 sec): 32 clusters Score: Raw -13972800.535422 + Penalty 17831.252328 = -13954969.283094 nChanged 294 Iteration 133Q (408.828176 sec): 32 clusters Score: Raw -13972813.499730 + Penalty 17831.252328 = -13954982.247402 nChanged 265 Iteration 134Q (411.155268 sec): 32 clusters Score: Raw -13972824.772383 + Penalty 17831.252328 = -13954993.520054 nChanged 237 Iteration 135Q (413.503877 sec): 32 clusters Score: Raw -13972835.513883 + Penalty 17831.252328 = -13955004.261555 nChanged 234 Iteration 136Q (415.834181 sec): 32 clusters Score: Raw -13972845.598128 + Penalty 17831.252328 = -13955014.345800 nChanged 243 Iteration 137Q (418.163765 sec): 32 clusters Score: Raw -13972856.997248 + Penalty 17831.252328 = -13955025.744919 nChanged 224 Iteration 138Q (420.516158 sec): 32 clusters Score: Raw -13972867.185607 + Penalty 17831.252328 = -13955035.933278 nChanged 209 Writing temp clu file Because OldScore, -13955025.744919, is greater than current (better) Score,-13955035.933278 Compute initial score before splitting: Score: Raw -13972867.185607 + Penalty 17831.252328 = -13955035.933278 Trying to split cluster 1 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.572002 sec): 2 clusters Score: Raw -23613.094722 + Penalty 278.871785 = -23334.222938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.573915 sec): 3 clusters Score: Raw -23425.653354 + Penalty 557.743569 = -22867.909785 nChanged 152 SP:Iteration 1F (420.575587 sec): 3 clusters Score: Raw -23525.659867 + Penalty 557.743569 = -22967.916298 nChanged 48 SP:Iteration 2F (420.577236 sec): 3 clusters Score: Raw -23570.017866 + Penalty 557.743569 = -23012.274297 nChanged 25 SP:Iteration 3F (420.578872 sec): 3 clusters Score: Raw -23588.941073 + Penalty 557.743569 = -23031.197504 nChanged 16 SP:Iteration 4Q (420.580518 sec): 3 clusters Score: Raw -23601.288814 + Penalty 557.743569 = -23043.545245 nChanged 14 SP:Iteration 5Q (420.582163 sec): 3 clusters Score: Raw -23612.916038 + Penalty 557.743569 = -23055.172469 nChanged 9 SP:Iteration 6Q (420.583809 sec): 3 clusters Score: Raw -23622.197589 + Penalty 557.743569 = -23064.454020 nChanged 8 SP:Iteration 7Q (420.585447 sec): 3 clusters Score: Raw -23629.304694 + Penalty 557.743569 = -23071.561125 nChanged 6 SP:Iteration 8Q (420.587079 sec): 3 clusters Score: Raw -23633.548045 + Penalty 557.743569 = -23075.804476 nChanged 3 SP:Iteration 9Q (420.588715 sec): 3 clusters Score: Raw -23634.972154 + Penalty 557.743569 = -23077.228585 nChanged 1 SP:Iteration 10Q (420.590350 sec): 3 clusters Score: Raw -23635.430711 + Penalty 557.743569 = -23077.687142 nChanged 1 SP:Iteration 11Q (420.591984 sec): 3 clusters Score: Raw -23635.836923 + Penalty 557.743569 = -23078.093354 nChanged 0 SP:Iteration 12F (420.593598 sec): 3 clusters Score: Raw -23635.836923 + Penalty 557.743569 = -23078.093354 nChanged 0 Trying to split cluster 2 (7400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.612115 sec): 2 clusters Score: Raw -353192.973338 + Penalty 405.370205 = -352787.603133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.631935 sec): 3 clusters Score: Raw -348676.148739 + Penalty 810.740410 = -347865.408329 nChanged 3383 SP:Iteration 1F (420.650517 sec): 3 clusters Score: Raw -350712.139891 + Penalty 810.740410 = -349901.399481 nChanged 503 SP:Iteration 2F (420.669061 sec): 3 clusters Score: Raw -350992.988205 + Penalty 810.740410 = -350182.247794 nChanged 564 SP:Iteration 3F (420.687639 sec): 3 clusters Score: Raw -351358.118473 + Penalty 810.740410 = -350547.378062 nChanged 576 SP:Iteration 4F (420.706093 sec): 3 clusters Score: Raw -351787.859417 + Penalty 810.740410 = -350977.119007 nChanged 528 SP:Iteration 5F (420.724651 sec): 3 clusters Score: Raw -352216.059633 + Penalty 810.740410 = -351405.319222 nChanged 450 SP:Iteration 6F (420.743716 sec): 3 clusters Score: Raw -352590.835593 + Penalty 810.740410 = -351780.095183 nChanged 313 SP:Iteration 7Q (420.762326 sec): 3 clusters Score: Raw -352839.922471 + Penalty 810.740410 = -352029.182060 nChanged 205 SP:Iteration 8Q (420.780819 sec): 3 clusters Score: Raw -352985.922177 + Penalty 810.740410 = -352175.181766 nChanged 132 SP:Iteration 9Q (420.799070 sec): 3 clusters Score: Raw -353099.165027 + Penalty 810.740410 = -352288.424617 nChanged 97 SP:Iteration 10Q (420.817272 sec): 3 clusters Score: Raw -353170.058748 + Penalty 810.740410 = -352359.318338 nChanged 60 SP:Iteration 11Q (420.835402 sec): 3 clusters Score: Raw -353210.445884 + Penalty 810.740410 = -352399.705474 nChanged 53 SP:Iteration 12Q (420.853534 sec): 3 clusters Score: Raw -353247.925412 + Penalty 810.740410 = -352437.185001 nChanged 57 SP:Iteration 13Q (420.873873 sec): 3 clusters Score: Raw -353286.673859 + Penalty 810.740410 = -352475.933448 nChanged 45 SP:Iteration 14Q (420.891990 sec): 3 clusters Score: Raw -353311.193786 + Penalty 810.740410 = -352500.453376 nChanged 27 SP:Iteration 15Q (420.909937 sec): 3 clusters Score: Raw -353331.219643 + Penalty 810.740410 = -352520.479233 nChanged 21 SP:Iteration 16Q (420.927832 sec): 3 clusters Score: Raw -353342.853514 + Penalty 810.740410 = -352532.113104 nChanged 20 SP:Iteration 17Q (420.945740 sec): 3 clusters Score: Raw -353350.352334 + Penalty 810.740410 = -352539.611923 nChanged 7 SP:Iteration 18Q (420.963598 sec): 3 clusters Score: Raw -353351.694391 + Penalty 810.740410 = -352540.953981 nChanged 4 SP:Iteration 19Q (420.981534 sec): 3 clusters Score: Raw -353352.610905 + Penalty 810.740410 = -352541.870495 nChanged 2 SP:Iteration 20F (421.000342 sec): 3 clusters Score: Raw -353353.083180 + Penalty 810.740410 = -352542.342770 nChanged 1 SP:Iteration 21Q (421.018311 sec): 3 clusters Score: Raw -353353.216467 + Penalty 810.740410 = -352542.476056 nChanged 0 SP:Iteration 22F (421.036880 sec): 3 clusters Score: Raw -353353.216467 + Penalty 810.740410 = -352542.476056 nChanged 0 Trying to split cluster 3 (6361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.053717 sec): 2 clusters Score: Raw -281116.420381 + Penalty 398.486310 = -280717.934072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.072059 sec): 3 clusters Score: Raw -277297.085834 + Penalty 796.972620 = -276500.113214 nChanged 2916 SP:Iteration 1F (421.088116 sec): 3 clusters Score: Raw -279005.793534 + Penalty 796.972620 = -278208.820915 nChanged 395 SP:Iteration 2F (421.104029 sec): 3 clusters Score: Raw -279194.526966 + Penalty 796.972620 = -278397.554346 nChanged 404 SP:Iteration 3F (421.119774 sec): 3 clusters Score: Raw -279457.462712 + Penalty 796.972620 = -278660.490093 nChanged 430 SP:Iteration 4F (421.135725 sec): 3 clusters Score: Raw -279797.830134 + Penalty 796.972620 = -279000.857515 nChanged 427 SP:Iteration 5F (421.151742 sec): 3 clusters Score: Raw -280172.679963 + Penalty 796.972620 = -279375.707343 nChanged 348 SP:Iteration 6F (421.167585 sec): 3 clusters Score: Raw -280459.410135 + Penalty 796.972620 = -279662.437515 nChanged 269 SP:Iteration 7Q (421.183452 sec): 3 clusters Score: Raw -280674.113653 + Penalty 796.972620 = -279877.141034 nChanged 195 SP:Iteration 8Q (421.199365 sec): 3 clusters Score: Raw -280800.899097 + Penalty 796.972620 = -280003.926477 nChanged 135 SP:Iteration 9Q (421.214999 sec): 3 clusters Score: Raw -280886.788127 + Penalty 796.972620 = -280089.815507 nChanged 123 SP:Iteration 10Q (421.231308 sec): 3 clusters Score: Raw -280962.187526 + Penalty 796.972620 = -280165.214906 nChanged 94 SP:Iteration 11Q (421.247062 sec): 3 clusters Score: Raw -281018.342655 + Penalty 796.972620 = -280221.370035 nChanged 87 SP:Iteration 12Q (421.262746 sec): 3 clusters Score: Raw -281069.502836 + Penalty 796.972620 = -280272.530217 nChanged 69 SP:Iteration 13Q (421.278371 sec): 3 clusters Score: Raw -281111.612318 + Penalty 796.972620 = -280314.639698 nChanged 45 SP:Iteration 14Q (421.293944 sec): 3 clusters Score: Raw -281143.432743 + Penalty 796.972620 = -280346.460123 nChanged 37 SP:Iteration 15Q (421.309528 sec): 3 clusters Score: Raw -281166.026202 + Penalty 796.972620 = -280369.053583 nChanged 27 SP:Iteration 16Q (421.325049 sec): 3 clusters Score: Raw -281179.679720 + Penalty 796.972620 = -280382.707101 nChanged 20 SP:Iteration 17Q (421.340420 sec): 3 clusters Score: Raw -281190.877483 + Penalty 796.972620 = -280393.904863 nChanged 19 SP:Iteration 18Q (421.355830 sec): 3 clusters Score: Raw -281201.867254 + Penalty 796.972620 = -280404.894634 nChanged 16 SP:Iteration 19Q (421.371241 sec): 3 clusters Score: Raw -281211.096927 + Penalty 796.972620 = -280414.124307 nChanged 14 SP:Iteration 20F (421.387123 sec): 3 clusters Score: Raw -281219.530990 + Penalty 796.972620 = -280422.558371 nChanged 14 SP:Iteration 21Q (421.402440 sec): 3 clusters Score: Raw -281230.733978 + Penalty 796.972620 = -280433.761358 nChanged 8 SP:Iteration 22Q (421.417695 sec): 3 clusters Score: Raw -281237.385171 + Penalty 796.972620 = -280440.412551 nChanged 6 SP:Iteration 23Q (421.432968 sec): 3 clusters Score: Raw -281240.620931 + Penalty 796.972620 = -280443.648311 nChanged 5 SP:Iteration 24Q (421.448267 sec): 3 clusters Score: Raw -281244.658384 + Penalty 796.972620 = -280447.685764 nChanged 8 SP:Iteration 25Q (421.463501 sec): 3 clusters Score: Raw -281250.314387 + Penalty 796.972620 = -280453.341768 nChanged 6 SP:Iteration 26Q (421.478861 sec): 3 clusters Score: Raw -281252.683999 + Penalty 796.972620 = -280455.711379 nChanged 1 SP:Iteration 27Q (421.494099 sec): 3 clusters Score: Raw -281253.422979 + Penalty 796.972620 = -280456.450359 nChanged 1 SP:Iteration 28Q (421.509138 sec): 3 clusters Score: Raw -281253.930936 + Penalty 796.972620 = -280456.958316 nChanged 0 SP:Iteration 29F (421.524701 sec): 3 clusters Score: Raw -281253.930936 + Penalty 796.972620 = -280456.958316 nChanged 0 Trying to split cluster 4 (3869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.540099 sec): 2 clusters Score: Raw -171986.261842 + Penalty 375.864187 = -171610.397656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.551226 sec): 3 clusters Score: Raw -169736.829857 + Penalty 751.728373 = -168985.101484 nChanged 1697 SP:Iteration 1F (421.561107 sec): 3 clusters Score: Raw -170782.814084 + Penalty 751.728373 = -170031.085711 nChanged 281 SP:Iteration 2F (421.571129 sec): 3 clusters Score: Raw -170966.044833 + Penalty 751.728373 = -170214.316460 nChanged 268 SP:Iteration 3F (421.581105 sec): 3 clusters Score: Raw -171139.810417 + Penalty 751.728373 = -170388.082044 nChanged 221 SP:Iteration 4F (421.591085 sec): 3 clusters Score: Raw -171324.945815 + Penalty 751.728373 = -170573.217441 nChanged 225 SP:Iteration 5F (421.601066 sec): 3 clusters Score: Raw -171502.880728 + Penalty 751.728373 = -170751.152355 nChanged 171 SP:Iteration 6Q (421.611101 sec): 3 clusters Score: Raw -171591.854100 + Penalty 751.728373 = -170840.125727 nChanged 115 SP:Iteration 7Q (421.621198 sec): 3 clusters Score: Raw -171645.925344 + Penalty 751.728373 = -170894.196970 nChanged 94 SP:Iteration 8Q (421.631085 sec): 3 clusters Score: Raw -171681.194289 + Penalty 751.728373 = -170929.465916 nChanged 84 SP:Iteration 9Q (421.641093 sec): 3 clusters Score: Raw -171718.678204 + Penalty 751.728373 = -170966.949831 nChanged 79 SP:Iteration 10Q (421.651057 sec): 3 clusters Score: Raw -171751.896693 + Penalty 751.728373 = -171000.168320 nChanged 71 SP:Iteration 11Q (421.660966 sec): 3 clusters Score: Raw -171782.692114 + Penalty 751.728373 = -171030.963741 nChanged 62 SP:Iteration 12Q (421.670998 sec): 3 clusters Score: Raw -171810.025978 + Penalty 751.728373 = -171058.297604 nChanged 67 SP:Iteration 13Q (421.680932 sec): 3 clusters Score: Raw -171842.245265 + Penalty 751.728373 = -171090.516892 nChanged 69 SP:Iteration 14Q (421.690846 sec): 3 clusters Score: Raw -171873.094305 + Penalty 751.728373 = -171121.365932 nChanged 59 SP:Iteration 15Q (421.700754 sec): 3 clusters Score: Raw -171902.518731 + Penalty 751.728373 = -171150.790358 nChanged 59 SP:Iteration 16Q (421.710601 sec): 3 clusters Score: Raw -171937.279200 + Penalty 751.728373 = -171185.550826 nChanged 58 SP:Iteration 17Q (421.720395 sec): 3 clusters Score: Raw -171973.780132 + Penalty 751.728373 = -171222.051759 nChanged 63 SP:Iteration 18Q (421.730307 sec): 3 clusters Score: Raw -172007.838867 + Penalty 751.728373 = -171256.110494 nChanged 54 SP:Iteration 19Q (421.740140 sec): 3 clusters Score: Raw -172035.709102 + Penalty 751.728373 = -171283.980728 nChanged 43 SP:Iteration 20F (421.750026 sec): 3 clusters Score: Raw -172061.066052 + Penalty 751.728373 = -171309.337678 nChanged 40 SP:Iteration 21Q (421.759849 sec): 3 clusters Score: Raw -172080.756210 + Penalty 751.728373 = -171329.027837 nChanged 31 SP:Iteration 22Q (421.769615 sec): 3 clusters Score: Raw -172089.884405 + Penalty 751.728373 = -171338.156031 nChanged 21 SP:Iteration 23Q (421.779422 sec): 3 clusters Score: Raw -172095.334805 + Penalty 751.728373 = -171343.606432 nChanged 12 SP:Iteration 24Q (421.789250 sec): 3 clusters Score: Raw -172098.066855 + Penalty 751.728373 = -171346.338481 nChanged 15 SP:Iteration 25Q (421.799035 sec): 3 clusters Score: Raw -172102.175163 + Penalty 751.728373 = -171350.446789 nChanged 15 SP:Iteration 26Q (421.808855 sec): 3 clusters Score: Raw -172105.970561 + Penalty 751.728373 = -171354.242188 nChanged 14 SP:Iteration 27Q (421.818637 sec): 3 clusters Score: Raw -172108.764749 + Penalty 751.728373 = -171357.036376 nChanged 12 SP:Iteration 28Q (421.828450 sec): 3 clusters Score: Raw -172111.061573 + Penalty 751.728373 = -171359.333200 nChanged 9 SP:Iteration 29Q (421.838210 sec): 3 clusters Score: Raw -172113.097056 + Penalty 751.728373 = -171361.368682 nChanged 10 SP:Iteration 30Q (421.847934 sec): 3 clusters Score: Raw -172115.500244 + Penalty 751.728373 = -171363.771871 nChanged 5 SP:Iteration 31Q (421.857679 sec): 3 clusters Score: Raw -172116.424786 + Penalty 751.728373 = -171364.696413 nChanged 4 SP:Iteration 32Q (421.867487 sec): 3 clusters Score: Raw -172117.846668 + Penalty 751.728373 = -171366.118294 nChanged 4 SP:Iteration 33Q (421.877208 sec): 3 clusters Score: Raw -172118.764719 + Penalty 751.728373 = -171367.036346 nChanged 4 SP:Iteration 34Q (421.886968 sec): 3 clusters Score: Raw -172119.188574 + Penalty 751.728373 = -171367.460200 nChanged 4 SP:Iteration 35Q (421.896761 sec): 3 clusters Score: Raw -172119.584921 + Penalty 751.728373 = -171367.856548 nChanged 2 SP:Iteration 36Q (421.906527 sec): 3 clusters Score: Raw -172119.683154 + Penalty 751.728373 = -171367.954780 nChanged 2 SP:Iteration 37Q (421.916259 sec): 3 clusters Score: Raw -172119.817376 + Penalty 751.728373 = -171368.089003 nChanged 1 SP:Iteration 38Q (421.926049 sec): 3 clusters Score: Raw -172119.927635 + Penalty 751.728373 = -171368.199261 nChanged 2 SP:Iteration 39Q (421.935826 sec): 3 clusters Score: Raw -172120.078780 + Penalty 751.728373 = -171368.350407 nChanged 0 SP:Iteration 40F (421.945712 sec): 3 clusters Score: Raw -172120.078780 + Penalty 751.728373 = -171368.350407 nChanged 0 Trying to split cluster 5 (6951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.963200 sec): 2 clusters Score: Raw -344097.303263 + Penalty 402.522157 = -343694.781106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.982593 sec): 3 clusters Score: Raw -339881.000781 + Penalty 805.044314 = -339075.956467 nChanged 3096 SP:Iteration 1F (422.000144 sec): 3 clusters Score: Raw -341548.810623 + Penalty 805.044314 = -340743.766309 nChanged 326 SP:Iteration 2Q (422.017740 sec): 3 clusters Score: Raw -341665.043851 + Penalty 805.044314 = -340859.999537 nChanged 318 SP:Iteration 3Q (422.035239 sec): 3 clusters Score: Raw -341805.029950 + Penalty 805.044314 = -340999.985636 nChanged 348 SP:Iteration 4F (422.052599 sec): 3 clusters Score: Raw -341997.967158 + Penalty 805.044314 = -341192.922844 nChanged 396 SP:Iteration 5F (422.070091 sec): 3 clusters Score: Raw -342268.560717 + Penalty 805.044314 = -341463.516403 nChanged 434 SP:Iteration 6F (422.087458 sec): 3 clusters Score: Raw -342613.543853 + Penalty 805.044314 = -341808.499539 nChanged 447 SP:Iteration 7F (422.104807 sec): 3 clusters Score: Raw -342951.985653 + Penalty 805.044314 = -342146.941339 nChanged 338 SP:Iteration 8Q (422.122134 sec): 3 clusters Score: Raw -343198.391179 + Penalty 805.044314 = -342393.346865 nChanged 280 SP:Iteration 9Q (422.139506 sec): 3 clusters Score: Raw -343342.845071 + Penalty 805.044314 = -342537.800757 nChanged 181 SP:Iteration 10Q (422.156742 sec): 3 clusters Score: Raw -343412.549291 + Penalty 805.044314 = -342607.504977 nChanged 145 SP:Iteration 11Q (422.173969 sec): 3 clusters Score: Raw -343468.885046 + Penalty 805.044314 = -342663.840732 nChanged 133 SP:Iteration 12Q (422.191078 sec): 3 clusters Score: Raw -343525.038143 + Penalty 805.044314 = -342719.993829 nChanged 133 SP:Iteration 13Q (422.208045 sec): 3 clusters Score: Raw -343586.154279 + Penalty 805.044314 = -342781.109965 nChanged 152 SP:Iteration 14Q (422.225054 sec): 3 clusters Score: Raw -343661.106924 + Penalty 805.044314 = -342856.062610 nChanged 129 SP:Iteration 15Q (422.242130 sec): 3 clusters Score: Raw -343719.371045 + Penalty 805.044314 = -342914.326731 nChanged 114 SP:Iteration 16Q (422.259161 sec): 3 clusters Score: Raw -343767.796768 + Penalty 805.044314 = -342962.752455 nChanged 92 SP:Iteration 17Q (422.276170 sec): 3 clusters Score: Raw -343808.417050 + Penalty 805.044314 = -343003.372736 nChanged 88 SP:Iteration 18Q (422.293009 sec): 3 clusters Score: Raw -343847.008684 + Penalty 805.044314 = -343041.964370 nChanged 84 SP:Iteration 19Q (422.310031 sec): 3 clusters Score: Raw -343880.078749 + Penalty 805.044314 = -343075.034435 nChanged 83 SP:Iteration 20F (422.327311 sec): 3 clusters Score: Raw -343912.294077 + Penalty 805.044314 = -343107.249763 nChanged 70 SP:Iteration 21Q (422.344262 sec): 3 clusters Score: Raw -343935.919113 + Penalty 805.044314 = -343130.874799 nChanged 55 SP:Iteration 22Q (422.361211 sec): 3 clusters Score: Raw -343955.526368 + Penalty 805.044314 = -343150.482054 nChanged 56 SP:Iteration 23Q (422.378130 sec): 3 clusters Score: Raw -343977.666970 + Penalty 805.044314 = -343172.622656 nChanged 45 SP:Iteration 24Q (422.395067 sec): 3 clusters Score: Raw -343994.195222 + Penalty 805.044314 = -343189.150908 nChanged 32 SP:Iteration 25Q (422.411948 sec): 3 clusters Score: Raw -344003.208019 + Penalty 805.044314 = -343198.163705 nChanged 25 SP:Iteration 26Q (422.428731 sec): 3 clusters Score: Raw -344010.735960 + Penalty 805.044314 = -343205.691646 nChanged 26 SP:Iteration 27Q (422.445588 sec): 3 clusters Score: Raw -344019.278052 + Penalty 805.044314 = -343214.233738 nChanged 23 SP:Iteration 28Q (422.462524 sec): 3 clusters Score: Raw -344025.631352 + Penalty 805.044314 = -343220.587038 nChanged 22 SP:Iteration 29Q (422.479359 sec): 3 clusters Score: Raw -344032.580207 + Penalty 805.044314 = -343227.535893 nChanged 26 SP:Iteration 30Q (422.496157 sec): 3 clusters Score: Raw -344038.558527 + Penalty 805.044314 = -343233.514213 nChanged 22 SP:Iteration 31Q (422.512952 sec): 3 clusters Score: Raw -344043.465888 + Penalty 805.044314 = -343238.421574 nChanged 18 SP:Iteration 32Q (422.529772 sec): 3 clusters Score: Raw -344047.152183 + Penalty 805.044314 = -343242.107869 nChanged 18 SP:Iteration 33Q (422.546527 sec): 3 clusters Score: Raw -344050.972958 + Penalty 805.044314 = -343245.928644 nChanged 15 SP:Iteration 34Q (422.563263 sec): 3 clusters Score: Raw -344055.169076 + Penalty 805.044314 = -343250.124762 nChanged 17 SP:Iteration 35Q (422.580002 sec): 3 clusters Score: Raw -344060.072517 + Penalty 805.044314 = -343255.028203 nChanged 21 SP:Iteration 36Q (422.596840 sec): 3 clusters Score: Raw -344067.782120 + Penalty 805.044314 = -343262.737806 nChanged 16 SP:Iteration 37Q (422.613616 sec): 3 clusters Score: Raw -344072.793511 + Penalty 805.044314 = -343267.749197 nChanged 12 SP:Iteration 38Q (422.630333 sec): 3 clusters Score: Raw -344077.358627 + Penalty 805.044314 = -343272.314313 nChanged 10 SP:Iteration 39Q (422.646956 sec): 3 clusters Score: Raw -344080.039267 + Penalty 805.044314 = -343274.994953 nChanged 6 SP:Iteration 40F (422.664155 sec): 3 clusters Score: Raw -344081.358184 + Penalty 805.044314 = -343276.313870 nChanged 5 SP:Iteration 41Q (422.680864 sec): 3 clusters Score: Raw -344082.440187 + Penalty 805.044314 = -343277.395873 nChanged 9 SP:Iteration 42Q (422.697573 sec): 3 clusters Score: Raw -344086.088788 + Penalty 805.044314 = -343281.044474 nChanged 15 SP:Iteration 43Q (422.714302 sec): 3 clusters Score: Raw -344089.790297 + Penalty 805.044314 = -343284.745983 nChanged 9 SP:Iteration 44Q (422.731026 sec): 3 clusters Score: Raw -344092.176058 + Penalty 805.044314 = -343287.131744 nChanged 11 SP:Iteration 45Q (422.747678 sec): 3 clusters Score: Raw -344094.290173 + Penalty 805.044314 = -343289.245859 nChanged 9 SP:Iteration 46Q (422.764068 sec): 3 clusters Score: Raw -344095.639850 + Penalty 805.044314 = -343290.595536 nChanged 9 SP:Iteration 47Q (422.780525 sec): 3 clusters Score: Raw -344097.149825 + Penalty 805.044314 = -343292.105511 nChanged 7 SP:Iteration 48Q (422.797254 sec): 3 clusters Score: Raw -344098.575169 + Penalty 805.044314 = -343293.530855 nChanged 7 SP:Iteration 49Q (422.813971 sec): 3 clusters Score: Raw -344100.201813 + Penalty 805.044314 = -343295.157499 nChanged 10 SP:Iteration 50Q (422.830631 sec): 3 clusters Score: Raw -344103.248265 + Penalty 805.044314 = -343298.203951 nChanged 16 SP:Iteration 51Q (422.847333 sec): 3 clusters Score: Raw -344109.057940 + Penalty 805.044314 = -343304.013626 nChanged 13 SP:Iteration 52Q (422.864028 sec): 3 clusters Score: Raw -344113.338380 + Penalty 805.044314 = -343308.294066 nChanged 13 SP:Iteration 53Q (422.880697 sec): 3 clusters Score: Raw -344118.191774 + Penalty 805.044314 = -343313.147460 nChanged 12 SP:Iteration 54Q (422.897348 sec): 3 clusters Score: Raw -344121.800071 + Penalty 805.044314 = -343316.755757 nChanged 3 SP:Iteration 55Q (422.914078 sec): 3 clusters Score: Raw -344122.521036 + Penalty 805.044314 = -343317.476722 nChanged 2 SP:Iteration 56Q (422.930714 sec): 3 clusters Score: Raw -344123.011537 + Penalty 805.044314 = -343317.967223 nChanged 4 SP:Iteration 57Q (422.947357 sec): 3 clusters Score: Raw -344124.022520 + Penalty 805.044314 = -343318.978206 nChanged 2 SP:Iteration 58Q (422.963969 sec): 3 clusters Score: Raw -344124.309262 + Penalty 805.044314 = -343319.264948 nChanged 2 SP:Iteration 59Q (422.980649 sec): 3 clusters Score: Raw -344124.681967 + Penalty 805.044314 = -343319.637653 nChanged 2 SP:Iteration 60F (422.997845 sec): 3 clusters Score: Raw -344124.984399 + Penalty 805.044314 = -343319.940085 nChanged 0 Trying to split cluster 6 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.006038 sec): 2 clusters Score: Raw -24831.276206 + Penalty 288.646560 = -24542.629646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.008217 sec): 3 clusters Score: Raw -24592.568240 + Penalty 577.293120 = -24015.275120 nChanged 202 SP:Iteration 1F (423.010135 sec): 3 clusters Score: Raw -24829.248231 + Penalty 577.293120 = -24251.955112 nChanged 78 SP:Iteration 2F (423.012045 sec): 3 clusters Score: Raw -24971.614090 + Penalty 577.293120 = -24394.320970 nChanged 55 SP:Iteration 3F (423.013939 sec): 3 clusters Score: Raw -25120.031038 + Penalty 577.293120 = -24542.737918 nChanged 37 SP:Iteration 4F (423.015840 sec): 3 clusters Score: Raw -25175.820127 + Penalty 577.293120 = -24598.527007 nChanged 14 SP:Iteration 5Q (423.017726 sec): 3 clusters Score: Raw -25194.144031 + Penalty 577.293120 = -24616.850911 nChanged 5 SP:Iteration 6Q (423.019612 sec): 3 clusters Score: Raw -25201.912839 + Penalty 577.293120 = -24624.619720 nChanged 5 SP:Iteration 7Q (423.021502 sec): 3 clusters Score: Raw -25210.500561 + Penalty 577.293120 = -24633.207441 nChanged 3 SP:Iteration 8Q (423.023385 sec): 3 clusters Score: Raw -25212.392996 + Penalty 577.293120 = -24635.099877 nChanged 2 SP:Iteration 9Q (423.025272 sec): 3 clusters Score: Raw -25213.150303 + Penalty 577.293120 = -24635.857183 nChanged 0 SP:Iteration 10F (423.027164 sec): 3 clusters Score: Raw -25213.150303 + Penalty 577.293120 = -24635.857183 nChanged 0 Score: Raw -13973256.195662 + Penalty 18406.454016 = -13954849.741646 Splitting cluster 6 changes total score from -13955035.933278 to -13954849.741646 So it's not getting split. Trying to split cluster 7 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.361499 sec): 2 clusters Score: Raw -99904.742276 + Penalty 350.301597 = -99554.440679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.368230 sec): 3 clusters Score: Raw -98674.055885 + Penalty 700.603194 = -97973.452690 nChanged 939 SP:Iteration 1F (426.374204 sec): 3 clusters Score: Raw -99266.800161 + Penalty 700.603194 = -98566.196967 nChanged 172 SP:Iteration 2F (426.380212 sec): 3 clusters Score: Raw -99391.375353 + Penalty 700.603194 = -98690.772159 nChanged 151 SP:Iteration 3F (426.386220 sec): 3 clusters Score: Raw -99480.087521 + Penalty 700.603194 = -98779.484327 nChanged 123 SP:Iteration 4F (426.392217 sec): 3 clusters Score: Raw -99569.489374 + Penalty 700.603194 = -98868.886179 nChanged 115 SP:Iteration 5F (426.398205 sec): 3 clusters Score: Raw -99660.103049 + Penalty 700.603194 = -98959.499855 nChanged 121 SP:Iteration 6F (426.404179 sec): 3 clusters Score: Raw -99756.095352 + Penalty 700.603194 = -99055.492158 nChanged 96 SP:Iteration 7Q (426.410188 sec): 3 clusters Score: Raw -99818.732142 + Penalty 700.603194 = -99118.128948 nChanged 69 SP:Iteration 8Q (426.416214 sec): 3 clusters Score: Raw -99858.302653 + Penalty 700.603194 = -99157.699459 nChanged 52 SP:Iteration 9Q (426.422206 sec): 3 clusters Score: Raw -99874.660388 + Penalty 700.603194 = -99174.057194 nChanged 29 SP:Iteration 10Q (426.428137 sec): 3 clusters Score: Raw -99886.299624 + Penalty 700.603194 = -99185.696430 nChanged 29 SP:Iteration 11Q (426.434095 sec): 3 clusters Score: Raw -99894.976763 + Penalty 700.603194 = -99194.373569 nChanged 17 SP:Iteration 12Q (426.440050 sec): 3 clusters Score: Raw -99899.305959 + Penalty 700.603194 = -99198.702765 nChanged 13 SP:Iteration 13Q (426.446004 sec): 3 clusters Score: Raw -99901.751077 + Penalty 700.603194 = -99201.147883 nChanged 9 SP:Iteration 14Q (426.452008 sec): 3 clusters Score: Raw -99903.162356 + Penalty 700.603194 = -99202.559162 nChanged 6 SP:Iteration 15Q (426.457975 sec): 3 clusters Score: Raw -99904.564956 + Penalty 700.603194 = -99203.961762 nChanged 9 SP:Iteration 16Q (426.463924 sec): 3 clusters Score: Raw -99906.355529 + Penalty 700.603194 = -99205.752335 nChanged 6 SP:Iteration 17Q (426.469861 sec): 3 clusters Score: Raw -99907.197651 + Penalty 700.603194 = -99206.594457 nChanged 5 SP:Iteration 18Q (426.475809 sec): 3 clusters Score: Raw -99907.865947 + Penalty 700.603194 = -99207.262753 nChanged 5 SP:Iteration 19Q (426.481793 sec): 3 clusters Score: Raw -99909.111187 + Penalty 700.603194 = -99208.507993 nChanged 5 SP:Iteration 20F (426.487760 sec): 3 clusters Score: Raw -99909.670783 + Penalty 700.603194 = -99209.067589 nChanged 1 SP:Iteration 21Q (426.493719 sec): 3 clusters Score: Raw -99909.740036 + Penalty 700.603194 = -99209.136842 nChanged 1 SP:Iteration 22Q (426.499656 sec): 3 clusters Score: Raw -99909.955761 + Penalty 700.603194 = -99209.352567 nChanged 1 SP:Iteration 23Q (426.505587 sec): 3 clusters Score: Raw -99910.054735 + Penalty 700.603194 = -99209.451541 nChanged 2 SP:Iteration 24Q (426.511560 sec): 3 clusters Score: Raw -99910.170100 + Penalty 700.603194 = -99209.566906 nChanged 1 SP:Iteration 25Q (426.517519 sec): 3 clusters Score: Raw -99910.196612 + Penalty 700.603194 = -99209.593417 nChanged 0 SP:Iteration 26F (426.523489 sec): 3 clusters Score: Raw -99910.196612 + Penalty 700.603194 = -99209.593417 nChanged 0 Trying to split cluster 8 (7616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.541608 sec): 2 clusters Score: Raw -357806.631965 + Penalty 406.679299 = -357399.952665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.561341 sec): 3 clusters Score: Raw -353140.667265 + Penalty 813.358598 = -352327.308667 nChanged 3477 SP:Iteration 1F (426.580310 sec): 3 clusters Score: Raw -355283.286629 + Penalty 813.358598 = -354469.928031 nChanged 419 SP:Iteration 2F (426.599430 sec): 3 clusters Score: Raw -355466.657724 + Penalty 813.358598 = -354653.299125 nChanged 417 SP:Iteration 3F (426.618325 sec): 3 clusters Score: Raw -355674.815900 + Penalty 813.358598 = -354861.457301 nChanged 417 SP:Iteration 4F (426.637469 sec): 3 clusters Score: Raw -355939.652480 + Penalty 813.358598 = -355126.293881 nChanged 447 SP:Iteration 5F (426.656332 sec): 3 clusters Score: Raw -356301.373440 + Penalty 813.358598 = -355488.014841 nChanged 448 SP:Iteration 6F (426.675403 sec): 3 clusters Score: Raw -356627.641656 + Penalty 813.358598 = -355814.283057 nChanged 363 SP:Iteration 7Q (426.694112 sec): 3 clusters Score: Raw -356831.155949 + Penalty 813.358598 = -356017.797350 nChanged 251 SP:Iteration 8Q (426.712929 sec): 3 clusters Score: Raw -356925.443772 + Penalty 813.358598 = -356112.085174 nChanged 165 SP:Iteration 9Q (426.731882 sec): 3 clusters Score: Raw -356969.483796 + Penalty 813.358598 = -356156.125197 nChanged 105 SP:Iteration 10Q (426.750765 sec): 3 clusters Score: Raw -356995.805338 + Penalty 813.358598 = -356182.446740 nChanged 95 SP:Iteration 11Q (426.769665 sec): 3 clusters Score: Raw -357022.876407 + Penalty 813.358598 = -356209.517809 nChanged 94 SP:Iteration 12Q (426.788406 sec): 3 clusters Score: Raw -357047.540698 + Penalty 813.358598 = -356234.182100 nChanged 76 SP:Iteration 13Q (426.807461 sec): 3 clusters Score: Raw -357065.736978 + Penalty 813.358598 = -356252.378379 nChanged 75 SP:Iteration 14Q (426.826100 sec): 3 clusters Score: Raw -357081.564928 + Penalty 813.358598 = -356268.206330 nChanged 66 SP:Iteration 15Q (426.844649 sec): 3 clusters Score: Raw -357095.871435 + Penalty 813.358598 = -356282.512837 nChanged 56 SP:Iteration 16Q (426.863352 sec): 3 clusters Score: Raw -357106.704434 + Penalty 813.358598 = -356293.345836 nChanged 52 SP:Iteration 17Q (426.881955 sec): 3 clusters Score: Raw -357116.005934 + Penalty 813.358598 = -356302.647335 nChanged 68 SP:Iteration 18Q (426.900415 sec): 3 clusters Score: Raw -357129.188454 + Penalty 813.358598 = -356315.829856 nChanged 66 SP:Iteration 19Q (426.918892 sec): 3 clusters Score: Raw -357144.065153 + Penalty 813.358598 = -356330.706555 nChanged 65 SP:Iteration 20F (426.937572 sec): 3 clusters Score: Raw -357156.855181 + Penalty 813.358598 = -356343.496582 nChanged 71 SP:Iteration 21Q (426.956058 sec): 3 clusters Score: Raw -357172.479592 + Penalty 813.358598 = -356359.120994 nChanged 70 SP:Iteration 22Q (426.974511 sec): 3 clusters Score: Raw -357184.835737 + Penalty 813.358598 = -356371.477138 nChanged 48 SP:Iteration 23Q (426.992951 sec): 3 clusters Score: Raw -357194.342646 + Penalty 813.358598 = -356380.984047 nChanged 49 SP:Iteration 24Q (427.011741 sec): 3 clusters Score: Raw -357205.290837 + Penalty 813.358598 = -356391.932239 nChanged 48 SP:Iteration 25Q (427.030386 sec): 3 clusters Score: Raw -357215.386982 + Penalty 813.358598 = -356402.028384 nChanged 50 SP:Iteration 26Q (427.048846 sec): 3 clusters Score: Raw -357226.063118 + Penalty 813.358598 = -356412.704519 nChanged 54 SP:Iteration 27Q (427.067368 sec): 3 clusters Score: Raw -357236.509591 + Penalty 813.358598 = -356423.150992 nChanged 63 SP:Iteration 28Q (427.085777 sec): 3 clusters Score: Raw -357249.217878 + Penalty 813.358598 = -356435.859280 nChanged 56 SP:Iteration 29Q (427.104254 sec): 3 clusters Score: Raw -357261.890680 + Penalty 813.358598 = -356448.532082 nChanged 63 SP:Iteration 30Q (427.122600 sec): 3 clusters Score: Raw -357280.861359 + Penalty 813.358598 = -356467.502761 nChanged 74 SP:Iteration 31Q (427.141145 sec): 3 clusters Score: Raw -357304.791209 + Penalty 813.358598 = -356491.432610 nChanged 73 SP:Iteration 32Q (427.159575 sec): 3 clusters Score: Raw -357332.197571 + Penalty 813.358598 = -356518.838973 nChanged 83 SP:Iteration 33Q (427.178124 sec): 3 clusters Score: Raw -357360.957566 + Penalty 813.358598 = -356547.598968 nChanged 79 SP:Iteration 34Q (427.196497 sec): 3 clusters Score: Raw -357386.546212 + Penalty 813.358598 = -356573.187614 nChanged 82 SP:Iteration 35Q (427.214925 sec): 3 clusters Score: Raw -357417.785621 + Penalty 813.358598 = -356604.427022 nChanged 88 SP:Iteration 36Q (427.233324 sec): 3 clusters Score: Raw -357451.653353 + Penalty 813.358598 = -356638.294754 nChanged 98 SP:Iteration 37Q (427.251743 sec): 3 clusters Score: Raw -357496.733256 + Penalty 813.358598 = -356683.374658 nChanged 102 SP:Iteration 38Q (427.270099 sec): 3 clusters Score: Raw -357545.706553 + Penalty 813.358598 = -356732.347955 nChanged 86 SP:Iteration 39Q (427.288483 sec): 3 clusters Score: Raw -357577.858589 + Penalty 813.358598 = -356764.499990 nChanged 71 SP:Iteration 40F (427.307100 sec): 3 clusters Score: Raw -357598.962317 + Penalty 813.358598 = -356785.603718 nChanged 74 SP:Iteration 41Q (427.325460 sec): 3 clusters Score: Raw -357623.201126 + Penalty 813.358598 = -356809.842528 nChanged 64 SP:Iteration 42Q (427.343775 sec): 3 clusters Score: Raw -357643.390508 + Penalty 813.358598 = -356830.031909 nChanged 64 SP:Iteration 43Q (427.362225 sec): 3 clusters Score: Raw -357663.544361 + Penalty 813.358598 = -356850.185763 nChanged 64 SP:Iteration 44Q (427.380597 sec): 3 clusters Score: Raw -357683.880618 + Penalty 813.358598 = -356870.522020 nChanged 58 SP:Iteration 45Q (427.398971 sec): 3 clusters Score: Raw -357700.636326 + Penalty 813.358598 = -356887.277728 nChanged 46 SP:Iteration 46Q (427.417306 sec): 3 clusters Score: Raw -357710.457148 + Penalty 813.358598 = -356897.098549 nChanged 47 SP:Iteration 47Q (427.435567 sec): 3 clusters Score: Raw -357720.138841 + Penalty 813.358598 = -356906.780242 nChanged 44 SP:Iteration 48Q (427.453989 sec): 3 clusters Score: Raw -357730.741151 + Penalty 813.358598 = -356917.382553 nChanged 50 SP:Iteration 49Q (427.472462 sec): 3 clusters Score: Raw -357742.150417 + Penalty 813.358598 = -356928.791819 nChanged 40 SP:Iteration 50Q (427.490834 sec): 3 clusters Score: Raw -357752.830664 + Penalty 813.358598 = -356939.472065 nChanged 46 SP:Iteration 51Q (427.509093 sec): 3 clusters Score: Raw -357764.874721 + Penalty 813.358598 = -356951.516122 nChanged 45 SP:Iteration 52Q (427.527423 sec): 3 clusters Score: Raw -357776.666112 + Penalty 813.358598 = -356963.307514 nChanged 34 SP:Iteration 53Q (427.545607 sec): 3 clusters Score: Raw -357787.589619 + Penalty 813.358598 = -356974.231020 nChanged 37 SP:Iteration 54Q (427.563886 sec): 3 clusters Score: Raw -357799.427406 + Penalty 813.358598 = -356986.068807 nChanged 41 SP:Iteration 55Q (427.612103 sec): 3 clusters Score: Raw -357810.263484 + Penalty 813.358598 = -356996.904886 nChanged 31 SP:Iteration 56Q (427.661874 sec): 3 clusters Score: Raw -357818.825070 + Penalty 813.358598 = -357005.466471 nChanged 34 SP:Iteration 57Q (427.702502 sec): 3 clusters Score: Raw -357827.683605 + Penalty 813.358598 = -357014.325007 nChanged 30 SP:Iteration 58Q (427.754819 sec): 3 clusters Score: Raw -357834.495048 + Penalty 813.358598 = -357021.136449 nChanged 25 SP:Iteration 59Q (427.812283 sec): 3 clusters Score: Raw -357841.488723 + Penalty 813.358598 = -357028.130124 nChanged 35 SP:Iteration 60F (427.825391 sec): 3 clusters Score: Raw -357848.681453 + Penalty 813.358598 = -357035.322854 nChanged 23 SP:Iteration 61Q (427.843607 sec): 3 clusters Score: Raw -357852.195351 + Penalty 813.358598 = -357038.836753 nChanged 14 SP:Iteration 62Q (427.861819 sec): 3 clusters Score: Raw -357854.790838 + Penalty 813.358598 = -357041.432240 nChanged 17 SP:Iteration 63Q (427.880400 sec): 3 clusters Score: Raw -357858.720643 + Penalty 813.358598 = -357045.362044 nChanged 17 SP:Iteration 64Q (427.898704 sec): 3 clusters Score: Raw -357861.943377 + Penalty 813.358598 = -357048.584779 nChanged 17 SP:Iteration 65Q (427.917069 sec): 3 clusters Score: Raw -357865.954324 + Penalty 813.358598 = -357052.595726 nChanged 19 SP:Iteration 66Q (427.935282 sec): 3 clusters Score: Raw -357871.201908 + Penalty 813.358598 = -357057.843309 nChanged 12 SP:Iteration 67Q (427.953516 sec): 3 clusters Score: Raw -357873.423070 + Penalty 813.358598 = -357060.064471 nChanged 8 SP:Iteration 68Q (427.971658 sec): 3 clusters Score: Raw -357874.463299 + Penalty 813.358598 = -357061.104701 nChanged 9 SP:Iteration 69Q (427.989866 sec): 3 clusters Score: Raw -357875.477849 + Penalty 813.358598 = -357062.119250 nChanged 7 SP:Iteration 70Q (428.008049 sec): 3 clusters Score: Raw -357876.278517 + Penalty 813.358598 = -357062.919918 nChanged 6 SP:Iteration 71Q (428.026283 sec): 3 clusters Score: Raw -357877.135983 + Penalty 813.358598 = -357063.777385 nChanged 8 SP:Iteration 72Q (428.044555 sec): 3 clusters Score: Raw -357878.381870 + Penalty 813.358598 = -357065.023272 nChanged 3 SP:Iteration 73Q (428.062661 sec): 3 clusters Score: Raw -357879.059738 + Penalty 813.358598 = -357065.701139 nChanged 9 SP:Iteration 74Q (428.080818 sec): 3 clusters Score: Raw -357881.350881 + Penalty 813.358598 = -357067.992282 nChanged 12 SP:Iteration 75Q (428.099042 sec): 3 clusters Score: Raw -357884.208098 + Penalty 813.358598 = -357070.849500 nChanged 11 SP:Iteration 76Q (428.117101 sec): 3 clusters Score: Raw -357885.546763 + Penalty 813.358598 = -357072.188165 nChanged 2 SP:Iteration 77Q (428.135267 sec): 3 clusters Score: Raw -357885.768908 + Penalty 813.358598 = -357072.410310 nChanged 2 SP:Iteration 78Q (428.153413 sec): 3 clusters Score: Raw -357886.272776 + Penalty 813.358598 = -357072.914178 nChanged 2 SP:Iteration 79Q (428.171519 sec): 3 clusters Score: Raw -357886.810909 + Penalty 813.358598 = -357073.452310 nChanged 2 SP:Iteration 80F (428.190128 sec): 3 clusters Score: Raw -357886.995639 + Penalty 813.358598 = -357073.637040 nChanged 2 SP:Iteration 81Q (428.208503 sec): 3 clusters Score: Raw -357887.200819 + Penalty 813.358598 = -357073.842221 nChanged 1 SP:Iteration 82Q (428.226672 sec): 3 clusters Score: Raw -357887.270167 + Penalty 813.358598 = -357073.911569 nChanged 1 SP:Iteration 83Q (428.244799 sec): 3 clusters Score: Raw -357887.462689 + Penalty 813.358598 = -357074.104091 nChanged 2 SP:Iteration 84Q (428.262859 sec): 3 clusters Score: Raw -357887.681537 + Penalty 813.358598 = -357074.322939 nChanged 0 SP:Iteration 85F (428.281541 sec): 3 clusters Score: Raw -357887.681537 + Penalty 813.358598 = -357074.322939 nChanged 0 Trying to split cluster 9 (52159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.332466 sec): 2 clusters Score: Raw -2393060.067150 + Penalty 494.223367 = -2392565.843783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.393610 sec): 3 clusters Score: Raw -2358496.951013 + Penalty 988.446734 = -2357508.504279 nChanged 25346 SP:Iteration 1F (428.447387 sec): 3 clusters Score: Raw -2374236.128717 + Penalty 988.446734 = -2373247.681983 nChanged 3067 SP:Iteration 2F (428.501178 sec): 3 clusters Score: Raw -2375544.310177 + Penalty 988.446734 = -2374555.863443 nChanged 3104 SP:Iteration 3F (428.554620 sec): 3 clusters Score: Raw -2377035.946981 + Penalty 988.446734 = -2376047.500247 nChanged 3244 SP:Iteration 4F (428.608127 sec): 3 clusters Score: Raw -2378909.479536 + Penalty 988.446734 = -2377921.032802 nChanged 3376 SP:Iteration 5F (428.661415 sec): 3 clusters Score: Raw -2381201.043694 + Penalty 988.446734 = -2380212.596959 nChanged 3335 SP:Iteration 6F (428.715135 sec): 3 clusters Score: Raw -2383900.274329 + Penalty 988.446734 = -2382911.827594 nChanged 3238 SP:Iteration 7F (428.768544 sec): 3 clusters Score: Raw -2386877.895913 + Penalty 988.446734 = -2385889.449178 nChanged 2521 SP:Iteration 8Q (428.825518 sec): 3 clusters Score: Raw -2389358.328925 + Penalty 988.446734 = -2388369.882191 nChanged 1611 SP:Iteration 9Q (428.880924 sec): 3 clusters Score: Raw -2390877.919995 + Penalty 988.446734 = -2389889.473260 nChanged 932 SP:Iteration 10Q (428.934728 sec): 3 clusters Score: Raw -2391585.935136 + Penalty 988.446734 = -2390597.488402 nChanged 580 SP:Iteration 11Q (428.987451 sec): 3 clusters Score: Raw -2391991.478558 + Penalty 988.446734 = -2391003.031823 nChanged 417 SP:Iteration 12Q (429.039834 sec): 3 clusters Score: Raw -2392247.985526 + Penalty 988.446734 = -2391259.538792 nChanged 316 SP:Iteration 13Q (429.091727 sec): 3 clusters Score: Raw -2392415.375026 + Penalty 988.446734 = -2391426.928292 nChanged 255 SP:Iteration 14Q (429.143182 sec): 3 clusters Score: Raw -2392526.189442 + Penalty 988.446734 = -2391537.742708 nChanged 214 SP:Iteration 15Q (429.194728 sec): 3 clusters Score: Raw -2392616.130104 + Penalty 988.446734 = -2391627.683370 nChanged 200 SP:Iteration 16Q (429.245922 sec): 3 clusters Score: Raw -2392720.641197 + Penalty 988.446734 = -2391732.194463 nChanged 177 SP:Iteration 17Q (429.296313 sec): 3 clusters Score: Raw -2392812.182006 + Penalty 988.446734 = -2391823.735272 nChanged 157 SP:Iteration 18Q (429.346762 sec): 3 clusters Score: Raw -2392880.486218 + Penalty 988.446734 = -2391892.039484 nChanged 149 SP:Iteration 19Q (429.397264 sec): 3 clusters Score: Raw -2392942.733940 + Penalty 988.446734 = -2391954.287205 nChanged 134 SP:Iteration 20F (429.450177 sec): 3 clusters Score: Raw -2393007.162972 + Penalty 988.446734 = -2392018.716237 nChanged 115 SP:Iteration 21Q (429.500577 sec): 3 clusters Score: Raw -2393066.719490 + Penalty 988.446734 = -2392078.272755 nChanged 97 SP:Iteration 22Q (429.550832 sec): 3 clusters Score: Raw -2393113.339473 + Penalty 988.446734 = -2392124.892738 nChanged 82 SP:Iteration 23Q (429.600714 sec): 3 clusters Score: Raw -2393147.390517 + Penalty 988.446734 = -2392158.943782 nChanged 72 SP:Iteration 24Q (429.651028 sec): 3 clusters Score: Raw -2393177.453047 + Penalty 988.446734 = -2392189.006313 nChanged 44 SP:Iteration 25Q (429.701034 sec): 3 clusters Score: Raw -2393194.654946 + Penalty 988.446734 = -2392206.208212 nChanged 40 SP:Iteration 26Q (429.751236 sec): 3 clusters Score: Raw -2393209.198632 + Penalty 988.446734 = -2392220.751897 nChanged 39 SP:Iteration 27Q (429.801078 sec): 3 clusters Score: Raw -2393225.157705 + Penalty 988.446734 = -2392236.710971 nChanged 34 SP:Iteration 28Q (429.851052 sec): 3 clusters Score: Raw -2393236.239055 + Penalty 988.446734 = -2392247.792320 nChanged 24 SP:Iteration 29Q (429.901141 sec): 3 clusters Score: Raw -2393240.829221 + Penalty 988.446734 = -2392252.382487 nChanged 15 SP:Iteration 30Q (429.976286 sec): 3 clusters Score: Raw -2393243.906010 + Penalty 988.446734 = -2392255.459275 nChanged 9 SP:Iteration 31Q (430.026346 sec): 3 clusters Score: Raw -2393246.866929 + Penalty 988.446734 = -2392258.420194 nChanged 8 SP:Iteration 32Q (430.082795 sec): 3 clusters Score: Raw -2393249.033997 + Penalty 988.446734 = -2392260.587262 nChanged 7 SP:Iteration 33Q (430.135508 sec): 3 clusters Score: Raw -2393250.838293 + Penalty 988.446734 = -2392262.391559 nChanged 8 SP:Iteration 34Q (430.185290 sec): 3 clusters Score: Raw -2393254.143012 + Penalty 988.446734 = -2392265.696278 nChanged 9 SP:Iteration 35Q (430.235263 sec): 3 clusters Score: Raw -2393257.136640 + Penalty 988.446734 = -2392268.689906 nChanged 8 SP:Iteration 36Q (430.285377 sec): 3 clusters Score: Raw -2393258.284340 + Penalty 988.446734 = -2392269.837606 nChanged 1 SP:Iteration 37Q (430.335120 sec): 3 clusters Score: Raw -2393258.359177 + Penalty 988.446734 = -2392269.912443 nChanged 0 SP:Iteration 38F (430.387787 sec): 3 clusters Score: Raw -2393258.359177 + Penalty 988.446734 = -2392269.912443 nChanged 0 Trying to split cluster 10 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.392981 sec): 2 clusters Score: Raw -41348.823241 + Penalty 311.777037 = -41037.046204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.396362 sec): 3 clusters Score: Raw -40898.977939 + Penalty 623.554074 = -40275.423865 nChanged 347 SP:Iteration 1F (430.399290 sec): 3 clusters Score: Raw -41077.344840 + Penalty 623.554074 = -40453.790766 nChanged 65 SP:Iteration 2F (430.402172 sec): 3 clusters Score: Raw -41113.144612 + Penalty 623.554074 = -40489.590538 nChanged 46 SP:Iteration 3Q (430.405088 sec): 3 clusters Score: Raw -41136.375821 + Penalty 623.554074 = -40512.821747 nChanged 37 SP:Iteration 4Q (430.407985 sec): 3 clusters Score: Raw -41157.524551 + Penalty 623.554074 = -40533.970477 nChanged 34 SP:Iteration 5Q (430.410882 sec): 3 clusters Score: Raw -41168.088745 + Penalty 623.554074 = -40544.534671 nChanged 17 SP:Iteration 6Q (430.413771 sec): 3 clusters Score: Raw -41174.238290 + Penalty 623.554074 = -40550.684216 nChanged 15 SP:Iteration 7Q (430.416660 sec): 3 clusters Score: Raw -41178.478230 + Penalty 623.554074 = -40554.924156 nChanged 12 SP:Iteration 8Q (430.419546 sec): 3 clusters Score: Raw -41184.559957 + Penalty 623.554074 = -40561.005883 nChanged 17 SP:Iteration 9Q (430.422427 sec): 3 clusters Score: Raw -41192.923776 + Penalty 623.554074 = -40569.369702 nChanged 19 SP:Iteration 10Q (430.425275 sec): 3 clusters Score: Raw -41208.321596 + Penalty 623.554074 = -40584.767522 nChanged 20 SP:Iteration 11Q (430.428212 sec): 3 clusters Score: Raw -41227.977081 + Penalty 623.554074 = -40604.423007 nChanged 17 SP:Iteration 12Q (430.431109 sec): 3 clusters Score: Raw -41245.425103 + Penalty 623.554074 = -40621.871029 nChanged 18 SP:Iteration 13Q (430.433976 sec): 3 clusters Score: Raw -41265.829740 + Penalty 623.554074 = -40642.275666 nChanged 25 SP:Iteration 14Q (430.436845 sec): 3 clusters Score: Raw -41294.252328 + Penalty 623.554074 = -40670.698254 nChanged 24 SP:Iteration 15Q (430.439694 sec): 3 clusters Score: Raw -41316.371617 + Penalty 623.554074 = -40692.817543 nChanged 21 SP:Iteration 16Q (430.442540 sec): 3 clusters Score: Raw -41332.944284 + Penalty 623.554074 = -40709.390210 nChanged 17 SP:Iteration 17Q (430.445375 sec): 3 clusters Score: Raw -41343.712706 + Penalty 623.554074 = -40720.158632 nChanged 12 SP:Iteration 18Q (430.448203 sec): 3 clusters Score: Raw -41349.518555 + Penalty 623.554074 = -40725.964481 nChanged 8 SP:Iteration 19Q (430.451025 sec): 3 clusters Score: Raw -41354.078228 + Penalty 623.554074 = -40730.524154 nChanged 7 SP:Iteration 20F (430.453884 sec): 3 clusters Score: Raw -41359.357898 + Penalty 623.554074 = -40735.803824 nChanged 9 SP:Iteration 21Q (430.456694 sec): 3 clusters Score: Raw -41364.207227 + Penalty 623.554074 = -40740.653153 nChanged 8 SP:Iteration 22Q (430.459511 sec): 3 clusters Score: Raw -41368.286889 + Penalty 623.554074 = -40744.732815 nChanged 2 SP:Iteration 23Q (430.462375 sec): 3 clusters Score: Raw -41368.917067 + Penalty 623.554074 = -40745.362993 nChanged 5 SP:Iteration 24Q (430.465179 sec): 3 clusters Score: Raw -41371.013830 + Penalty 623.554074 = -40747.459756 nChanged 4 SP:Iteration 25Q (430.467979 sec): 3 clusters Score: Raw -41372.880862 + Penalty 623.554074 = -40749.326789 nChanged 2 SP:Iteration 26Q (430.470769 sec): 3 clusters Score: Raw -41373.886557 + Penalty 623.554074 = -40750.332483 nChanged 4 SP:Iteration 27Q (430.473566 sec): 3 clusters Score: Raw -41375.359464 + Penalty 623.554074 = -40751.805390 nChanged 1 SP:Iteration 28Q (430.476360 sec): 3 clusters Score: Raw -41375.612614 + Penalty 623.554074 = -40752.058540 nChanged 2 SP:Iteration 29Q (430.479158 sec): 3 clusters Score: Raw -41376.893966 + Penalty 623.554074 = -40753.339892 nChanged 2 SP:Iteration 30Q (430.481955 sec): 3 clusters Score: Raw -41379.705454 + Penalty 623.554074 = -40756.151380 nChanged 1 SP:Iteration 31Q (430.484742 sec): 3 clusters Score: Raw -41380.489955 + Penalty 623.554074 = -40756.935881 nChanged 1 SP:Iteration 32Q (430.487530 sec): 3 clusters Score: Raw -41380.767769 + Penalty 623.554074 = -40757.213695 nChanged 3 SP:Iteration 33Q (430.490319 sec): 3 clusters Score: Raw -41383.483527 + Penalty 623.554074 = -40759.929453 nChanged 2 SP:Iteration 34Q (430.493146 sec): 3 clusters Score: Raw -41384.986144 + Penalty 623.554074 = -40761.432070 nChanged 4 SP:Iteration 35Q (430.495937 sec): 3 clusters Score: Raw -41386.997209 + Penalty 623.554074 = -40763.443136 nChanged 3 SP:Iteration 36Q (430.498671 sec): 3 clusters Score: Raw -41388.167621 + Penalty 623.554074 = -40764.613548 nChanged 2 SP:Iteration 37Q (430.501457 sec): 3 clusters Score: Raw -41388.545292 + Penalty 623.554074 = -40764.991219 nChanged 1 SP:Iteration 38Q (430.504241 sec): 3 clusters Score: Raw -41388.798486 + Penalty 623.554074 = -40765.244412 nChanged 0 SP:Iteration 39F (430.507079 sec): 3 clusters Score: Raw -41388.798486 + Penalty 623.554074 = -40765.244412 nChanged 0 Trying to split cluster 11 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.513105 sec): 2 clusters Score: Raw -19937.063158 + Penalty 277.462380 = -19659.600778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.514922 sec): 3 clusters Score: Raw -19749.783793 + Penalty 554.924760 = -19194.859034 nChanged 157 SP:Iteration 1F (430.516530 sec): 3 clusters Score: Raw -19878.205567 + Penalty 554.924760 = -19323.280807 nChanged 43 SP:Iteration 2F (430.518137 sec): 3 clusters Score: Raw -19915.004240 + Penalty 554.924760 = -19360.079480 nChanged 18 SP:Iteration 3Q (430.519748 sec): 3 clusters Score: Raw -19930.550977 + Penalty 554.924760 = -19375.626217 nChanged 12 SP:Iteration 4Q (430.521351 sec): 3 clusters Score: Raw -19939.122489 + Penalty 554.924760 = -19384.197729 nChanged 8 SP:Iteration 5Q (430.522953 sec): 3 clusters Score: Raw -19946.252154 + Penalty 554.924760 = -19391.327394 nChanged 5 SP:Iteration 6Q (430.524591 sec): 3 clusters Score: Raw -19948.951131 + Penalty 554.924760 = -19394.026372 nChanged 2 SP:Iteration 7Q (430.526197 sec): 3 clusters Score: Raw -19949.807235 + Penalty 554.924760 = -19394.882475 nChanged 1 SP:Iteration 8Q (430.527792 sec): 3 clusters Score: Raw -19950.291059 + Penalty 554.924760 = -19395.366300 nChanged 2 SP:Iteration 9Q (430.529384 sec): 3 clusters Score: Raw -19951.212196 + Penalty 554.924760 = -19396.287436 nChanged 2 SP:Iteration 10Q (430.530976 sec): 3 clusters Score: Raw -19952.171363 + Penalty 554.924760 = -19397.246603 nChanged 0 SP:Iteration 11F (430.532561 sec): 3 clusters Score: Raw -19952.171363 + Penalty 554.924760 = -19397.246603 nChanged 0 Trying to split cluster 12 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.540727 sec): 2 clusters Score: Raw -73027.355382 + Penalty 329.220671 = -72698.134711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.545174 sec): 3 clusters Score: Raw -72296.073645 + Penalty 658.441342 = -71637.632303 nChanged 553 SP:Iteration 1F (430.549146 sec): 3 clusters Score: Raw -72624.373305 + Penalty 658.441342 = -71965.931964 nChanged 117 SP:Iteration 2F (430.553124 sec): 3 clusters Score: Raw -72706.099582 + Penalty 658.441342 = -72047.658240 nChanged 100 SP:Iteration 3F (430.557161 sec): 3 clusters Score: Raw -72769.523803 + Penalty 658.441342 = -72111.082461 nChanged 79 SP:Iteration 4F (430.561092 sec): 3 clusters Score: Raw -72824.564373 + Penalty 658.441342 = -72166.123031 nChanged 79 SP:Iteration 5F (430.565049 sec): 3 clusters Score: Raw -72886.323510 + Penalty 658.441342 = -72227.882168 nChanged 69 SP:Iteration 6Q (430.569046 sec): 3 clusters Score: Raw -72948.910841 + Penalty 658.441342 = -72290.469499 nChanged 59 SP:Iteration 7Q (430.573042 sec): 3 clusters Score: Raw -72999.223649 + Penalty 658.441342 = -72340.782307 nChanged 53 SP:Iteration 8Q (430.577024 sec): 3 clusters Score: Raw -73044.082051 + Penalty 658.441342 = -72385.640709 nChanged 41 SP:Iteration 9Q (430.580983 sec): 3 clusters Score: Raw -73075.675558 + Penalty 658.441342 = -72417.234216 nChanged 23 SP:Iteration 10Q (430.584931 sec): 3 clusters Score: Raw -73090.714067 + Penalty 658.441342 = -72432.272726 nChanged 9 SP:Iteration 11Q (430.588900 sec): 3 clusters Score: Raw -73095.121237 + Penalty 658.441342 = -72436.679896 nChanged 6 SP:Iteration 12Q (430.592849 sec): 3 clusters Score: Raw -73096.998664 + Penalty 658.441342 = -72438.557322 nChanged 7 SP:Iteration 13Q (430.596780 sec): 3 clusters Score: Raw -73099.243096 + Penalty 658.441342 = -72440.801754 nChanged 2 SP:Iteration 14Q (430.600715 sec): 3 clusters Score: Raw -73099.571975 + Penalty 658.441342 = -72441.130633 nChanged 2 SP:Iteration 15Q (430.604645 sec): 3 clusters Score: Raw -73099.735103 + Penalty 658.441342 = -72441.293761 nChanged 1 SP:Iteration 16Q (430.608567 sec): 3 clusters Score: Raw -73099.930951 + Penalty 658.441342 = -72441.489609 nChanged 1 SP:Iteration 17Q (430.612500 sec): 3 clusters Score: Raw -73100.115505 + Penalty 658.441342 = -72441.674163 nChanged 0 SP:Iteration 18F (430.616425 sec): 3 clusters Score: Raw -73100.115505 + Penalty 658.441342 = -72441.674163 nChanged 0 Trying to split cluster 13 (31374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.651538 sec): 2 clusters Score: Raw -1521354.210384 + Penalty 471.094934 = -1520883.115451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.692658 sec): 3 clusters Score: Raw -1500767.054228 + Penalty 942.189867 = -1499824.864361 nChanged 15072 SP:Iteration 1F (430.729565 sec): 3 clusters Score: Raw -1510640.578252 + Penalty 942.189867 = -1509698.388385 nChanged 2236 SP:Iteration 2F (430.766838 sec): 3 clusters Score: Raw -1512056.323256 + Penalty 942.189867 = -1511114.133389 nChanged 2244 SP:Iteration 3F (430.804083 sec): 3 clusters Score: Raw -1513651.416240 + Penalty 942.189867 = -1512709.226373 nChanged 2118 SP:Iteration 4F (430.840982 sec): 3 clusters Score: Raw -1515173.844414 + Penalty 942.189867 = -1514231.654547 nChanged 1867 SP:Iteration 5F (430.878286 sec): 3 clusters Score: Raw -1516415.101572 + Penalty 942.189867 = -1515472.911705 nChanged 1463 SP:Iteration 6Q (430.916748 sec): 3 clusters Score: Raw -1517171.009737 + Penalty 942.189867 = -1516228.819869 nChanged 995 SP:Iteration 7Q (430.954550 sec): 3 clusters Score: Raw -1517554.126106 + Penalty 942.189867 = -1516611.936239 nChanged 730 SP:Iteration 8Q (430.992309 sec): 3 clusters Score: Raw -1517786.087186 + Penalty 942.189867 = -1516843.897319 nChanged 524 SP:Iteration 9Q (431.029979 sec): 3 clusters Score: Raw -1517915.882051 + Penalty 942.189867 = -1516973.692184 nChanged 405 SP:Iteration 10Q (431.067391 sec): 3 clusters Score: Raw -1518015.859728 + Penalty 942.189867 = -1517073.669861 nChanged 402 SP:Iteration 11Q (431.105235 sec): 3 clusters Score: Raw -1518123.439136 + Penalty 942.189867 = -1517181.249269 nChanged 382 SP:Iteration 12Q (431.142717 sec): 3 clusters Score: Raw -1518214.167774 + Penalty 942.189867 = -1517271.977907 nChanged 346 SP:Iteration 13Q (431.180201 sec): 3 clusters Score: Raw -1518291.479533 + Penalty 942.189867 = -1517349.289666 nChanged 325 SP:Iteration 14Q (431.217669 sec): 3 clusters Score: Raw -1518360.950623 + Penalty 942.189867 = -1517418.760755 nChanged 307 SP:Iteration 15Q (431.254713 sec): 3 clusters Score: Raw -1518428.626019 + Penalty 942.189867 = -1517486.436152 nChanged 304 SP:Iteration 16Q (431.291950 sec): 3 clusters Score: Raw -1518500.061443 + Penalty 942.189867 = -1517557.871576 nChanged 321 SP:Iteration 17Q (431.329236 sec): 3 clusters Score: Raw -1518574.655717 + Penalty 942.189867 = -1517632.465850 nChanged 301 SP:Iteration 18Q (431.366417 sec): 3 clusters Score: Raw -1518637.428195 + Penalty 942.189867 = -1517695.238328 nChanged 310 SP:Iteration 19Q (431.403354 sec): 3 clusters Score: Raw -1518700.497285 + Penalty 942.189867 = -1517758.307418 nChanged 290 SP:Iteration 20F (431.440308 sec): 3 clusters Score: Raw -1518762.713981 + Penalty 942.189867 = -1517820.524114 nChanged 304 SP:Iteration 21Q (431.477471 sec): 3 clusters Score: Raw -1518831.024875 + Penalty 942.189867 = -1517888.835008 nChanged 299 SP:Iteration 22Q (431.514404 sec): 3 clusters Score: Raw -1518901.741757 + Penalty 942.189867 = -1517959.551890 nChanged 315 SP:Iteration 23Q (431.551564 sec): 3 clusters Score: Raw -1518981.462375 + Penalty 942.189867 = -1518039.272507 nChanged 341 SP:Iteration 24Q (431.588326 sec): 3 clusters Score: Raw -1519065.117475 + Penalty 942.189867 = -1518122.927608 nChanged 339 SP:Iteration 25Q (431.625092 sec): 3 clusters Score: Raw -1519141.801806 + Penalty 942.189867 = -1518199.611939 nChanged 323 SP:Iteration 26Q (431.661695 sec): 3 clusters Score: Raw -1519212.885048 + Penalty 942.189867 = -1518270.695180 nChanged 305 SP:Iteration 27Q (431.698465 sec): 3 clusters Score: Raw -1519276.605968 + Penalty 942.189867 = -1518334.416101 nChanged 305 SP:Iteration 28Q (431.735168 sec): 3 clusters Score: Raw -1519345.042088 + Penalty 942.189867 = -1518402.852221 nChanged 324 SP:Iteration 29Q (431.771649 sec): 3 clusters Score: Raw -1519420.703615 + Penalty 942.189867 = -1518478.513748 nChanged 305 SP:Iteration 30Q (431.808235 sec): 3 clusters Score: Raw -1519490.841854 + Penalty 942.189867 = -1518548.651987 nChanged 331 SP:Iteration 31Q (431.844946 sec): 3 clusters Score: Raw -1519571.685954 + Penalty 942.189867 = -1518629.496087 nChanged 305 SP:Iteration 32Q (431.881539 sec): 3 clusters Score: Raw -1519642.232683 + Penalty 942.189867 = -1518700.042816 nChanged 306 SP:Iteration 33Q (431.918067 sec): 3 clusters Score: Raw -1519715.147413 + Penalty 942.189867 = -1518772.957546 nChanged 309 SP:Iteration 34Q (431.954596 sec): 3 clusters Score: Raw -1519787.713889 + Penalty 942.189867 = -1518845.524022 nChanged 297 SP:Iteration 35Q (432.020797 sec): 3 clusters Score: Raw -1519858.809457 + Penalty 942.189867 = -1518916.619590 nChanged 300 SP:Iteration 36Q (432.060198 sec): 3 clusters Score: Raw -1519936.050929 + Penalty 942.189867 = -1518993.861062 nChanged 322 SP:Iteration 37Q (432.096589 sec): 3 clusters Score: Raw -1520025.470182 + Penalty 942.189867 = -1519083.280315 nChanged 312 SP:Iteration 38Q (432.132821 sec): 3 clusters Score: Raw -1520111.037686 + Penalty 942.189867 = -1519168.847819 nChanged 283 SP:Iteration 39Q (432.168970 sec): 3 clusters Score: Raw -1520188.604192 + Penalty 942.189867 = -1519246.414325 nChanged 255 SP:Iteration 40F (432.217385 sec): 3 clusters Score: Raw -1520255.939784 + Penalty 942.189867 = -1519313.749917 nChanged 252 SP:Iteration 41Q (432.256930 sec): 3 clusters Score: Raw -1520333.328977 + Penalty 942.189867 = -1519391.139109 nChanged 258 SP:Iteration 42Q (432.294513 sec): 3 clusters Score: Raw -1520424.261767 + Penalty 942.189867 = -1519482.071900 nChanged 270 SP:Iteration 43Q (432.330576 sec): 3 clusters Score: Raw -1520525.789959 + Penalty 942.189867 = -1519583.600092 nChanged 255 SP:Iteration 44Q (432.369856 sec): 3 clusters Score: Raw -1520622.575469 + Penalty 942.189867 = -1519680.385602 nChanged 240 SP:Iteration 45Q (432.404704 sec): 3 clusters Score: Raw -1520713.567434 + Penalty 942.189867 = -1519771.377567 nChanged 228 SP:Iteration 46Q (432.440130 sec): 3 clusters Score: Raw -1520798.535005 + Penalty 942.189867 = -1519856.345138 nChanged 191 SP:Iteration 47Q (432.476323 sec): 3 clusters Score: Raw -1520865.899748 + Penalty 942.189867 = -1519923.709881 nChanged 172 SP:Iteration 48Q (432.511029 sec): 3 clusters Score: Raw -1520924.564107 + Penalty 942.189867 = -1519982.374240 nChanged 146 SP:Iteration 49Q (432.546261 sec): 3 clusters Score: Raw -1520971.984389 + Penalty 942.189867 = -1520029.794522 nChanged 144 SP:Iteration 50Q (432.581684 sec): 3 clusters Score: Raw -1521021.356933 + Penalty 942.189867 = -1520079.167066 nChanged 126 SP:Iteration 51Q (432.617097 sec): 3 clusters Score: Raw -1521065.421986 + Penalty 942.189867 = -1520123.232119 nChanged 127 SP:Iteration 52Q (432.652251 sec): 3 clusters Score: Raw -1521107.868305 + Penalty 942.189867 = -1520165.678437 nChanged 116 SP:Iteration 53Q (432.687551 sec): 3 clusters Score: Raw -1521148.010752 + Penalty 942.189867 = -1520205.820884 nChanged 109 SP:Iteration 54Q (432.722781 sec): 3 clusters Score: Raw -1521186.772118 + Penalty 942.189867 = -1520244.582251 nChanged 99 SP:Iteration 55Q (432.757797 sec): 3 clusters Score: Raw -1521221.067222 + Penalty 942.189867 = -1520278.877355 nChanged 114 SP:Iteration 56Q (432.792677 sec): 3 clusters Score: Raw -1521268.299259 + Penalty 942.189867 = -1520326.109392 nChanged 105 SP:Iteration 57Q (432.827600 sec): 3 clusters Score: Raw -1521315.787760 + Penalty 942.189867 = -1520373.597893 nChanged 103 SP:Iteration 58Q (432.862179 sec): 3 clusters Score: Raw -1521358.883499 + Penalty 942.189867 = -1520416.693632 nChanged 73 SP:Iteration 59Q (432.897000 sec): 3 clusters Score: Raw -1521385.777268 + Penalty 942.189867 = -1520443.587401 nChanged 60 SP:Iteration 60F (432.933583 sec): 3 clusters Score: Raw -1521404.171781 + Penalty 942.189867 = -1520461.981914 nChanged 41 SP:Iteration 61Q (432.968800 sec): 3 clusters Score: Raw -1521416.527670 + Penalty 942.189867 = -1520474.337803 nChanged 28 SP:Iteration 62Q (433.003546 sec): 3 clusters Score: Raw -1521424.920413 + Penalty 942.189867 = -1520482.730546 nChanged 25 SP:Iteration 63Q (433.038323 sec): 3 clusters Score: Raw -1521431.829114 + Penalty 942.189867 = -1520489.639247 nChanged 25 SP:Iteration 64Q (433.099439 sec): 3 clusters Score: Raw -1521437.688556 + Penalty 942.189867 = -1520495.498689 nChanged 22 SP:Iteration 65Q (433.173076 sec): 3 clusters Score: Raw -1521442.679434 + Penalty 942.189867 = -1520500.489567 nChanged 24 SP:Iteration 66Q (433.246762 sec): 3 clusters Score: Raw -1521449.283766 + Penalty 942.189867 = -1520507.093899 nChanged 25 SP:Iteration 67Q (433.322264 sec): 3 clusters Score: Raw -1521457.233703 + Penalty 942.189867 = -1520515.043836 nChanged 20 SP:Iteration 68Q (433.391279 sec): 3 clusters Score: Raw -1521463.636405 + Penalty 942.189867 = -1520521.446538 nChanged 22 SP:Iteration 69Q (433.464485 sec): 3 clusters Score: Raw -1521470.550111 + Penalty 942.189867 = -1520528.360244 nChanged 20 SP:Iteration 70Q (433.537952 sec): 3 clusters Score: Raw -1521476.600339 + Penalty 942.189867 = -1520534.410472 nChanged 22 SP:Iteration 71Q (433.611686 sec): 3 clusters Score: Raw -1521482.407125 + Penalty 942.189867 = -1520540.217258 nChanged 21 SP:Iteration 72Q (433.685194 sec): 3 clusters Score: Raw -1521488.594740 + Penalty 942.189867 = -1520546.404872 nChanged 16 SP:Iteration 73Q (433.754421 sec): 3 clusters Score: Raw -1521492.687157 + Penalty 942.189867 = -1520550.497290 nChanged 10 SP:Iteration 74Q (433.824186 sec): 3 clusters Score: Raw -1521495.536458 + Penalty 942.189867 = -1520553.346590 nChanged 8 SP:Iteration 75Q (433.897020 sec): 3 clusters Score: Raw -1521498.465770 + Penalty 942.189867 = -1520556.275903 nChanged 9 SP:Iteration 76Q (433.970588 sec): 3 clusters Score: Raw -1521504.185441 + Penalty 942.189867 = -1520561.995574 nChanged 12 SP:Iteration 77Q (434.036959 sec): 3 clusters Score: Raw -1521506.662000 + Penalty 942.189867 = -1520564.472133 nChanged 4 SP:Iteration 78Q (434.106449 sec): 3 clusters Score: Raw -1521508.513225 + Penalty 942.189867 = -1520566.323358 nChanged 6 SP:Iteration 79Q (434.179039 sec): 3 clusters Score: Raw -1521510.031758 + Penalty 942.189867 = -1520567.841890 nChanged 4 SP:Iteration 80F (434.253635 sec): 3 clusters Score: Raw -1521511.160866 + Penalty 942.189867 = -1520568.970999 nChanged 5 SP:Iteration 81Q (434.319122 sec): 3 clusters Score: Raw -1521512.223104 + Penalty 942.189867 = -1520570.033237 nChanged 3 SP:Iteration 82Q (434.379770 sec): 3 clusters Score: Raw -1521512.946239 + Penalty 942.189867 = -1520570.756372 nChanged 3 SP:Iteration 83Q (434.443126 sec): 3 clusters Score: Raw -1521513.516272 + Penalty 942.189867 = -1520571.326405 nChanged 0 SP:Iteration 84F (434.509673 sec): 3 clusters Score: Raw -1521513.516272 + Penalty 942.189867 = -1520571.326405 nChanged 0 Trying to split cluster 14 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.544597 sec): 2 clusters Score: Raw -34773.684191 + Penalty 306.961752 = -34466.722439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.583082 sec): 3 clusters Score: Raw -34361.299489 + Penalty 613.923504 = -33747.375986 nChanged 317 SP:Iteration 1F (434.632057 sec): 3 clusters Score: Raw -34562.032365 + Penalty 613.923504 = -33948.108862 nChanged 78 SP:Iteration 2F (434.678772 sec): 3 clusters Score: Raw -34644.384012 + Penalty 613.923504 = -34030.460508 nChanged 74 SP:Iteration 3F (434.723680 sec): 3 clusters Score: Raw -34731.052418 + Penalty 613.923504 = -34117.128914 nChanged 54 SP:Iteration 4F (434.773149 sec): 3 clusters Score: Raw -34828.127156 + Penalty 613.923504 = -34214.203653 nChanged 51 SP:Iteration 5F (434.817984 sec): 3 clusters Score: Raw -34909.965275 + Penalty 613.923504 = -34296.041772 nChanged 50 SP:Iteration 6F (434.867163 sec): 3 clusters Score: Raw -34985.307884 + Penalty 613.923504 = -34371.384380 nChanged 34 SP:Iteration 7Q (434.914531 sec): 3 clusters Score: Raw -35026.412207 + Penalty 613.923504 = -34412.488703 nChanged 19 SP:Iteration 8Q (434.949605 sec): 3 clusters Score: Raw -35048.958663 + Penalty 613.923504 = -34435.035159 nChanged 14 SP:Iteration 9Q (434.952338 sec): 3 clusters Score: Raw -35059.249590 + Penalty 613.923504 = -34445.326086 nChanged 7 SP:Iteration 10Q (434.954931 sec): 3 clusters Score: Raw -35061.955322 + Penalty 613.923504 = -34448.031818 nChanged 3 SP:Iteration 11Q (434.957512 sec): 3 clusters Score: Raw -35064.181866 + Penalty 613.923504 = -34450.258363 nChanged 4 SP:Iteration 12Q (434.960138 sec): 3 clusters Score: Raw -35066.065650 + Penalty 613.923504 = -34452.142146 nChanged 6 SP:Iteration 13Q (434.962706 sec): 3 clusters Score: Raw -35069.906766 + Penalty 613.923504 = -34455.983262 nChanged 2 SP:Iteration 14Q (434.965281 sec): 3 clusters Score: Raw -35070.583961 + Penalty 613.923504 = -34456.660458 nChanged 2 SP:Iteration 15Q (434.967850 sec): 3 clusters Score: Raw -35071.348585 + Penalty 613.923504 = -34457.425081 nChanged 1 SP:Iteration 16Q (434.970458 sec): 3 clusters Score: Raw -35072.449553 + Penalty 613.923504 = -34458.526049 nChanged 1 SP:Iteration 17Q (434.973040 sec): 3 clusters Score: Raw -35073.341375 + Penalty 613.923504 = -34459.417871 nChanged 1 SP:Iteration 18Q (434.975606 sec): 3 clusters Score: Raw -35073.672976 + Penalty 613.923504 = -34459.749473 nChanged 1 SP:Iteration 19Q (434.978232 sec): 3 clusters Score: Raw -35073.906951 + Penalty 613.923504 = -34459.983448 nChanged 0 SP:Iteration 20F (434.980901 sec): 3 clusters Score: Raw -35073.906951 + Penalty 613.923504 = -34459.983448 nChanged 0 Trying to split cluster 15 (3299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.996379 sec): 2 clusters Score: Raw -161215.908531 + Penalty 368.612548 = -160847.295983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.006206 sec): 3 clusters Score: Raw -159319.120027 + Penalty 737.225095 = -158581.894932 nChanged 1418 SP:Iteration 1F (435.015099 sec): 3 clusters Score: Raw -160209.659557 + Penalty 737.225095 = -159472.434462 nChanged 234 SP:Iteration 2F (435.023951 sec): 3 clusters Score: Raw -160356.165557 + Penalty 737.225095 = -159618.940462 nChanged 204 SP:Iteration 3F (435.032781 sec): 3 clusters Score: Raw -160459.986280 + Penalty 737.225095 = -159722.761184 nChanged 191 SP:Iteration 4F (435.041613 sec): 3 clusters Score: Raw -160569.666877 + Penalty 737.225095 = -159832.441782 nChanged 135 SP:Iteration 5Q (435.050446 sec): 3 clusters Score: Raw -160648.818803 + Penalty 737.225095 = -159911.593708 nChanged 110 SP:Iteration 6Q (435.059307 sec): 3 clusters Score: Raw -160717.104989 + Penalty 737.225095 = -159979.879894 nChanged 104 SP:Iteration 7Q (435.068158 sec): 3 clusters Score: Raw -160776.618471 + Penalty 737.225095 = -160039.393376 nChanged 74 SP:Iteration 8Q (435.077030 sec): 3 clusters Score: Raw -160805.899108 + Penalty 737.225095 = -160068.674013 nChanged 63 SP:Iteration 9Q (435.085879 sec): 3 clusters Score: Raw -160830.056351 + Penalty 737.225095 = -160092.831256 nChanged 49 SP:Iteration 10Q (435.094672 sec): 3 clusters Score: Raw -160849.903920 + Penalty 737.225095 = -160112.678825 nChanged 53 SP:Iteration 11Q (435.103439 sec): 3 clusters Score: Raw -160867.431462 + Penalty 737.225095 = -160130.206367 nChanged 34 SP:Iteration 12Q (435.112253 sec): 3 clusters Score: Raw -160877.945975 + Penalty 737.225095 = -160140.720880 nChanged 35 SP:Iteration 13Q (435.121020 sec): 3 clusters Score: Raw -160890.844663 + Penalty 737.225095 = -160153.619568 nChanged 37 SP:Iteration 14Q (435.129774 sec): 3 clusters Score: Raw -160900.457971 + Penalty 737.225095 = -160163.232876 nChanged 30 SP:Iteration 15Q (435.138536 sec): 3 clusters Score: Raw -160908.415604 + Penalty 737.225095 = -160171.190509 nChanged 34 SP:Iteration 16Q (435.147272 sec): 3 clusters Score: Raw -160920.097813 + Penalty 737.225095 = -160182.872718 nChanged 38 SP:Iteration 17Q (435.155984 sec): 3 clusters Score: Raw -160933.049743 + Penalty 737.225095 = -160195.824648 nChanged 33 SP:Iteration 18Q (435.164727 sec): 3 clusters Score: Raw -160942.481682 + Penalty 737.225095 = -160205.256587 nChanged 36 SP:Iteration 19Q (435.173487 sec): 3 clusters Score: Raw -160949.694275 + Penalty 737.225095 = -160212.469180 nChanged 27 SP:Iteration 20F (435.182268 sec): 3 clusters Score: Raw -160957.120200 + Penalty 737.225095 = -160219.895105 nChanged 28 SP:Iteration 21Q (435.190998 sec): 3 clusters Score: Raw -160963.773788 + Penalty 737.225095 = -160226.548693 nChanged 17 SP:Iteration 22Q (435.199749 sec): 3 clusters Score: Raw -160967.791754 + Penalty 737.225095 = -160230.566659 nChanged 15 SP:Iteration 23Q (435.208459 sec): 3 clusters Score: Raw -160971.153594 + Penalty 737.225095 = -160233.928499 nChanged 23 SP:Iteration 24Q (435.217189 sec): 3 clusters Score: Raw -160975.682656 + Penalty 737.225095 = -160238.457561 nChanged 23 SP:Iteration 25Q (435.226004 sec): 3 clusters Score: Raw -160979.775788 + Penalty 737.225095 = -160242.550693 nChanged 7 SP:Iteration 26Q (435.234745 sec): 3 clusters Score: Raw -160981.045336 + Penalty 737.225095 = -160243.820241 nChanged 10 SP:Iteration 27Q (435.243480 sec): 3 clusters Score: Raw -160982.828891 + Penalty 737.225095 = -160245.603795 nChanged 12 SP:Iteration 28Q (435.252212 sec): 3 clusters Score: Raw -160985.575828 + Penalty 737.225095 = -160248.350733 nChanged 19 SP:Iteration 29Q (435.260894 sec): 3 clusters Score: Raw -160991.515474 + Penalty 737.225095 = -160254.290379 nChanged 27 SP:Iteration 30Q (435.269641 sec): 3 clusters Score: Raw -160998.500957 + Penalty 737.225095 = -160261.275862 nChanged 29 SP:Iteration 31Q (435.278328 sec): 3 clusters Score: Raw -161005.943530 + Penalty 737.225095 = -160268.718434 nChanged 32 SP:Iteration 32Q (435.287154 sec): 3 clusters Score: Raw -161015.242224 + Penalty 737.225095 = -160278.017129 nChanged 34 SP:Iteration 33Q (435.295892 sec): 3 clusters Score: Raw -161025.145668 + Penalty 737.225095 = -160287.920573 nChanged 30 SP:Iteration 34Q (435.304598 sec): 3 clusters Score: Raw -161032.751331 + Penalty 737.225095 = -160295.526236 nChanged 27 SP:Iteration 35Q (435.313301 sec): 3 clusters Score: Raw -161038.831492 + Penalty 737.225095 = -160301.606397 nChanged 28 SP:Iteration 36Q (435.321999 sec): 3 clusters Score: Raw -161045.570447 + Penalty 737.225095 = -160308.345351 nChanged 23 SP:Iteration 37Q (435.330695 sec): 3 clusters Score: Raw -161050.527709 + Penalty 737.225095 = -160313.302614 nChanged 16 SP:Iteration 38Q (435.339374 sec): 3 clusters Score: Raw -161052.982334 + Penalty 737.225095 = -160315.757239 nChanged 9 SP:Iteration 39Q (435.348029 sec): 3 clusters Score: Raw -161054.496992 + Penalty 737.225095 = -160317.271897 nChanged 14 SP:Iteration 40F (435.356762 sec): 3 clusters Score: Raw -161057.230048 + Penalty 737.225095 = -160320.004953 nChanged 14 SP:Iteration 41Q (435.365492 sec): 3 clusters Score: Raw -161060.007938 + Penalty 737.225095 = -160322.782843 nChanged 19 SP:Iteration 42Q (435.374207 sec): 3 clusters Score: Raw -161064.554389 + Penalty 737.225095 = -160327.329294 nChanged 19 SP:Iteration 43Q (435.382879 sec): 3 clusters Score: Raw -161070.120415 + Penalty 737.225095 = -160332.895319 nChanged 21 SP:Iteration 44Q (435.391573 sec): 3 clusters Score: Raw -161075.774148 + Penalty 737.225095 = -160338.549053 nChanged 19 SP:Iteration 45Q (435.400220 sec): 3 clusters Score: Raw -161078.859010 + Penalty 737.225095 = -160341.633915 nChanged 11 SP:Iteration 46Q (435.408896 sec): 3 clusters Score: Raw -161080.579945 + Penalty 737.225095 = -160343.354850 nChanged 15 SP:Iteration 47Q (435.417527 sec): 3 clusters Score: Raw -161083.747411 + Penalty 737.225095 = -160346.522316 nChanged 18 SP:Iteration 48Q (435.426191 sec): 3 clusters Score: Raw -161088.606233 + Penalty 737.225095 = -160351.381138 nChanged 17 SP:Iteration 49Q (435.434827 sec): 3 clusters Score: Raw -161091.941057 + Penalty 737.225095 = -160354.715962 nChanged 11 SP:Iteration 50Q (435.443457 sec): 3 clusters Score: Raw -161094.819085 + Penalty 737.225095 = -160357.593990 nChanged 15 SP:Iteration 51Q (435.452051 sec): 3 clusters Score: Raw -161098.504600 + Penalty 737.225095 = -160361.279505 nChanged 5 SP:Iteration 52Q (435.460801 sec): 3 clusters Score: Raw -161099.167704 + Penalty 737.225095 = -160361.942609 nChanged 6 SP:Iteration 53Q (435.469420 sec): 3 clusters Score: Raw -161099.993590 + Penalty 737.225095 = -160362.768495 nChanged 8 SP:Iteration 54Q (435.478046 sec): 3 clusters Score: Raw -161101.719542 + Penalty 737.225095 = -160364.494446 nChanged 11 SP:Iteration 55Q (435.486653 sec): 3 clusters Score: Raw -161103.894298 + Penalty 737.225095 = -160366.669203 nChanged 6 SP:Iteration 56Q (435.496248 sec): 3 clusters Score: Raw -161104.756149 + Penalty 737.225095 = -160367.531054 nChanged 6 SP:Iteration 57Q (435.504922 sec): 3 clusters Score: Raw -161105.883838 + Penalty 737.225095 = -160368.658743 nChanged 10 SP:Iteration 58Q (435.513541 sec): 3 clusters Score: Raw -161107.972446 + Penalty 737.225095 = -160370.747351 nChanged 13 SP:Iteration 59Q (435.522251 sec): 3 clusters Score: Raw -161110.983042 + Penalty 737.225095 = -160373.757947 nChanged 14 SP:Iteration 60F (435.531211 sec): 3 clusters Score: Raw -161114.893395 + Penalty 737.225095 = -160377.668300 nChanged 17 SP:Iteration 61Q (435.539892 sec): 3 clusters Score: Raw -161119.044633 + Penalty 737.225095 = -160381.819538 nChanged 10 SP:Iteration 62Q (435.548513 sec): 3 clusters Score: Raw -161121.563853 + Penalty 737.225095 = -160384.338757 nChanged 13 SP:Iteration 63Q (435.557141 sec): 3 clusters Score: Raw -161124.678315 + Penalty 737.225095 = -160387.453220 nChanged 17 SP:Iteration 64Q (435.565739 sec): 3 clusters Score: Raw -161129.137199 + Penalty 737.225095 = -160391.912104 nChanged 19 SP:Iteration 65Q (435.574302 sec): 3 clusters Score: Raw -161135.704085 + Penalty 737.225095 = -160398.478990 nChanged 22 SP:Iteration 66Q (435.582192 sec): 3 clusters Score: Raw -161144.726053 + Penalty 737.225095 = -160407.500958 nChanged 20 SP:Iteration 67Q (435.590855 sec): 3 clusters Score: Raw -161149.893133 + Penalty 737.225095 = -160412.668038 nChanged 19 SP:Iteration 68Q (435.599507 sec): 3 clusters Score: Raw -161154.518444 + Penalty 737.225095 = -160417.293349 nChanged 7 SP:Iteration 69Q (435.608106 sec): 3 clusters Score: Raw -161156.070464 + Penalty 737.225095 = -160418.845369 nChanged 8 SP:Iteration 70Q (435.616717 sec): 3 clusters Score: Raw -161157.458728 + Penalty 737.225095 = -160420.233633 nChanged 9 SP:Iteration 71Q (435.625335 sec): 3 clusters Score: Raw -161159.466271 + Penalty 737.225095 = -160422.241176 nChanged 4 SP:Iteration 72Q (435.633921 sec): 3 clusters Score: Raw -161160.316341 + Penalty 737.225095 = -160423.091246 nChanged 7 SP:Iteration 73Q (435.642506 sec): 3 clusters Score: Raw -161162.281549 + Penalty 737.225095 = -160425.056454 nChanged 16 SP:Iteration 74Q (435.651116 sec): 3 clusters Score: Raw -161168.562826 + Penalty 737.225095 = -160431.337730 nChanged 17 SP:Iteration 75Q (435.660231 sec): 3 clusters Score: Raw -161173.484196 + Penalty 737.225095 = -160436.259101 nChanged 11 SP:Iteration 76Q (435.668746 sec): 3 clusters Score: Raw -161175.774252 + Penalty 737.225095 = -160438.549157 nChanged 11 SP:Iteration 77Q (435.677282 sec): 3 clusters Score: Raw -161177.817748 + Penalty 737.225095 = -160440.592653 nChanged 8 SP:Iteration 78Q (435.685836 sec): 3 clusters Score: Raw -161179.586833 + Penalty 737.225095 = -160442.361738 nChanged 6 SP:Iteration 79Q (435.694368 sec): 3 clusters Score: Raw -161180.943377 + Penalty 737.225095 = -160443.718282 nChanged 5 SP:Iteration 80F (435.702981 sec): 3 clusters Score: Raw -161181.924840 + Penalty 737.225095 = -160444.699745 nChanged 3 SP:Iteration 81Q (435.711536 sec): 3 clusters Score: Raw -161182.708725 + Penalty 737.225095 = -160445.483630 nChanged 5 SP:Iteration 82Q (435.720071 sec): 3 clusters Score: Raw -161184.523339 + Penalty 737.225095 = -160447.298244 nChanged 7 SP:Iteration 83Q (435.728564 sec): 3 clusters Score: Raw -161185.946112 + Penalty 737.225095 = -160448.721017 nChanged 3 SP:Iteration 84Q (435.737120 sec): 3 clusters Score: Raw -161186.601877 + Penalty 737.225095 = -160449.376782 nChanged 3 SP:Iteration 85Q (435.745728 sec): 3 clusters Score: Raw -161188.239197 + Penalty 737.225095 = -160451.014102 nChanged 6 SP:Iteration 86Q (435.754329 sec): 3 clusters Score: Raw -161189.592670 + Penalty 737.225095 = -160452.367575 nChanged 2 SP:Iteration 87Q (435.763399 sec): 3 clusters Score: Raw -161189.782127 + Penalty 737.225095 = -160452.557032 nChanged 1 SP:Iteration 88Q (435.771936 sec): 3 clusters Score: Raw -161189.823490 + Penalty 737.225095 = -160452.598395 nChanged 0 SP:Iteration 89F (435.780696 sec): 3 clusters Score: Raw -161189.823490 + Penalty 737.225095 = -160452.598395 nChanged 0 Trying to split cluster 16 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.786221 sec): 2 clusters Score: Raw -4706.704499 + Penalty 225.809431 = -4480.895068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.787254 sec): 3 clusters Score: Raw -4714.453879 + Penalty 451.618861 = -4262.835017 nChanged 31 SP:Iteration 1F (435.788144 sec): 3 clusters Score: Raw -4777.901010 + Penalty 451.618861 = -4326.282149 nChanged 11 SP:Iteration 2F (435.789023 sec): 3 clusters Score: Raw -4803.605118 + Penalty 451.618861 = -4351.986257 nChanged 4 SP:Iteration 3Q (435.789899 sec): 3 clusters Score: Raw -4811.694558 + Penalty 451.618861 = -4360.075697 nChanged 0 SP:Iteration 4F (435.790767 sec): 3 clusters Score: Raw -4811.694558 + Penalty 451.618861 = -4360.075697 nChanged 0 Trying to split cluster 17 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.797208 sec): 2 clusters Score: Raw -32562.479667 + Penalty 298.655426 = -32263.824240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.799830 sec): 3 clusters Score: Raw -32232.010936 + Penalty 597.310853 = -31634.700083 nChanged 272 SP:Iteration 1F (435.802152 sec): 3 clusters Score: Raw -32391.007017 + Penalty 597.310853 = -31793.696164 nChanged 42 SP:Iteration 2F (435.804807 sec): 3 clusters Score: Raw -32417.263068 + Penalty 597.310853 = -31819.952215 nChanged 34 SP:Iteration 3Q (435.807206 sec): 3 clusters Score: Raw -32437.002076 + Penalty 597.310853 = -31839.691223 nChanged 28 SP:Iteration 4Q (435.809812 sec): 3 clusters Score: Raw -32453.789627 + Penalty 597.310853 = -31856.478774 nChanged 18 SP:Iteration 5Q (435.812214 sec): 3 clusters Score: Raw -32466.156288 + Penalty 597.310853 = -31868.845435 nChanged 16 SP:Iteration 6Q (435.814527 sec): 3 clusters Score: Raw -32474.419567 + Penalty 597.310853 = -31877.108715 nChanged 10 SP:Iteration 7Q (435.816834 sec): 3 clusters Score: Raw -32480.189011 + Penalty 597.310853 = -31882.878158 nChanged 12 SP:Iteration 8Q (435.819115 sec): 3 clusters Score: Raw -32491.306599 + Penalty 597.310853 = -31893.995746 nChanged 12 SP:Iteration 9Q (435.821414 sec): 3 clusters Score: Raw -32497.280809 + Penalty 597.310853 = -31899.969956 nChanged 6 SP:Iteration 10Q (435.823701 sec): 3 clusters Score: Raw -32500.475461 + Penalty 597.310853 = -31903.164608 nChanged 3 SP:Iteration 11Q (435.826004 sec): 3 clusters Score: Raw -32500.929438 + Penalty 597.310853 = -31903.618586 nChanged 1 SP:Iteration 12Q (435.828286 sec): 3 clusters Score: Raw -32501.261609 + Penalty 597.310853 = -31903.950756 nChanged 1 SP:Iteration 13Q (435.830569 sec): 3 clusters Score: Raw -32501.850144 + Penalty 597.310853 = -31904.539292 nChanged 3 SP:Iteration 14Q (435.832867 sec): 3 clusters Score: Raw -32503.945934 + Penalty 597.310853 = -31906.635081 nChanged 3 SP:Iteration 15Q (435.835171 sec): 3 clusters Score: Raw -32507.326089 + Penalty 597.310853 = -31910.015236 nChanged 5 SP:Iteration 16Q (435.837462 sec): 3 clusters Score: Raw -32511.859630 + Penalty 597.310853 = -31914.548777 nChanged 7 SP:Iteration 17Q (435.839860 sec): 3 clusters Score: Raw -32517.789784 + Penalty 597.310853 = -31920.478931 nChanged 8 SP:Iteration 18Q (435.842260 sec): 3 clusters Score: Raw -32521.742318 + Penalty 597.310853 = -31924.431465 nChanged 6 SP:Iteration 19Q (435.844578 sec): 3 clusters Score: Raw -32525.821549 + Penalty 597.310853 = -31928.510696 nChanged 7 SP:Iteration 20F (435.846882 sec): 3 clusters Score: Raw -32531.121447 + Penalty 597.310853 = -31933.810594 nChanged 10 SP:Iteration 21Q (435.849169 sec): 3 clusters Score: Raw -32538.098822 + Penalty 597.310853 = -31940.787969 nChanged 12 SP:Iteration 22Q (435.851464 sec): 3 clusters Score: Raw -32547.260860 + Penalty 597.310853 = -31949.950008 nChanged 14 SP:Iteration 23Q (435.853776 sec): 3 clusters Score: Raw -32553.683339 + Penalty 597.310853 = -31956.372487 nChanged 12 SP:Iteration 24Q (435.856145 sec): 3 clusters Score: Raw -32561.565468 + Penalty 597.310853 = -31964.254615 nChanged 12 SP:Iteration 25Q (435.858422 sec): 3 clusters Score: Raw -32566.483953 + Penalty 597.310853 = -31969.173100 nChanged 6 SP:Iteration 26Q (435.860688 sec): 3 clusters Score: Raw -32569.696397 + Penalty 597.310853 = -31972.385544 nChanged 6 SP:Iteration 27Q (435.862964 sec): 3 clusters Score: Raw -32574.585829 + Penalty 597.310853 = -31977.274976 nChanged 5 SP:Iteration 28Q (435.865223 sec): 3 clusters Score: Raw -32578.707788 + Penalty 597.310853 = -31981.396935 nChanged 2 SP:Iteration 29Q (435.867494 sec): 3 clusters Score: Raw -32581.410604 + Penalty 597.310853 = -31984.099751 nChanged 3 SP:Iteration 30Q (435.869869 sec): 3 clusters Score: Raw -32585.021533 + Penalty 597.310853 = -31987.710680 nChanged 4 SP:Iteration 31Q (435.872198 sec): 3 clusters Score: Raw -32587.906127 + Penalty 597.310853 = -31990.595275 nChanged 10 SP:Iteration 32Q (435.874457 sec): 3 clusters Score: Raw -32595.167114 + Penalty 597.310853 = -31997.856261 nChanged 8 SP:Iteration 33Q (435.876713 sec): 3 clusters Score: Raw -32601.849062 + Penalty 597.310853 = -32004.538209 nChanged 4 SP:Iteration 34Q (435.879055 sec): 3 clusters Score: Raw -32603.847536 + Penalty 597.310853 = -32006.536684 nChanged 3 SP:Iteration 35Q (435.881313 sec): 3 clusters Score: Raw -32605.190679 + Penalty 597.310853 = -32007.879826 nChanged 1 SP:Iteration 36Q (435.883581 sec): 3 clusters Score: Raw -32606.253692 + Penalty 597.310853 = -32008.942839 nChanged 1 SP:Iteration 37Q (435.885834 sec): 3 clusters Score: Raw -32607.222963 + Penalty 597.310853 = -32009.912110 nChanged 2 SP:Iteration 38Q (435.888075 sec): 3 clusters Score: Raw -32609.080427 + Penalty 597.310853 = -32011.769574 nChanged 5 SP:Iteration 39Q (435.890335 sec): 3 clusters Score: Raw -32613.186202 + Penalty 597.310853 = -32015.875349 nChanged 5 SP:Iteration 40F (435.892740 sec): 3 clusters Score: Raw -32619.320082 + Penalty 597.310853 = -32022.009229 nChanged 7 SP:Iteration 41Q (435.894996 sec): 3 clusters Score: Raw -32629.900722 + Penalty 597.310853 = -32032.589869 nChanged 8 SP:Iteration 42Q (435.897258 sec): 3 clusters Score: Raw -32634.722539 + Penalty 597.310853 = -32037.411686 nChanged 4 SP:Iteration 43Q (435.899516 sec): 3 clusters Score: Raw -32638.060166 + Penalty 597.310853 = -32040.749313 nChanged 4 SP:Iteration 44Q (435.901813 sec): 3 clusters Score: Raw -32640.741476 + Penalty 597.310853 = -32043.430623 nChanged 5 SP:Iteration 45Q (435.904078 sec): 3 clusters Score: Raw -32645.072291 + Penalty 597.310853 = -32047.761438 nChanged 7 SP:Iteration 46Q (435.906352 sec): 3 clusters Score: Raw -32648.210056 + Penalty 597.310853 = -32050.899203 nChanged 4 SP:Iteration 47Q (435.908618 sec): 3 clusters Score: Raw -32650.186236 + Penalty 597.310853 = -32052.875383 nChanged 2 SP:Iteration 48Q (435.910873 sec): 3 clusters Score: Raw -32651.896302 + Penalty 597.310853 = -32054.585449 nChanged 2 SP:Iteration 49Q (435.913133 sec): 3 clusters Score: Raw -32653.152996 + Penalty 597.310853 = -32055.842143 nChanged 1 SP:Iteration 50Q (435.915384 sec): 3 clusters Score: Raw -32654.749395 + Penalty 597.310853 = -32057.438542 nChanged 1 SP:Iteration 51Q (435.917637 sec): 3 clusters Score: Raw -32654.953343 + Penalty 597.310853 = -32057.642490 nChanged 1 SP:Iteration 52Q (435.919898 sec): 3 clusters Score: Raw -32655.123634 + Penalty 597.310853 = -32057.812781 nChanged 0 SP:Iteration 53F (435.922168 sec): 3 clusters Score: Raw -32655.123634 + Penalty 597.310853 = -32057.812781 nChanged 0 Trying to split cluster 18 (19782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.949051 sec): 2 clusters Score: Raw -951652.818011 + Penalty 450.110011 = -951202.708000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.979387 sec): 3 clusters Score: Raw -938877.947038 + Penalty 900.220022 = -937977.727016 nChanged 9469 SP:Iteration 1F (436.007597 sec): 3 clusters Score: Raw -944365.071753 + Penalty 900.220022 = -943464.851731 nChanged 939 SP:Iteration 2Q (436.036517 sec): 3 clusters Score: Raw -944760.480084 + Penalty 900.220022 = -943860.260062 nChanged 1015 SP:Iteration 3F (436.065033 sec): 3 clusters Score: Raw -945287.628902 + Penalty 900.220022 = -944387.408880 nChanged 1168 SP:Iteration 4F (436.093543 sec): 3 clusters Score: Raw -946044.889452 + Penalty 900.220022 = -945144.669430 nChanged 1287 SP:Iteration 5F (436.121722 sec): 3 clusters Score: Raw -947013.446283 + Penalty 900.220022 = -946113.226261 nChanged 1284 SP:Iteration 6F (436.149935 sec): 3 clusters Score: Raw -947975.165848 + Penalty 900.220022 = -947074.945826 nChanged 1075 SP:Iteration 7F (436.178348 sec): 3 clusters Score: Raw -948572.801855 + Penalty 900.220022 = -947672.581833 nChanged 743 SP:Iteration 8Q (436.207198 sec): 3 clusters Score: Raw -948860.795653 + Penalty 900.220022 = -947960.575631 nChanged 517 SP:Iteration 9Q (436.235933 sec): 3 clusters Score: Raw -948995.535783 + Penalty 900.220022 = -948095.315761 nChanged 345 SP:Iteration 10Q (436.264578 sec): 3 clusters Score: Raw -949064.926268 + Penalty 900.220022 = -948164.706246 nChanged 241 SP:Iteration 11Q (436.292936 sec): 3 clusters Score: Raw -949101.902270 + Penalty 900.220022 = -948201.682249 nChanged 183 SP:Iteration 12Q (436.321268 sec): 3 clusters Score: Raw -949126.406895 + Penalty 900.220022 = -948226.186874 nChanged 136 SP:Iteration 13Q (436.349584 sec): 3 clusters Score: Raw -949144.009210 + Penalty 900.220022 = -948243.789188 nChanged 125 SP:Iteration 14Q (436.377969 sec): 3 clusters Score: Raw -949159.204225 + Penalty 900.220022 = -948258.984203 nChanged 108 SP:Iteration 15Q (436.406346 sec): 3 clusters Score: Raw -949172.841568 + Penalty 900.220022 = -948272.621546 nChanged 101 SP:Iteration 16Q (436.434848 sec): 3 clusters Score: Raw -949186.101490 + Penalty 900.220022 = -948285.881468 nChanged 102 SP:Iteration 17Q (436.463354 sec): 3 clusters Score: Raw -949199.718790 + Penalty 900.220022 = -948299.498768 nChanged 109 SP:Iteration 18Q (436.491926 sec): 3 clusters Score: Raw -949214.084287 + Penalty 900.220022 = -948313.864265 nChanged 111 SP:Iteration 19Q (436.520180 sec): 3 clusters Score: Raw -949227.408613 + Penalty 900.220022 = -948327.188591 nChanged 105 SP:Iteration 20F (436.548437 sec): 3 clusters Score: Raw -949238.475360 + Penalty 900.220022 = -948338.255338 nChanged 83 SP:Iteration 21Q (436.577020 sec): 3 clusters Score: Raw -949245.197809 + Penalty 900.220022 = -948344.977787 nChanged 69 SP:Iteration 22Q (436.605379 sec): 3 clusters Score: Raw -949250.141475 + Penalty 900.220022 = -948349.921453 nChanged 68 SP:Iteration 23Q (436.634092 sec): 3 clusters Score: Raw -949256.140161 + Penalty 900.220022 = -948355.920139 nChanged 72 SP:Iteration 24Q (436.662355 sec): 3 clusters Score: Raw -949266.655200 + Penalty 900.220022 = -948366.435178 nChanged 87 SP:Iteration 25Q (436.690750 sec): 3 clusters Score: Raw -949280.810622 + Penalty 900.220022 = -948380.590600 nChanged 111 SP:Iteration 26Q (436.718986 sec): 3 clusters Score: Raw -949297.574664 + Penalty 900.220022 = -948397.354642 nChanged 123 SP:Iteration 27Q (436.747446 sec): 3 clusters Score: Raw -949314.530575 + Penalty 900.220022 = -948414.310553 nChanged 113 SP:Iteration 28Q (436.775922 sec): 3 clusters Score: Raw -949328.096651 + Penalty 900.220022 = -948427.876629 nChanged 101 SP:Iteration 29Q (436.804288 sec): 3 clusters Score: Raw -949339.852478 + Penalty 900.220022 = -948439.632457 nChanged 107 SP:Iteration 30Q (436.832550 sec): 3 clusters Score: Raw -949353.284173 + Penalty 900.220022 = -948453.064151 nChanged 106 SP:Iteration 31Q (436.860807 sec): 3 clusters Score: Raw -949365.224081 + Penalty 900.220022 = -948465.004059 nChanged 99 SP:Iteration 32Q (436.888969 sec): 3 clusters Score: Raw -949376.863538 + Penalty 900.220022 = -948476.643517 nChanged 93 SP:Iteration 33Q (436.917356 sec): 3 clusters Score: Raw -949387.282303 + Penalty 900.220022 = -948487.062281 nChanged 111 SP:Iteration 34Q (436.945738 sec): 3 clusters Score: Raw -949403.557672 + Penalty 900.220022 = -948503.337650 nChanged 125 SP:Iteration 35Q (436.974185 sec): 3 clusters Score: Raw -949423.176018 + Penalty 900.220022 = -948522.955996 nChanged 146 SP:Iteration 36Q (437.002420 sec): 3 clusters Score: Raw -949446.986439 + Penalty 900.220022 = -948546.766417 nChanged 171 SP:Iteration 37Q (437.033080 sec): 3 clusters Score: Raw -949475.813047 + Penalty 900.220022 = -948575.593025 nChanged 172 SP:Iteration 38Q (437.061174 sec): 3 clusters Score: Raw -949504.374691 + Penalty 900.220022 = -948604.154669 nChanged 157 SP:Iteration 39Q (437.089253 sec): 3 clusters Score: Raw -949531.926624 + Penalty 900.220022 = -948631.706602 nChanged 162 SP:Iteration 40F (437.117539 sec): 3 clusters Score: Raw -949561.120917 + Penalty 900.220022 = -948660.900895 nChanged 190 SP:Iteration 41Q (437.145610 sec): 3 clusters Score: Raw -949597.973633 + Penalty 900.220022 = -948697.753611 nChanged 185 SP:Iteration 42Q (437.173592 sec): 3 clusters Score: Raw -949635.377713 + Penalty 900.220022 = -948735.157691 nChanged 208 SP:Iteration 43Q (437.201763 sec): 3 clusters Score: Raw -949677.324250 + Penalty 900.220022 = -948777.104228 nChanged 238 SP:Iteration 44Q (437.229747 sec): 3 clusters Score: Raw -949733.747251 + Penalty 900.220022 = -948833.527230 nChanged 236 SP:Iteration 45Q (437.257834 sec): 3 clusters Score: Raw -949786.395461 + Penalty 900.220022 = -948886.175439 nChanged 228 SP:Iteration 46Q (437.285784 sec): 3 clusters Score: Raw -949837.831315 + Penalty 900.220022 = -948937.611293 nChanged 243 SP:Iteration 47Q (437.313754 sec): 3 clusters Score: Raw -949901.146222 + Penalty 900.220022 = -949000.926200 nChanged 292 SP:Iteration 48Q (437.341700 sec): 3 clusters Score: Raw -949985.211836 + Penalty 900.220022 = -949084.991814 nChanged 292 SP:Iteration 49Q (437.369448 sec): 3 clusters Score: Raw -950076.986872 + Penalty 900.220022 = -949176.766850 nChanged 318 SP:Iteration 50Q (437.397210 sec): 3 clusters Score: Raw -950184.555143 + Penalty 900.220022 = -949284.335121 nChanged 331 SP:Iteration 51Q (437.424937 sec): 3 clusters Score: Raw -950301.851589 + Penalty 900.220022 = -949401.631567 nChanged 321 SP:Iteration 52Q (437.452825 sec): 3 clusters Score: Raw -950419.295414 + Penalty 900.220022 = -949519.075392 nChanged 316 SP:Iteration 53Q (437.480682 sec): 3 clusters Score: Raw -950541.943040 + Penalty 900.220022 = -949641.723018 nChanged 302 SP:Iteration 54Q (437.508492 sec): 3 clusters Score: Raw -950661.333308 + Penalty 900.220022 = -949761.113286 nChanged 263 SP:Iteration 55Q (437.536209 sec): 3 clusters Score: Raw -950760.451118 + Penalty 900.220022 = -949860.231097 nChanged 268 SP:Iteration 56Q (437.589035 sec): 3 clusters Score: Raw -950867.932921 + Penalty 900.220022 = -949967.712899 nChanged 241 SP:Iteration 57Q (437.616639 sec): 3 clusters Score: Raw -950972.580692 + Penalty 900.220022 = -950072.360670 nChanged 232 SP:Iteration 58Q (437.644002 sec): 3 clusters Score: Raw -951076.911987 + Penalty 900.220022 = -950176.691966 nChanged 214 SP:Iteration 59Q (437.671750 sec): 3 clusters Score: Raw -951171.509985 + Penalty 900.220022 = -950271.289963 nChanged 197 SP:Iteration 60F (437.699972 sec): 3 clusters Score: Raw -951263.158560 + Penalty 900.220022 = -950362.938538 nChanged 171 SP:Iteration 61Q (437.727168 sec): 3 clusters Score: Raw -951335.736530 + Penalty 900.220022 = -950435.516508 nChanged 155 SP:Iteration 62Q (437.754263 sec): 3 clusters Score: Raw -951409.585866 + Penalty 900.220022 = -950509.365845 nChanged 145 SP:Iteration 63Q (437.781236 sec): 3 clusters Score: Raw -951473.075831 + Penalty 900.220022 = -950572.855809 nChanged 114 SP:Iteration 64Q (437.808279 sec): 3 clusters Score: Raw -951525.083536 + Penalty 900.220022 = -950624.863514 nChanged 84 SP:Iteration 65Q (437.835129 sec): 3 clusters Score: Raw -951562.886166 + Penalty 900.220022 = -950662.666144 nChanged 77 SP:Iteration 66Q (437.861763 sec): 3 clusters Score: Raw -951597.469420 + Penalty 900.220022 = -950697.249398 nChanged 58 SP:Iteration 67Q (437.888346 sec): 3 clusters Score: Raw -951622.952013 + Penalty 900.220022 = -950722.731992 nChanged 48 SP:Iteration 68Q (437.915003 sec): 3 clusters Score: Raw -951648.195684 + Penalty 900.220022 = -950747.975663 nChanged 31 SP:Iteration 69Q (437.941714 sec): 3 clusters Score: Raw -951660.647267 + Penalty 900.220022 = -950760.427245 nChanged 29 SP:Iteration 70Q (437.968335 sec): 3 clusters Score: Raw -951675.072182 + Penalty 900.220022 = -950774.852160 nChanged 22 SP:Iteration 71Q (437.994770 sec): 3 clusters Score: Raw -951686.558086 + Penalty 900.220022 = -950786.338064 nChanged 19 SP:Iteration 72Q (438.021426 sec): 3 clusters Score: Raw -951694.854525 + Penalty 900.220022 = -950794.634504 nChanged 13 SP:Iteration 73Q (438.048100 sec): 3 clusters Score: Raw -951700.968274 + Penalty 900.220022 = -950800.748252 nChanged 20 SP:Iteration 74Q (438.074607 sec): 3 clusters Score: Raw -951711.543797 + Penalty 900.220022 = -950811.323775 nChanged 18 SP:Iteration 75Q (438.101084 sec): 3 clusters Score: Raw -951717.597235 + Penalty 900.220022 = -950817.377213 nChanged 9 SP:Iteration 76Q (438.127622 sec): 3 clusters Score: Raw -951722.006569 + Penalty 900.220022 = -950821.786548 nChanged 6 SP:Iteration 77Q (438.154214 sec): 3 clusters Score: Raw -951723.694912 + Penalty 900.220022 = -950823.474890 nChanged 2 SP:Iteration 78Q (438.180713 sec): 3 clusters Score: Raw -951724.013294 + Penalty 900.220022 = -950823.793272 nChanged 0 SP:Iteration 79F (438.208586 sec): 3 clusters Score: Raw -951724.013294 + Penalty 900.220022 = -950823.793272 nChanged 0 Trying to split cluster 19 (64202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.267021 sec): 2 clusters Score: Raw -3163519.392205 + Penalty 503.675429 = -3163015.716777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.334621 sec): 3 clusters Score: Raw -3120551.703328 + Penalty 1007.350857 = -3119544.352471 nChanged 31337 SP:Iteration 1F (438.398277 sec): 3 clusters Score: Raw -3141144.443892 + Penalty 1007.350857 = -3140137.093034 nChanged 4648 SP:Iteration 2F (438.461419 sec): 3 clusters Score: Raw -3144065.223166 + Penalty 1007.350857 = -3143057.872309 nChanged 5062 SP:Iteration 3F (438.535850 sec): 3 clusters Score: Raw -3147874.909367 + Penalty 1007.350857 = -3146867.558510 nChanged 4871 SP:Iteration 4F (438.607309 sec): 3 clusters Score: Raw -3152096.670612 + Penalty 1007.350857 = -3151089.319755 nChanged 4121 SP:Iteration 5F (438.700728 sec): 3 clusters Score: Raw -3155999.749958 + Penalty 1007.350857 = -3154992.399100 nChanged 2843 SP:Iteration 6Q (438.806342 sec): 3 clusters Score: Raw -3158790.933726 + Penalty 1007.350857 = -3157783.582869 nChanged 1855 SP:Iteration 7Q (438.908402 sec): 3 clusters Score: Raw -3160508.396949 + Penalty 1007.350857 = -3159501.046092 nChanged 1115 SP:Iteration 8Q (438.973378 sec): 3 clusters Score: Raw -3161398.982605 + Penalty 1007.350857 = -3160391.631748 nChanged 790 SP:Iteration 9Q (439.036874 sec): 3 clusters Score: Raw -3161966.872563 + Penalty 1007.350857 = -3160959.521706 nChanged 612 SP:Iteration 10Q (439.099658 sec): 3 clusters Score: Raw -3162368.834482 + Penalty 1007.350857 = -3161361.483625 nChanged 503 SP:Iteration 11Q (439.161850 sec): 3 clusters Score: Raw -3162673.586444 + Penalty 1007.350857 = -3161666.235586 nChanged 419 SP:Iteration 12Q (439.224035 sec): 3 clusters Score: Raw -3162895.279135 + Penalty 1007.350857 = -3161887.928278 nChanged 345 SP:Iteration 13Q (439.284893 sec): 3 clusters Score: Raw -3163070.043749 + Penalty 1007.350857 = -3162062.692891 nChanged 311 SP:Iteration 14Q (439.345225 sec): 3 clusters Score: Raw -3163229.000707 + Penalty 1007.350857 = -3162221.649850 nChanged 236 SP:Iteration 15Q (439.405443 sec): 3 clusters Score: Raw -3163342.097658 + Penalty 1007.350857 = -3162334.746800 nChanged 182 SP:Iteration 16Q (439.465571 sec): 3 clusters Score: Raw -3163424.954017 + Penalty 1007.350857 = -3162417.603160 nChanged 160 SP:Iteration 17Q (439.525490 sec): 3 clusters Score: Raw -3163499.517018 + Penalty 1007.350857 = -3162492.166160 nChanged 113 SP:Iteration 18Q (439.585268 sec): 3 clusters Score: Raw -3163548.274295 + Penalty 1007.350857 = -3162540.923437 nChanged 89 SP:Iteration 19Q (439.645021 sec): 3 clusters Score: Raw -3163581.674293 + Penalty 1007.350857 = -3162574.323436 nChanged 69 SP:Iteration 20F (439.707356 sec): 3 clusters Score: Raw -3163608.511894 + Penalty 1007.350857 = -3162601.161037 nChanged 45 SP:Iteration 21Q (439.766914 sec): 3 clusters Score: Raw -3163626.245420 + Penalty 1007.350857 = -3162618.894562 nChanged 31 SP:Iteration 22Q (439.826488 sec): 3 clusters Score: Raw -3163638.090253 + Penalty 1007.350857 = -3162630.739395 nChanged 28 SP:Iteration 23Q (439.886133 sec): 3 clusters Score: Raw -3163644.579677 + Penalty 1007.350857 = -3162637.228820 nChanged 18 SP:Iteration 24Q (439.945833 sec): 3 clusters Score: Raw -3163648.471705 + Penalty 1007.350857 = -3162641.120848 nChanged 15 SP:Iteration 25Q (440.005304 sec): 3 clusters Score: Raw -3163650.992350 + Penalty 1007.350857 = -3162643.641493 nChanged 10 SP:Iteration 26Q (440.064718 sec): 3 clusters Score: Raw -3163653.294297 + Penalty 1007.350857 = -3162645.943440 nChanged 9 SP:Iteration 27Q (440.124174 sec): 3 clusters Score: Raw -3163654.888791 + Penalty 1007.350857 = -3162647.537933 nChanged 6 SP:Iteration 28Q (440.183666 sec): 3 clusters Score: Raw -3163655.675270 + Penalty 1007.350857 = -3162648.324412 nChanged 2 SP:Iteration 29Q (440.243072 sec): 3 clusters Score: Raw -3163655.928340 + Penalty 1007.350857 = -3162648.577482 nChanged 2 SP:Iteration 30Q (440.302445 sec): 3 clusters Score: Raw -3163656.316988 + Penalty 1007.350857 = -3162648.966131 nChanged 2 SP:Iteration 31Q (440.361955 sec): 3 clusters Score: Raw -3163657.613979 + Penalty 1007.350857 = -3162650.263122 nChanged 4 SP:Iteration 32Q (440.421387 sec): 3 clusters Score: Raw -3163658.195646 + Penalty 1007.350857 = -3162650.844788 nChanged 1 SP:Iteration 33Q (440.480887 sec): 3 clusters Score: Raw -3163658.249422 + Penalty 1007.350857 = -3162650.898564 nChanged 0 SP:Iteration 34F (440.543050 sec): 3 clusters Score: Raw -3163658.249422 + Penalty 1007.350857 = -3162650.898564 nChanged 0 Trying to split cluster 20 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.548969 sec): 2 clusters Score: Raw -102520.317921 + Penalty 350.650888 = -102169.667033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.555755 sec): 3 clusters Score: Raw -101286.490904 + Penalty 701.301775 = -100585.189129 nChanged 973 SP:Iteration 1F (440.561919 sec): 3 clusters Score: Raw -101888.511984 + Penalty 701.301775 = -101187.210209 nChanged 178 SP:Iteration 2F (440.567941 sec): 3 clusters Score: Raw -101987.388120 + Penalty 701.301775 = -101286.086344 nChanged 139 SP:Iteration 3F (440.573952 sec): 3 clusters Score: Raw -102082.935422 + Penalty 701.301775 = -101381.633647 nChanged 128 SP:Iteration 4F (440.579946 sec): 3 clusters Score: Raw -102183.411326 + Penalty 701.301775 = -101482.109551 nChanged 123 SP:Iteration 5F (440.585949 sec): 3 clusters Score: Raw -102263.811544 + Penalty 701.301775 = -101562.509769 nChanged 110 SP:Iteration 6Q (440.592007 sec): 3 clusters Score: Raw -102343.940264 + Penalty 701.301775 = -101642.638489 nChanged 79 SP:Iteration 7Q (440.598115 sec): 3 clusters Score: Raw -102387.550764 + Penalty 701.301775 = -101686.248989 nChanged 59 SP:Iteration 8Q (440.604124 sec): 3 clusters Score: Raw -102414.374374 + Penalty 701.301775 = -101713.072599 nChanged 46 SP:Iteration 9Q (440.610138 sec): 3 clusters Score: Raw -102430.193641 + Penalty 701.301775 = -101728.891866 nChanged 31 SP:Iteration 10Q (440.616140 sec): 3 clusters Score: Raw -102442.446724 + Penalty 701.301775 = -101741.144948 nChanged 24 SP:Iteration 11Q (440.622141 sec): 3 clusters Score: Raw -102447.597984 + Penalty 701.301775 = -101746.296208 nChanged 14 SP:Iteration 12Q (440.628386 sec): 3 clusters Score: Raw -102450.854553 + Penalty 701.301775 = -101749.552778 nChanged 15 SP:Iteration 13Q (440.634404 sec): 3 clusters Score: Raw -102454.680596 + Penalty 701.301775 = -101753.378821 nChanged 14 SP:Iteration 14Q (440.640427 sec): 3 clusters Score: Raw -102457.677755 + Penalty 701.301775 = -101756.375980 nChanged 12 SP:Iteration 15Q (440.646458 sec): 3 clusters Score: Raw -102459.808029 + Penalty 701.301775 = -101758.506254 nChanged 6 SP:Iteration 16Q (440.652444 sec): 3 clusters Score: Raw -102460.497312 + Penalty 701.301775 = -101759.195537 nChanged 5 SP:Iteration 17Q (440.658475 sec): 3 clusters Score: Raw -102461.537455 + Penalty 701.301775 = -101760.235680 nChanged 5 SP:Iteration 18Q (440.664491 sec): 3 clusters Score: Raw -102462.110667 + Penalty 701.301775 = -101760.808891 nChanged 3 SP:Iteration 19Q (440.670478 sec): 3 clusters Score: Raw -102462.467807 + Penalty 701.301775 = -101761.166032 nChanged 4 SP:Iteration 20F (440.676523 sec): 3 clusters Score: Raw -102462.707405 + Penalty 701.301775 = -101761.405629 nChanged 4 SP:Iteration 21Q (440.682500 sec): 3 clusters Score: Raw -102463.223270 + Penalty 701.301775 = -101761.921495 nChanged 1 SP:Iteration 22Q (440.688571 sec): 3 clusters Score: Raw -102463.270493 + Penalty 701.301775 = -101761.968718 nChanged 0 SP:Iteration 23F (440.694558 sec): 3 clusters Score: Raw -102463.270493 + Penalty 701.301775 = -101761.968718 nChanged 0 Trying to split cluster 21 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.700769 sec): 2 clusters Score: Raw -26503.438412 + Penalty 282.764668 = -26220.673743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.702726 sec): 3 clusters Score: Raw -26287.230334 + Penalty 565.529337 = -25721.700997 nChanged 174 SP:Iteration 1F (440.704461 sec): 3 clusters Score: Raw -26416.146719 + Penalty 565.529337 = -25850.617382 nChanged 44 SP:Iteration 2F (440.706187 sec): 3 clusters Score: Raw -26451.368641 + Penalty 565.529337 = -25885.839304 nChanged 31 SP:Iteration 3F (440.707915 sec): 3 clusters Score: Raw -26475.690031 + Penalty 565.529337 = -25910.160694 nChanged 25 SP:Iteration 4Q (440.709656 sec): 3 clusters Score: Raw -26492.316997 + Penalty 565.529337 = -25926.787660 nChanged 12 SP:Iteration 5Q (440.711380 sec): 3 clusters Score: Raw -26500.451036 + Penalty 565.529337 = -25934.921699 nChanged 3 SP:Iteration 6Q (440.713114 sec): 3 clusters Score: Raw -26503.192881 + Penalty 565.529337 = -25937.663544 nChanged 5 SP:Iteration 7Q (440.714833 sec): 3 clusters Score: Raw -26507.060952 + Penalty 565.529337 = -25941.531615 nChanged 2 SP:Iteration 8Q (440.716556 sec): 3 clusters Score: Raw -26508.551151 + Penalty 565.529337 = -25943.021814 nChanged 4 SP:Iteration 9Q (440.718280 sec): 3 clusters Score: Raw -26512.606931 + Penalty 565.529337 = -25947.077595 nChanged 2 SP:Iteration 10Q (440.719996 sec): 3 clusters Score: Raw -26513.575599 + Penalty 565.529337 = -25948.046262 nChanged 1 SP:Iteration 11Q (440.721773 sec): 3 clusters Score: Raw -26514.116555 + Penalty 565.529337 = -25948.587218 nChanged 2 SP:Iteration 12Q (440.723506 sec): 3 clusters Score: Raw -26515.318732 + Penalty 565.529337 = -25949.789395 nChanged 1 SP:Iteration 13Q (440.725220 sec): 3 clusters Score: Raw -26515.724727 + Penalty 565.529337 = -25950.195390 nChanged 1 SP:Iteration 14Q (440.726928 sec): 3 clusters Score: Raw -26516.159037 + Penalty 565.529337 = -25950.629701 nChanged 0 SP:Iteration 15F (440.728637 sec): 3 clusters Score: Raw -26516.159037 + Penalty 565.529337 = -25950.629701 nChanged 0 Trying to split cluster 22 (6422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.746294 sec): 2 clusters Score: Raw -320910.758771 + Penalty 398.920562 = -320511.838209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.764404 sec): 3 clusters Score: Raw -316994.069166 + Penalty 797.841124 = -316196.228043 nChanged 2904 SP:Iteration 1F (440.780617 sec): 3 clusters Score: Raw -318580.476165 + Penalty 797.841124 = -317782.635041 nChanged 274 SP:Iteration 2Q (440.796950 sec): 3 clusters Score: Raw -318675.983421 + Penalty 797.841124 = -317878.142297 nChanged 272 SP:Iteration 3Q (440.813338 sec): 3 clusters Score: Raw -318758.974936 + Penalty 797.841124 = -317961.133812 nChanged 234 SP:Iteration 4Q (440.829643 sec): 3 clusters Score: Raw -318830.897763 + Penalty 797.841124 = -318033.056640 nChanged 207 SP:Iteration 5Q (440.845999 sec): 3 clusters Score: Raw -318892.324912 + Penalty 797.841124 = -318094.483789 nChanged 187 SP:Iteration 6Q (440.862291 sec): 3 clusters Score: Raw -318954.281772 + Penalty 797.841124 = -318156.440648 nChanged 188 SP:Iteration 7Q (440.878609 sec): 3 clusters Score: Raw -319014.576622 + Penalty 797.841124 = -318216.735499 nChanged 198 SP:Iteration 8Q (440.894978 sec): 3 clusters Score: Raw -319071.548927 + Penalty 797.841124 = -318273.707803 nChanged 212 SP:Iteration 9Q (440.911245 sec): 3 clusters Score: Raw -319176.484708 + Penalty 797.841124 = -318378.643584 nChanged 286 SP:Iteration 10Q (440.927503 sec): 3 clusters Score: Raw -319349.884938 + Penalty 797.841124 = -318552.043814 nChanged 353 SP:Iteration 11F (440.943655 sec): 3 clusters Score: Raw -319565.908589 + Penalty 797.841124 = -318768.067465 nChanged 367 SP:Iteration 12F (440.959715 sec): 3 clusters Score: Raw -319811.502571 + Penalty 797.841124 = -319013.661448 nChanged 378 SP:Iteration 13F (440.975828 sec): 3 clusters Score: Raw -320110.647322 + Penalty 797.841124 = -319312.806198 nChanged 344 SP:Iteration 14F (440.992190 sec): 3 clusters Score: Raw -320399.964411 + Penalty 797.841124 = -319602.123287 nChanged 266 SP:Iteration 15Q (441.008328 sec): 3 clusters Score: Raw -320655.491044 + Penalty 797.841124 = -319857.649921 nChanged 197 SP:Iteration 16Q (441.024336 sec): 3 clusters Score: Raw -320818.656857 + Penalty 797.841124 = -320020.815733 nChanged 144 SP:Iteration 17Q (441.040208 sec): 3 clusters Score: Raw -320938.434641 + Penalty 797.841124 = -320140.593518 nChanged 110 SP:Iteration 18Q (441.056010 sec): 3 clusters Score: Raw -321042.092160 + Penalty 797.841124 = -320244.251036 nChanged 82 SP:Iteration 19Q (441.071798 sec): 3 clusters Score: Raw -321116.802008 + Penalty 797.841124 = -320318.960885 nChanged 54 SP:Iteration 20F (441.087786 sec): 3 clusters Score: Raw -321148.301057 + Penalty 797.841124 = -320350.459934 nChanged 36 SP:Iteration 21Q (441.103484 sec): 3 clusters Score: Raw -321172.479096 + Penalty 797.841124 = -320374.637972 nChanged 32 SP:Iteration 22Q (441.119304 sec): 3 clusters Score: Raw -321190.319727 + Penalty 797.841124 = -320392.478603 nChanged 21 SP:Iteration 23Q (441.135023 sec): 3 clusters Score: Raw -321200.000999 + Penalty 797.841124 = -320402.159875 nChanged 18 SP:Iteration 24Q (441.150636 sec): 3 clusters Score: Raw -321207.585238 + Penalty 797.841124 = -320409.744114 nChanged 13 SP:Iteration 25Q (441.202723 sec): 3 clusters Score: Raw -321211.822219 + Penalty 797.841124 = -320413.981095 nChanged 7 SP:Iteration 26Q (441.255505 sec): 3 clusters Score: Raw -321214.185975 + Penalty 797.841124 = -320416.344852 nChanged 4 SP:Iteration 27Q (441.307852 sec): 3 clusters Score: Raw -321215.788032 + Penalty 797.841124 = -320417.946909 nChanged 4 SP:Iteration 28Q (441.357279 sec): 3 clusters Score: Raw -321216.671444 + Penalty 797.841124 = -320418.830320 nChanged 1 SP:Iteration 29Q (441.410324 sec): 3 clusters Score: Raw -321216.752324 + Penalty 797.841124 = -320418.911201 nChanged 2 SP:Iteration 30Q (441.462724 sec): 3 clusters Score: Raw -321217.213733 + Penalty 797.841124 = -320419.372609 nChanged 6 SP:Iteration 31Q (441.528342 sec): 3 clusters Score: Raw -321218.813822 + Penalty 797.841124 = -320420.972699 nChanged 4 SP:Iteration 32Q (441.570262 sec): 3 clusters Score: Raw -321219.537911 + Penalty 797.841124 = -320421.696787 nChanged 4 SP:Iteration 33Q (441.621774 sec): 3 clusters Score: Raw -321220.200033 + Penalty 797.841124 = -320422.358909 nChanged 3 SP:Iteration 34Q (441.672550 sec): 3 clusters Score: Raw -321220.699175 + Penalty 797.841124 = -320422.858051 nChanged 1 SP:Iteration 35Q (441.687574 sec): 3 clusters Score: Raw -321220.863736 + Penalty 797.841124 = -320423.022612 nChanged 0 SP:Iteration 36F (441.704010 sec): 3 clusters Score: Raw -321220.863736 + Penalty 797.841124 = -320423.022612 nChanged 0 Trying to split cluster 23 (3691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.719162 sec): 2 clusters Score: Raw -149445.414435 + Penalty 373.721198 = -149071.693237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (441.729859 sec): 3 clusters Score: Raw -147272.048947 + Penalty 747.442396 = -146524.606551 nChanged 1635 SP:Iteration 1F (441.739545 sec): 3 clusters Score: Raw -148200.665161 + Penalty 747.442396 = -147453.222765 nChanged 297 SP:Iteration 2F (441.749038 sec): 3 clusters Score: Raw -148370.879686 + Penalty 747.442396 = -147623.437290 nChanged 241 SP:Iteration 3F (441.758641 sec): 3 clusters Score: Raw -148518.022036 + Penalty 747.442396 = -147770.579640 nChanged 212 SP:Iteration 4F (441.768342 sec): 3 clusters Score: Raw -148634.651147 + Penalty 747.442396 = -147887.208751 nChanged 193 SP:Iteration 5F (441.777948 sec): 3 clusters Score: Raw -148770.845123 + Penalty 747.442396 = -148023.402727 nChanged 188 SP:Iteration 6F (441.787479 sec): 3 clusters Score: Raw -148930.321988 + Penalty 747.442396 = -148182.879592 nChanged 170 SP:Iteration 7Q (441.797116 sec): 3 clusters Score: Raw -149078.929837 + Penalty 747.442396 = -148331.487441 nChanged 144 SP:Iteration 8Q (441.806692 sec): 3 clusters Score: Raw -149203.426117 + Penalty 747.442396 = -148455.983721 nChanged 137 SP:Iteration 9Q (441.816194 sec): 3 clusters Score: Raw -149326.058048 + Penalty 747.442396 = -148578.615652 nChanged 113 SP:Iteration 10Q (441.825634 sec): 3 clusters Score: Raw -149404.772004 + Penalty 747.442396 = -148657.329608 nChanged 93 SP:Iteration 11Q (441.835196 sec): 3 clusters Score: Raw -149460.117496 + Penalty 747.442396 = -148712.675100 nChanged 68 SP:Iteration 12Q (441.844513 sec): 3 clusters Score: Raw -149509.183737 + Penalty 747.442396 = -148761.741341 nChanged 57 SP:Iteration 13Q (441.853882 sec): 3 clusters Score: Raw -149549.590763 + Penalty 747.442396 = -148802.148367 nChanged 66 SP:Iteration 14Q (441.863241 sec): 3 clusters Score: Raw -149607.967351 + Penalty 747.442396 = -148860.524955 nChanged 58 SP:Iteration 15Q (441.872608 sec): 3 clusters Score: Raw -149650.933594 + Penalty 747.442396 = -148903.491198 nChanged 56 SP:Iteration 16Q (441.881924 sec): 3 clusters Score: Raw -149710.306830 + Penalty 747.442396 = -148962.864434 nChanged 40 SP:Iteration 17Q (441.891229 sec): 3 clusters Score: Raw -149753.567841 + Penalty 747.442396 = -149006.125445 nChanged 34 SP:Iteration 18Q (441.900517 sec): 3 clusters Score: Raw -149811.121122 + Penalty 747.442396 = -149063.678726 nChanged 35 SP:Iteration 19Q (441.909772 sec): 3 clusters Score: Raw -149858.901884 + Penalty 747.442396 = -149111.459488 nChanged 31 SP:Iteration 20F (441.919246 sec): 3 clusters Score: Raw -149896.854590 + Penalty 747.442396 = -149149.412194 nChanged 23 SP:Iteration 21Q (441.928395 sec): 3 clusters Score: Raw -149926.913184 + Penalty 747.442396 = -149179.470788 nChanged 21 SP:Iteration 22Q (441.937762 sec): 3 clusters Score: Raw -149956.855563 + Penalty 747.442396 = -149209.413167 nChanged 18 SP:Iteration 23Q (441.946868 sec): 3 clusters Score: Raw -149992.704715 + Penalty 747.442396 = -149245.262319 nChanged 12 SP:Iteration 24Q (441.956020 sec): 3 clusters Score: Raw -150005.091605 + Penalty 747.442396 = -149257.649210 nChanged 6 SP:Iteration 25Q (441.965219 sec): 3 clusters Score: Raw -150010.458661 + Penalty 747.442396 = -149263.016265 nChanged 8 SP:Iteration 26Q (441.974371 sec): 3 clusters Score: Raw -150018.467785 + Penalty 747.442396 = -149271.025389 nChanged 4 SP:Iteration 27Q (441.983512 sec): 3 clusters Score: Raw -150020.264623 + Penalty 747.442396 = -149272.822227 nChanged 1 SP:Iteration 28Q (441.992706 sec): 3 clusters Score: Raw -150020.498839 + Penalty 747.442396 = -149273.056443 nChanged 0 SP:Iteration 29F (442.002475 sec): 3 clusters Score: Raw -150020.498839 + Penalty 747.442396 = -149273.056443 nChanged 0 Score: Raw -13973449.405970 + Penalty 18406.454016 = -13955042.951953 Splitting cluster 23 changes total score from -13955035.933278 to -13955042.951953 So it's getting split into cluster 32. Trying to split cluster 24 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.273223 sec): 2 clusters Score: Raw -13479.792058 + Penalty 266.012964 = -13213.779093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.274824 sec): 3 clusters Score: Raw -13346.451270 + Penalty 532.025929 = -12814.425341 nChanged 112 SP:Iteration 1F (445.276191 sec): 3 clusters Score: Raw -13454.474191 + Penalty 532.025929 = -12922.448262 nChanged 33 SP:Iteration 2F (445.277550 sec): 3 clusters Score: Raw -13493.631657 + Penalty 532.025929 = -12961.605728 nChanged 17 SP:Iteration 3Q (445.278909 sec): 3 clusters Score: Raw -13510.043854 + Penalty 532.025929 = -12978.017926 nChanged 12 SP:Iteration 4Q (445.280273 sec): 3 clusters Score: Raw -13519.455553 + Penalty 532.025929 = -12987.429625 nChanged 8 SP:Iteration 5Q (445.281618 sec): 3 clusters Score: Raw -13527.690853 + Penalty 532.025929 = -12995.664925 nChanged 6 SP:Iteration 6Q (445.282962 sec): 3 clusters Score: Raw -13532.026893 + Penalty 532.025929 = -13000.000964 nChanged 9 SP:Iteration 7Q (445.284309 sec): 3 clusters Score: Raw -13538.625839 + Penalty 532.025929 = -13006.599911 nChanged 4 SP:Iteration 8Q (445.285965 sec): 3 clusters Score: Raw -13541.357051 + Penalty 532.025929 = -13009.331122 nChanged 2 SP:Iteration 9Q (445.287337 sec): 3 clusters Score: Raw -13542.742426 + Penalty 532.025929 = -13010.716497 nChanged 5 SP:Iteration 10Q (445.288692 sec): 3 clusters Score: Raw -13546.777798 + Penalty 532.025929 = -13014.751869 nChanged 3 SP:Iteration 11Q (445.290054 sec): 3 clusters Score: Raw -13548.643568 + Penalty 532.025929 = -13016.617639 nChanged 4 SP:Iteration 12Q (445.291401 sec): 3 clusters Score: Raw -13554.764777 + Penalty 532.025929 = -13022.738849 nChanged 4 SP:Iteration 13Q (445.292740 sec): 3 clusters Score: Raw -13562.426397 + Penalty 532.025929 = -13030.400469 nChanged 4 SP:Iteration 14Q (445.294088 sec): 3 clusters Score: Raw -13565.447503 + Penalty 532.025929 = -13033.421575 nChanged 5 SP:Iteration 15Q (445.295455 sec): 3 clusters Score: Raw -13567.724975 + Penalty 532.025929 = -13035.699047 nChanged 3 SP:Iteration 16Q (445.296820 sec): 3 clusters Score: Raw -13573.740951 + Penalty 532.025929 = -13041.715023 nChanged 4 SP:Iteration 17Q (445.298167 sec): 3 clusters Score: Raw -13579.944391 + Penalty 532.025929 = -13047.918463 nChanged 2 SP:Iteration 18Q (445.299505 sec): 3 clusters Score: Raw -13581.624123 + Penalty 532.025929 = -13049.598195 nChanged 0 SP:Iteration 19F (445.300842 sec): 3 clusters Score: Raw -13581.624123 + Penalty 532.025929 = -13049.598195 nChanged 0 Trying to split cluster 25 (21908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.328896 sec): 2 clusters Score: Raw -1070907.826846 + Penalty 454.754625 = -1070453.072221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.361389 sec): 3 clusters Score: Raw -1056687.399083 + Penalty 909.509250 = -1055777.889833 nChanged 10438 SP:Iteration 1F (445.391146 sec): 3 clusters Score: Raw -1063759.624311 + Penalty 909.509250 = -1062850.115061 nChanged 1497 SP:Iteration 2F (445.421322 sec): 3 clusters Score: Raw -1065008.877029 + Penalty 909.509250 = -1064099.367779 nChanged 1698 SP:Iteration 3F (445.451672 sec): 3 clusters Score: Raw -1066510.620589 + Penalty 909.509250 = -1065601.111339 nChanged 1625 SP:Iteration 4F (445.481521 sec): 3 clusters Score: Raw -1068036.502803 + Penalty 909.509250 = -1067126.993552 nChanged 1422 SP:Iteration 5F (445.511902 sec): 3 clusters Score: Raw -1069266.785439 + Penalty 909.509250 = -1068357.276189 nChanged 967 SP:Iteration 6Q (445.541998 sec): 3 clusters Score: Raw -1069880.315483 + Penalty 909.509250 = -1068970.806232 nChanged 602 SP:Iteration 7Q (445.572279 sec): 3 clusters Score: Raw -1070172.874931 + Penalty 909.509250 = -1069263.365680 nChanged 396 SP:Iteration 8Q (445.602213 sec): 3 clusters Score: Raw -1070360.471043 + Penalty 909.509250 = -1069450.961793 nChanged 336 SP:Iteration 9Q (445.632153 sec): 3 clusters Score: Raw -1070508.282914 + Penalty 909.509250 = -1069598.773664 nChanged 311 SP:Iteration 10Q (445.661986 sec): 3 clusters Score: Raw -1070626.166254 + Penalty 909.509250 = -1069716.657004 nChanged 259 SP:Iteration 11Q (445.691886 sec): 3 clusters Score: Raw -1070708.072130 + Penalty 909.509250 = -1069798.562880 nChanged 213 SP:Iteration 12Q (445.721902 sec): 3 clusters Score: Raw -1070756.434015 + Penalty 909.509250 = -1069846.924765 nChanged 169 SP:Iteration 13Q (445.751460 sec): 3 clusters Score: Raw -1070792.319512 + Penalty 909.509250 = -1069882.810262 nChanged 134 SP:Iteration 14Q (445.781468 sec): 3 clusters Score: Raw -1070812.310395 + Penalty 909.509250 = -1069902.801145 nChanged 93 SP:Iteration 15Q (445.811172 sec): 3 clusters Score: Raw -1070820.547175 + Penalty 909.509250 = -1069911.037924 nChanged 58 SP:Iteration 16Q (445.841102 sec): 3 clusters Score: Raw -1070824.876143 + Penalty 909.509250 = -1069915.366893 nChanged 43 SP:Iteration 17Q (445.870865 sec): 3 clusters Score: Raw -1070828.181004 + Penalty 909.509250 = -1069918.671753 nChanged 42 SP:Iteration 18Q (445.900534 sec): 3 clusters Score: Raw -1070830.161724 + Penalty 909.509250 = -1069920.652474 nChanged 31 SP:Iteration 19Q (445.930294 sec): 3 clusters Score: Raw -1070831.661688 + Penalty 909.509250 = -1069922.152438 nChanged 29 SP:Iteration 20F (445.960660 sec): 3 clusters Score: Raw -1070833.131777 + Penalty 909.509250 = -1069923.622527 nChanged 19 SP:Iteration 21Q (445.990476 sec): 3 clusters Score: Raw -1070834.118742 + Penalty 909.509250 = -1069924.609492 nChanged 22 SP:Iteration 22Q (446.020355 sec): 3 clusters Score: Raw -1070835.295547 + Penalty 909.509250 = -1069925.786297 nChanged 24 SP:Iteration 23Q (446.050248 sec): 3 clusters Score: Raw -1070836.853345 + Penalty 909.509250 = -1069927.344095 nChanged 16 SP:Iteration 24Q (446.080109 sec): 3 clusters Score: Raw -1070837.894440 + Penalty 909.509250 = -1069928.385189 nChanged 19 SP:Iteration 25Q (446.110218 sec): 3 clusters Score: Raw -1070838.794918 + Penalty 909.509250 = -1069929.285668 nChanged 15 SP:Iteration 26Q (446.139901 sec): 3 clusters Score: Raw -1070839.598466 + Penalty 909.509250 = -1069930.089216 nChanged 15 SP:Iteration 27Q (446.169781 sec): 3 clusters Score: Raw -1070840.314701 + Penalty 909.509250 = -1069930.805451 nChanged 12 SP:Iteration 28Q (446.199461 sec): 3 clusters Score: Raw -1070840.661997 + Penalty 909.509250 = -1069931.152747 nChanged 11 SP:Iteration 29Q (446.229013 sec): 3 clusters Score: Raw -1070841.455443 + Penalty 909.509250 = -1069931.946193 nChanged 17 SP:Iteration 30Q (446.258971 sec): 3 clusters Score: Raw -1070842.345490 + Penalty 909.509250 = -1069932.836240 nChanged 16 SP:Iteration 31Q (446.288559 sec): 3 clusters Score: Raw -1070842.821464 + Penalty 909.509250 = -1069933.312213 nChanged 13 SP:Iteration 32Q (446.318639 sec): 3 clusters Score: Raw -1070843.083576 + Penalty 909.509250 = -1069933.574326 nChanged 8 SP:Iteration 33Q (446.348313 sec): 3 clusters Score: Raw -1070843.181839 + Penalty 909.509250 = -1069933.672588 nChanged 4 SP:Iteration 34Q (446.377874 sec): 3 clusters Score: Raw -1070843.274407 + Penalty 909.509250 = -1069933.765157 nChanged 2 SP:Iteration 35Q (446.407630 sec): 3 clusters Score: Raw -1070843.313357 + Penalty 909.509250 = -1069933.804106 nChanged 1 SP:Iteration 36Q (446.437471 sec): 3 clusters Score: Raw -1070843.319357 + Penalty 909.509250 = -1069933.810107 nChanged 1 SP:Iteration 37Q (446.467162 sec): 3 clusters Score: Raw -1070843.337664 + Penalty 909.509250 = -1069933.828413 nChanged 1 SP:Iteration 38Q (446.497292 sec): 3 clusters Score: Raw -1070843.367459 + Penalty 909.509250 = -1069933.858208 nChanged 4 SP:Iteration 39Q (446.526885 sec): 3 clusters Score: Raw -1070843.459986 + Penalty 909.509250 = -1069933.950736 nChanged 4 SP:Iteration 40F (446.556836 sec): 3 clusters Score: Raw -1070843.521902 + Penalty 909.509250 = -1069934.012651 nChanged 4 SP:Iteration 41Q (446.586971 sec): 3 clusters Score: Raw -1070843.553752 + Penalty 909.509250 = -1069934.044501 nChanged 3 SP:Iteration 42Q (446.616667 sec): 3 clusters Score: Raw -1070843.633981 + Penalty 909.509250 = -1069934.124731 nChanged 7 SP:Iteration 43Q (446.646476 sec): 3 clusters Score: Raw -1070843.783736 + Penalty 909.509250 = -1069934.274485 nChanged 5 SP:Iteration 44Q (446.675942 sec): 3 clusters Score: Raw -1070843.910115 + Penalty 909.509250 = -1069934.400865 nChanged 4 SP:Iteration 45Q (446.706258 sec): 3 clusters Score: Raw -1070843.957386 + Penalty 909.509250 = -1069934.448136 nChanged 1 SP:Iteration 46Q (446.735829 sec): 3 clusters Score: Raw -1070843.965239 + Penalty 909.509250 = -1069934.455989 nChanged 0 SP:Iteration 47F (446.766145 sec): 3 clusters Score: Raw -1070843.965239 + Penalty 909.509250 = -1069934.455989 nChanged 0 Trying to split cluster 26 (16282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.787773 sec): 2 clusters Score: Raw -730598.829455 + Penalty 441.250604 = -730157.578851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.815097 sec): 3 clusters Score: Raw -720237.136781 + Penalty 882.501209 = -719354.635572 nChanged 7654 SP:Iteration 1F (446.841122 sec): 3 clusters Score: Raw -725032.156749 + Penalty 882.501209 = -724149.655540 nChanged 1189 SP:Iteration 2F (446.866995 sec): 3 clusters Score: Raw -725775.928895 + Penalty 882.501209 = -724893.427686 nChanged 1363 SP:Iteration 3F (446.892521 sec): 3 clusters Score: Raw -726814.290471 + Penalty 882.501209 = -725931.789262 nChanged 1355 SP:Iteration 4F (446.918298 sec): 3 clusters Score: Raw -728032.937729 + Penalty 882.501209 = -727150.436520 nChanged 1073 SP:Iteration 5F (446.943894 sec): 3 clusters Score: Raw -729114.045689 + Penalty 882.501209 = -728231.544480 nChanged 730 SP:Iteration 6Q (446.969823 sec): 3 clusters Score: Raw -729882.474918 + Penalty 882.501209 = -728999.973709 nChanged 387 SP:Iteration 7Q (446.995169 sec): 3 clusters Score: Raw -730252.357067 + Penalty 882.501209 = -729369.855858 nChanged 193 SP:Iteration 8Q (447.019988 sec): 3 clusters Score: Raw -730414.818467 + Penalty 882.501209 = -729532.317258 nChanged 103 SP:Iteration 9Q (447.044360 sec): 3 clusters Score: Raw -730485.149076 + Penalty 882.501209 = -729602.647867 nChanged 59 SP:Iteration 10Q (447.069061 sec): 3 clusters Score: Raw -730518.019419 + Penalty 882.501209 = -729635.518210 nChanged 52 SP:Iteration 11Q (447.093186 sec): 3 clusters Score: Raw -730542.415238 + Penalty 882.501209 = -729659.914029 nChanged 45 SP:Iteration 12Q (447.117704 sec): 3 clusters Score: Raw -730565.607388 + Penalty 882.501209 = -729683.106179 nChanged 32 SP:Iteration 13Q (447.142095 sec): 3 clusters Score: Raw -730589.752170 + Penalty 882.501209 = -729707.250961 nChanged 33 SP:Iteration 14Q (447.166486 sec): 3 clusters Score: Raw -730610.586033 + Penalty 882.501209 = -729728.084824 nChanged 23 SP:Iteration 15Q (447.191150 sec): 3 clusters Score: Raw -730625.405904 + Penalty 882.501209 = -729742.904695 nChanged 21 SP:Iteration 16Q (447.215262 sec): 3 clusters Score: Raw -730635.560491 + Penalty 882.501209 = -729753.059282 nChanged 15 SP:Iteration 17Q (447.239524 sec): 3 clusters Score: Raw -730647.010691 + Penalty 882.501209 = -729764.509482 nChanged 16 SP:Iteration 18Q (447.263681 sec): 3 clusters Score: Raw -730660.887750 + Penalty 882.501209 = -729778.386542 nChanged 12 SP:Iteration 19Q (447.288183 sec): 3 clusters Score: Raw -730670.615667 + Penalty 882.501209 = -729788.114458 nChanged 8 SP:Iteration 20F (447.313667 sec): 3 clusters Score: Raw -730673.698585 + Penalty 882.501209 = -729791.197377 nChanged 5 SP:Iteration 21Q (447.337968 sec): 3 clusters Score: Raw -730676.704541 + Penalty 882.501209 = -729794.203332 nChanged 9 SP:Iteration 22Q (447.362095 sec): 3 clusters Score: Raw -730684.227456 + Penalty 882.501209 = -729801.726247 nChanged 9 SP:Iteration 23Q (447.386236 sec): 3 clusters Score: Raw -730690.192275 + Penalty 882.501209 = -729807.691067 nChanged 4 SP:Iteration 24Q (447.410383 sec): 3 clusters Score: Raw -730692.577349 + Penalty 882.501209 = -729810.076140 nChanged 3 SP:Iteration 25Q (447.434611 sec): 3 clusters Score: Raw -730694.060205 + Penalty 882.501209 = -729811.558996 nChanged 3 SP:Iteration 26Q (447.458674 sec): 3 clusters Score: Raw -730695.153267 + Penalty 882.501209 = -729812.652058 nChanged 3 SP:Iteration 27Q (447.482987 sec): 3 clusters Score: Raw -730696.779009 + Penalty 882.501209 = -729814.277800 nChanged 6 SP:Iteration 28Q (447.507057 sec): 3 clusters Score: Raw -730698.766338 + Penalty 882.501209 = -729816.265129 nChanged 2 SP:Iteration 29Q (447.531091 sec): 3 clusters Score: Raw -730700.266668 + Penalty 882.501209 = -729817.765459 nChanged 4 SP:Iteration 30Q (447.555538 sec): 3 clusters Score: Raw -730702.481375 + Penalty 882.501209 = -729819.980166 nChanged 4 SP:Iteration 31Q (447.579740 sec): 3 clusters Score: Raw -730706.173931 + Penalty 882.501209 = -729823.672723 nChanged 6 SP:Iteration 32Q (447.603782 sec): 3 clusters Score: Raw -730708.626590 + Penalty 882.501209 = -729826.125381 nChanged 0 SP:Iteration 33F (447.629407 sec): 3 clusters Score: Raw -730708.626590 + Penalty 882.501209 = -729826.125381 nChanged 0 Trying to split cluster 27 (34590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.664203 sec): 2 clusters Score: Raw -1712651.552086 + Penalty 475.535056 = -1712176.017031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.709060 sec): 3 clusters Score: Raw -1689953.726260 + Penalty 951.070111 = -1689002.656149 nChanged 16671 SP:Iteration 1F (447.748325 sec): 3 clusters Score: Raw -1700099.625967 + Penalty 951.070111 = -1699148.555856 nChanged 1686 SP:Iteration 2Q (447.790158 sec): 3 clusters Score: Raw -1700798.170581 + Penalty 951.070111 = -1699847.100470 nChanged 1807 SP:Iteration 3F (447.829086 sec): 3 clusters Score: Raw -1701736.687261 + Penalty 951.070111 = -1700785.617150 nChanged 1984 SP:Iteration 4F (447.869420 sec): 3 clusters Score: Raw -1703019.597180 + Penalty 951.070111 = -1702068.527069 nChanged 2165 SP:Iteration 5F (447.909251 sec): 3 clusters Score: Raw -1704588.710303 + Penalty 951.070111 = -1703637.640192 nChanged 2063 SP:Iteration 6F (447.949517 sec): 3 clusters Score: Raw -1705948.242992 + Penalty 951.070111 = -1704997.172881 nChanged 1681 SP:Iteration 7Q (447.991419 sec): 3 clusters Score: Raw -1706651.657749 + Penalty 951.070111 = -1705700.587638 nChanged 992 SP:Iteration 8Q (448.032631 sec): 3 clusters Score: Raw -1706915.098704 + Penalty 951.070111 = -1705964.028593 nChanged 579 SP:Iteration 9Q (448.073059 sec): 3 clusters Score: Raw -1707039.728145 + Penalty 951.070111 = -1706088.658034 nChanged 441 SP:Iteration 10Q (448.113684 sec): 3 clusters Score: Raw -1707126.647490 + Penalty 951.070111 = -1706175.577379 nChanged 374 SP:Iteration 11Q (448.154153 sec): 3 clusters Score: Raw -1707206.050246 + Penalty 951.070111 = -1706254.980135 nChanged 385 SP:Iteration 12Q (448.194651 sec): 3 clusters Score: Raw -1707300.417075 + Penalty 951.070111 = -1706349.346964 nChanged 410 SP:Iteration 13Q (448.235020 sec): 3 clusters Score: Raw -1707394.845833 + Penalty 951.070111 = -1706443.775722 nChanged 441 SP:Iteration 14Q (448.314109 sec): 3 clusters Score: Raw -1707496.581690 + Penalty 951.070111 = -1706545.511579 nChanged 424 SP:Iteration 15Q (448.389193 sec): 3 clusters Score: Raw -1707600.414664 + Penalty 951.070111 = -1706649.344553 nChanged 406 SP:Iteration 16Q (448.451924 sec): 3 clusters Score: Raw -1707688.417925 + Penalty 951.070111 = -1706737.347814 nChanged 394 SP:Iteration 17Q (448.523491 sec): 3 clusters Score: Raw -1707774.771939 + Penalty 951.070111 = -1706823.701828 nChanged 411 SP:Iteration 18Q (448.596572 sec): 3 clusters Score: Raw -1707862.904197 + Penalty 951.070111 = -1706911.834086 nChanged 361 SP:Iteration 19Q (448.674807 sec): 3 clusters Score: Raw -1707931.553122 + Penalty 951.070111 = -1706980.483011 nChanged 344 SP:Iteration 20F (448.744847 sec): 3 clusters Score: Raw -1707993.479392 + Penalty 951.070111 = -1707042.409281 nChanged 296 SP:Iteration 21Q (448.785290 sec): 3 clusters Score: Raw -1708041.189544 + Penalty 951.070111 = -1707090.119433 nChanged 286 SP:Iteration 22Q (448.825687 sec): 3 clusters Score: Raw -1708082.926511 + Penalty 951.070111 = -1707131.856400 nChanged 266 SP:Iteration 23Q (448.865844 sec): 3 clusters Score: Raw -1708120.315378 + Penalty 951.070111 = -1707169.245267 nChanged 233 SP:Iteration 24Q (448.906049 sec): 3 clusters Score: Raw -1708152.669504 + Penalty 951.070111 = -1707201.599392 nChanged 231 SP:Iteration 25Q (448.946253 sec): 3 clusters Score: Raw -1708181.183616 + Penalty 951.070111 = -1707230.113504 nChanged 216 SP:Iteration 26Q (448.986526 sec): 3 clusters Score: Raw -1708204.314036 + Penalty 951.070111 = -1707253.243925 nChanged 214 SP:Iteration 27Q (449.026662 sec): 3 clusters Score: Raw -1708228.736979 + Penalty 951.070111 = -1707277.666868 nChanged 191 SP:Iteration 28Q (449.066891 sec): 3 clusters Score: Raw -1708250.320622 + Penalty 951.070111 = -1707299.250511 nChanged 172 SP:Iteration 29Q (449.107073 sec): 3 clusters Score: Raw -1708269.280404 + Penalty 951.070111 = -1707318.210293 nChanged 172 SP:Iteration 30Q (449.146911 sec): 3 clusters Score: Raw -1708285.274760 + Penalty 951.070111 = -1707334.204649 nChanged 148 SP:Iteration 31Q (449.187323 sec): 3 clusters Score: Raw -1708297.820295 + Penalty 951.070111 = -1707346.750184 nChanged 128 SP:Iteration 32Q (449.227470 sec): 3 clusters Score: Raw -1708307.983362 + Penalty 951.070111 = -1707356.913251 nChanged 119 SP:Iteration 33Q (449.267593 sec): 3 clusters Score: Raw -1708317.651067 + Penalty 951.070111 = -1707366.580956 nChanged 127 SP:Iteration 34Q (449.308124 sec): 3 clusters Score: Raw -1708328.611924 + Penalty 951.070111 = -1707377.541813 nChanged 129 SP:Iteration 35Q (449.348326 sec): 3 clusters Score: Raw -1708338.043125 + Penalty 951.070111 = -1707386.973014 nChanged 109 SP:Iteration 36Q (449.388437 sec): 3 clusters Score: Raw -1708345.142195 + Penalty 951.070111 = -1707394.072084 nChanged 96 SP:Iteration 37Q (449.428479 sec): 3 clusters Score: Raw -1708351.280035 + Penalty 951.070111 = -1707400.209923 nChanged 88 SP:Iteration 38Q (449.468509 sec): 3 clusters Score: Raw -1708356.749979 + Penalty 951.070111 = -1707405.679868 nChanged 102 SP:Iteration 39Q (449.508735 sec): 3 clusters Score: Raw -1708362.877432 + Penalty 951.070111 = -1707411.807321 nChanged 93 SP:Iteration 40F (449.548162 sec): 3 clusters Score: Raw -1708368.418187 + Penalty 951.070111 = -1707417.348076 nChanged 90 SP:Iteration 41Q (449.588554 sec): 3 clusters Score: Raw -1708374.281780 + Penalty 951.070111 = -1707423.211669 nChanged 93 SP:Iteration 42Q (449.628702 sec): 3 clusters Score: Raw -1708379.813241 + Penalty 951.070111 = -1707428.743130 nChanged 94 SP:Iteration 43Q (449.668886 sec): 3 clusters Score: Raw -1708385.836780 + Penalty 951.070111 = -1707434.766669 nChanged 92 SP:Iteration 44Q (449.709404 sec): 3 clusters Score: Raw -1708391.122681 + Penalty 951.070111 = -1707440.052570 nChanged 79 SP:Iteration 45Q (449.749650 sec): 3 clusters Score: Raw -1708395.601542 + Penalty 951.070111 = -1707444.531431 nChanged 81 SP:Iteration 46Q (449.789867 sec): 3 clusters Score: Raw -1708400.977976 + Penalty 951.070111 = -1707449.907865 nChanged 76 SP:Iteration 47Q (449.830039 sec): 3 clusters Score: Raw -1708405.521812 + Penalty 951.070111 = -1707454.451701 nChanged 73 SP:Iteration 48Q (449.870214 sec): 3 clusters Score: Raw -1708409.362439 + Penalty 951.070111 = -1707458.292328 nChanged 71 SP:Iteration 49Q (449.910580 sec): 3 clusters Score: Raw -1708412.358579 + Penalty 951.070111 = -1707461.288468 nChanged 67 SP:Iteration 50Q (449.950698 sec): 3 clusters Score: Raw -1708415.317552 + Penalty 951.070111 = -1707464.247441 nChanged 65 SP:Iteration 51Q (449.990764 sec): 3 clusters Score: Raw -1708419.168255 + Penalty 951.070111 = -1707468.098144 nChanged 82 SP:Iteration 52Q (450.031122 sec): 3 clusters Score: Raw -1708424.543778 + Penalty 951.070111 = -1707473.473667 nChanged 85 SP:Iteration 53Q (450.071397 sec): 3 clusters Score: Raw -1708429.706081 + Penalty 951.070111 = -1707478.635970 nChanged 84 SP:Iteration 54Q (450.111491 sec): 3 clusters Score: Raw -1708434.184233 + Penalty 951.070111 = -1707483.114122 nChanged 88 SP:Iteration 55Q (450.151939 sec): 3 clusters Score: Raw -1708438.847926 + Penalty 951.070111 = -1707487.777815 nChanged 79 SP:Iteration 56Q (450.191972 sec): 3 clusters Score: Raw -1708442.478473 + Penalty 951.070111 = -1707491.408362 nChanged 85 SP:Iteration 57Q (450.232194 sec): 3 clusters Score: Raw -1708447.144417 + Penalty 951.070111 = -1707496.074306 nChanged 83 SP:Iteration 58Q (450.272214 sec): 3 clusters Score: Raw -1708451.254500 + Penalty 951.070111 = -1707500.184389 nChanged 78 SP:Iteration 59Q (450.312466 sec): 3 clusters Score: Raw -1708455.518628 + Penalty 951.070111 = -1707504.448517 nChanged 100 SP:Iteration 60F (450.352188 sec): 3 clusters Score: Raw -1708461.909778 + Penalty 951.070111 = -1707510.839667 nChanged 97 SP:Iteration 61Q (450.392493 sec): 3 clusters Score: Raw -1708468.688988 + Penalty 951.070111 = -1707517.618877 nChanged 116 SP:Iteration 62Q (450.432764 sec): 3 clusters Score: Raw -1708477.268346 + Penalty 951.070111 = -1707526.198235 nChanged 122 SP:Iteration 63Q (450.473079 sec): 3 clusters Score: Raw -1708486.521770 + Penalty 951.070111 = -1707535.451659 nChanged 109 SP:Iteration 64Q (450.513043 sec): 3 clusters Score: Raw -1708493.359677 + Penalty 951.070111 = -1707542.289565 nChanged 110 SP:Iteration 65Q (450.553217 sec): 3 clusters Score: Raw -1708501.705291 + Penalty 951.070111 = -1707550.635180 nChanged 141 SP:Iteration 66Q (450.593191 sec): 3 clusters Score: Raw -1708514.820778 + Penalty 951.070111 = -1707563.750667 nChanged 152 SP:Iteration 67Q (450.633241 sec): 3 clusters Score: Raw -1708529.216618 + Penalty 951.070111 = -1707578.146507 nChanged 141 SP:Iteration 68Q (450.673166 sec): 3 clusters Score: Raw -1708545.517584 + Penalty 951.070111 = -1707594.447473 nChanged 180 SP:Iteration 69Q (450.713264 sec): 3 clusters Score: Raw -1708566.745287 + Penalty 951.070111 = -1707615.675176 nChanged 185 SP:Iteration 70Q (450.753485 sec): 3 clusters Score: Raw -1708589.714710 + Penalty 951.070111 = -1707638.644599 nChanged 218 SP:Iteration 71Q (450.793425 sec): 3 clusters Score: Raw -1708621.656078 + Penalty 951.070111 = -1707670.585966 nChanged 262 SP:Iteration 72Q (450.833628 sec): 3 clusters Score: Raw -1708661.432669 + Penalty 951.070111 = -1707710.362557 nChanged 254 SP:Iteration 73Q (450.873443 sec): 3 clusters Score: Raw -1708700.912559 + Penalty 951.070111 = -1707749.842448 nChanged 258 SP:Iteration 74Q (450.913270 sec): 3 clusters Score: Raw -1708742.674397 + Penalty 951.070111 = -1707791.604286 nChanged 269 SP:Iteration 75Q (450.953153 sec): 3 clusters Score: Raw -1708785.957643 + Penalty 951.070111 = -1707834.887532 nChanged 284 SP:Iteration 76Q (450.992721 sec): 3 clusters Score: Raw -1708832.053178 + Penalty 951.070111 = -1707880.983067 nChanged 295 SP:Iteration 77Q (451.033102 sec): 3 clusters Score: Raw -1708878.084187 + Penalty 951.070111 = -1707927.014076 nChanged 278 SP:Iteration 78Q (451.072414 sec): 3 clusters Score: Raw -1708919.949984 + Penalty 951.070111 = -1707968.879873 nChanged 241 SP:Iteration 79Q (451.111837 sec): 3 clusters Score: Raw -1708956.271249 + Penalty 951.070111 = -1708005.201138 nChanged 256 SP:Iteration 80F (451.151282 sec): 3 clusters Score: Raw -1708994.978072 + Penalty 951.070111 = -1708043.907961 nChanged 269 SP:Iteration 81Q (451.190938 sec): 3 clusters Score: Raw -1709039.440985 + Penalty 951.070111 = -1708088.370874 nChanged 281 SP:Iteration 82Q (451.230601 sec): 3 clusters Score: Raw -1709084.243745 + Penalty 951.070111 = -1708133.173634 nChanged 279 SP:Iteration 83Q (451.270108 sec): 3 clusters Score: Raw -1709128.518717 + Penalty 951.070111 = -1708177.448606 nChanged 277 SP:Iteration 84Q (451.309369 sec): 3 clusters Score: Raw -1709173.307146 + Penalty 951.070111 = -1708222.237035 nChanged 293 SP:Iteration 85Q (451.348791 sec): 3 clusters Score: Raw -1709223.708514 + Penalty 951.070111 = -1708272.638403 nChanged 315 SP:Iteration 86Q (451.388061 sec): 3 clusters Score: Raw -1709281.260073 + Penalty 951.070111 = -1708330.189961 nChanged 314 SP:Iteration 87Q (451.427255 sec): 3 clusters Score: Raw -1709344.260047 + Penalty 951.070111 = -1708393.189936 nChanged 356 SP:Iteration 88Q (451.466620 sec): 3 clusters Score: Raw -1709423.653652 + Penalty 951.070111 = -1708472.583541 nChanged 376 SP:Iteration 89Q (451.505914 sec): 3 clusters Score: Raw -1709512.838093 + Penalty 951.070111 = -1708561.767982 nChanged 397 SP:Iteration 90Q (451.545463 sec): 3 clusters Score: Raw -1709609.383804 + Penalty 951.070111 = -1708658.313693 nChanged 407 SP:Iteration 91Q (451.584518 sec): 3 clusters Score: Raw -1709713.398007 + Penalty 951.070111 = -1708762.327896 nChanged 430 SP:Iteration 92Q (451.623556 sec): 3 clusters Score: Raw -1709826.986042 + Penalty 951.070111 = -1708875.915931 nChanged 438 SP:Iteration 93Q (451.662635 sec): 3 clusters Score: Raw -1709944.135656 + Penalty 951.070111 = -1708993.065545 nChanged 420 SP:Iteration 94Q (451.701606 sec): 3 clusters Score: Raw -1710056.080301 + Penalty 951.070111 = -1709105.010190 nChanged 428 SP:Iteration 95Q (451.740835 sec): 3 clusters Score: Raw -1710167.581521 + Penalty 951.070111 = -1709216.511410 nChanged 390 SP:Iteration 96Q (451.779719 sec): 3 clusters Score: Raw -1710263.319788 + Penalty 951.070111 = -1709312.249677 nChanged 373 SP:Iteration 97Q (451.818437 sec): 3 clusters Score: Raw -1710363.235937 + Penalty 951.070111 = -1709412.165826 nChanged 399 SP:Iteration 98Q (451.857084 sec): 3 clusters Score: Raw -1710476.941842 + Penalty 951.070111 = -1709525.871731 nChanged 397 SP:Iteration 99Q (451.895759 sec): 3 clusters Score: Raw -1710592.373744 + Penalty 951.070111 = -1709641.303633 nChanged 388 SP:Iteration 100F (451.935234 sec): 3 clusters Score: Raw -1710715.368658 + Penalty 951.070111 = -1709764.298547 nChanged 381 SP:Iteration 101Q (451.973803 sec): 3 clusters Score: Raw -1710839.058292 + Penalty 951.070111 = -1709887.988181 nChanged 393 SP:Iteration 102Q (452.011993 sec): 3 clusters Score: Raw -1710990.447802 + Penalty 951.070111 = -1710039.377691 nChanged 418 SP:Iteration 103Q (452.049744 sec): 3 clusters Score: Raw -1711157.439403 + Penalty 951.070111 = -1710206.369292 nChanged 410 SP:Iteration 104Q (452.087503 sec): 3 clusters Score: Raw -1711329.630037 + Penalty 951.070111 = -1710378.559926 nChanged 392 SP:Iteration 105Q (452.124774 sec): 3 clusters Score: Raw -1711502.232064 + Penalty 951.070111 = -1710551.161953 nChanged 363 SP:Iteration 106Q (452.161712 sec): 3 clusters Score: Raw -1711660.434217 + Penalty 951.070111 = -1710709.364106 nChanged 331 SP:Iteration 107Q (452.198418 sec): 3 clusters Score: Raw -1711809.865012 + Penalty 951.070111 = -1710858.794901 nChanged 316 SP:Iteration 108Q (452.235740 sec): 3 clusters Score: Raw -1711960.231973 + Penalty 951.070111 = -1711009.161862 nChanged 261 SP:Iteration 109Q (452.272480 sec): 3 clusters Score: Raw -1712091.697314 + Penalty 951.070111 = -1711140.627203 nChanged 219 SP:Iteration 110Q (452.309446 sec): 3 clusters Score: Raw -1712206.248513 + Penalty 951.070111 = -1711255.178402 nChanged 183 SP:Iteration 111Q (452.345684 sec): 3 clusters Score: Raw -1712306.444211 + Penalty 951.070111 = -1711355.374100 nChanged 176 SP:Iteration 112Q (452.382083 sec): 3 clusters Score: Raw -1712413.389231 + Penalty 951.070111 = -1711462.319120 nChanged 155 SP:Iteration 113Q (452.418067 sec): 3 clusters Score: Raw -1712516.434368 + Penalty 951.070111 = -1711565.364257 nChanged 127 SP:Iteration 114Q (452.454018 sec): 3 clusters Score: Raw -1712594.435510 + Penalty 951.070111 = -1711643.365399 nChanged 77 SP:Iteration 115Q (452.506008 sec): 3 clusters Score: Raw -1712641.620626 + Penalty 951.070111 = -1711690.550515 nChanged 62 SP:Iteration 116Q (452.542060 sec): 3 clusters Score: Raw -1712681.290288 + Penalty 951.070111 = -1711730.220177 nChanged 57 SP:Iteration 117Q (452.578361 sec): 3 clusters Score: Raw -1712718.605865 + Penalty 951.070111 = -1711767.535754 nChanged 41 SP:Iteration 118Q (452.614167 sec): 3 clusters Score: Raw -1712742.040610 + Penalty 951.070111 = -1711790.970499 nChanged 24 SP:Iteration 119Q (452.649544 sec): 3 clusters Score: Raw -1712756.832430 + Penalty 951.070111 = -1711805.762319 nChanged 25 SP:Iteration 120F (452.688578 sec): 3 clusters Score: Raw -1712769.703482 + Penalty 951.070111 = -1711818.633371 nChanged 22 SP:Iteration 121Q (452.724533 sec): 3 clusters Score: Raw -1712778.506098 + Penalty 951.070111 = -1711827.435987 nChanged 12 SP:Iteration 122Q (452.760122 sec): 3 clusters Score: Raw -1712781.355196 + Penalty 951.070111 = -1711830.285085 nChanged 7 SP:Iteration 123Q (452.795639 sec): 3 clusters Score: Raw -1712784.540660 + Penalty 951.070111 = -1711833.470549 nChanged 3 SP:Iteration 124Q (452.831678 sec): 3 clusters Score: Raw -1712785.651833 + Penalty 951.070111 = -1711834.581722 nChanged 2 SP:Iteration 125Q (452.867559 sec): 3 clusters Score: Raw -1712786.520548 + Penalty 951.070111 = -1711835.450437 nChanged 4 SP:Iteration 126Q (452.903465 sec): 3 clusters Score: Raw -1712788.906395 + Penalty 951.070111 = -1711837.836284 nChanged 3 SP:Iteration 127Q (452.949924 sec): 3 clusters Score: Raw -1712790.169034 + Penalty 951.070111 = -1711839.098923 nChanged 1 SP:Iteration 128Q (452.985376 sec): 3 clusters Score: Raw -1712790.685982 + Penalty 951.070111 = -1711839.615871 nChanged 2 SP:Iteration 129Q (453.020886 sec): 3 clusters Score: Raw -1712791.089916 + Penalty 951.070111 = -1711840.019805 nChanged 0 SP:Iteration 130F (453.060002 sec): 3 clusters Score: Raw -1712791.089916 + Penalty 951.070111 = -1711840.019805 nChanged 0 Trying to split cluster 28 (9030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.075756 sec): 2 clusters Score: Raw -418719.809081 + Penalty 414.427998 = -418305.381083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.097041 sec): 3 clusters Score: Raw -413144.940132 + Penalty 828.855996 = -412316.084136 nChanged 4217 SP:Iteration 1F (453.117196 sec): 3 clusters Score: Raw -415717.819037 + Penalty 828.855996 = -414888.963041 nChanged 620 SP:Iteration 2F (453.137541 sec): 3 clusters Score: Raw -416131.193702 + Penalty 828.855996 = -415302.337706 nChanged 654 SP:Iteration 3F (453.157853 sec): 3 clusters Score: Raw -416679.213099 + Penalty 828.855996 = -415850.357103 nChanged 634 SP:Iteration 4F (453.177993 sec): 3 clusters Score: Raw -417290.288677 + Penalty 828.855996 = -416461.432682 nChanged 508 SP:Iteration 5F (453.198105 sec): 3 clusters Score: Raw -417832.748532 + Penalty 828.855996 = -417003.892537 nChanged 363 SP:Iteration 6Q (453.218403 sec): 3 clusters Score: Raw -418145.538437 + Penalty 828.855996 = -417316.682441 nChanged 267 SP:Iteration 7Q (453.239509 sec): 3 clusters Score: Raw -418329.719282 + Penalty 828.855996 = -417500.863287 nChanged 187 SP:Iteration 8Q (453.259448 sec): 3 clusters Score: Raw -418425.482318 + Penalty 828.855996 = -417596.626323 nChanged 135 SP:Iteration 9Q (453.279562 sec): 3 clusters Score: Raw -418480.936060 + Penalty 828.855996 = -417652.080064 nChanged 100 SP:Iteration 10Q (453.299695 sec): 3 clusters Score: Raw -418520.914529 + Penalty 828.855996 = -417692.058534 nChanged 86 SP:Iteration 11Q (453.319441 sec): 3 clusters Score: Raw -418554.664746 + Penalty 828.855996 = -417725.808750 nChanged 71 SP:Iteration 12Q (453.339403 sec): 3 clusters Score: Raw -418579.374429 + Penalty 828.855996 = -417750.518433 nChanged 68 SP:Iteration 13Q (453.359610 sec): 3 clusters Score: Raw -418604.958249 + Penalty 828.855996 = -417776.102253 nChanged 60 SP:Iteration 14Q (453.379761 sec): 3 clusters Score: Raw -418622.501192 + Penalty 828.855996 = -417793.645197 nChanged 48 SP:Iteration 15Q (453.399571 sec): 3 clusters Score: Raw -418637.163603 + Penalty 828.855996 = -417808.307607 nChanged 35 SP:Iteration 16Q (453.419553 sec): 3 clusters Score: Raw -418649.857834 + Penalty 828.855996 = -417821.001838 nChanged 44 SP:Iteration 17Q (453.439264 sec): 3 clusters Score: Raw -418669.520649 + Penalty 828.855996 = -417840.664653 nChanged 47 SP:Iteration 18Q (453.459413 sec): 3 clusters Score: Raw -418689.418845 + Penalty 828.855996 = -417860.562849 nChanged 37 SP:Iteration 19Q (453.479416 sec): 3 clusters Score: Raw -418707.281670 + Penalty 828.855996 = -417878.425674 nChanged 33 SP:Iteration 20F (453.499995 sec): 3 clusters Score: Raw -418719.046922 + Penalty 828.855996 = -417890.190926 nChanged 30 SP:Iteration 21Q (453.519769 sec): 3 clusters Score: Raw -418730.984162 + Penalty 828.855996 = -417902.128167 nChanged 21 SP:Iteration 22Q (453.539575 sec): 3 clusters Score: Raw -418738.127906 + Penalty 828.855996 = -417909.271910 nChanged 22 SP:Iteration 23Q (453.559299 sec): 3 clusters Score: Raw -418748.709608 + Penalty 828.855996 = -417919.853613 nChanged 25 SP:Iteration 24Q (453.579186 sec): 3 clusters Score: Raw -418757.472897 + Penalty 828.855996 = -417928.616901 nChanged 20 SP:Iteration 25Q (453.599059 sec): 3 clusters Score: Raw -418767.839485 + Penalty 828.855996 = -417938.983489 nChanged 25 SP:Iteration 26Q (453.618689 sec): 3 clusters Score: Raw -418777.322087 + Penalty 828.855996 = -417948.466091 nChanged 20 SP:Iteration 27Q (453.638486 sec): 3 clusters Score: Raw -418784.162082 + Penalty 828.855996 = -417955.306086 nChanged 17 SP:Iteration 28Q (453.671059 sec): 3 clusters Score: Raw -418788.013949 + Penalty 828.855996 = -417959.157954 nChanged 12 SP:Iteration 29Q (453.690772 sec): 3 clusters Score: Raw -418790.609068 + Penalty 828.855996 = -417961.753072 nChanged 9 SP:Iteration 30Q (453.710667 sec): 3 clusters Score: Raw -418793.316600 + Penalty 828.855996 = -417964.460604 nChanged 11 SP:Iteration 31Q (453.730285 sec): 3 clusters Score: Raw -418798.157716 + Penalty 828.855996 = -417969.301720 nChanged 12 SP:Iteration 32Q (453.749730 sec): 3 clusters Score: Raw -418802.835784 + Penalty 828.855996 = -417973.979788 nChanged 12 SP:Iteration 33Q (453.769535 sec): 3 clusters Score: Raw -418806.338338 + Penalty 828.855996 = -417977.482342 nChanged 14 SP:Iteration 34Q (453.789311 sec): 3 clusters Score: Raw -418814.069458 + Penalty 828.855996 = -417985.213462 nChanged 18 SP:Iteration 35Q (453.808692 sec): 3 clusters Score: Raw -418822.320948 + Penalty 828.855996 = -417993.464952 nChanged 10 SP:Iteration 36Q (453.828375 sec): 3 clusters Score: Raw -418826.527337 + Penalty 828.855996 = -417997.671341 nChanged 9 SP:Iteration 37Q (453.848100 sec): 3 clusters Score: Raw -418828.647278 + Penalty 828.855996 = -417999.791282 nChanged 8 SP:Iteration 38Q (453.867660 sec): 3 clusters Score: Raw -418830.249867 + Penalty 828.855996 = -418001.393871 nChanged 7 SP:Iteration 39Q (453.887268 sec): 3 clusters Score: Raw -418831.415874 + Penalty 828.855996 = -418002.559878 nChanged 4 SP:Iteration 40F (453.907518 sec): 3 clusters Score: Raw -418832.812682 + Penalty 828.855996 = -418003.956686 nChanged 4 SP:Iteration 41Q (453.926912 sec): 3 clusters Score: Raw -418833.288504 + Penalty 828.855996 = -418004.432508 nChanged 0 SP:Iteration 42F (453.947309 sec): 3 clusters Score: Raw -418833.288504 + Penalty 828.855996 = -418004.432508 nChanged 0 Trying to split cluster 29 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.954842 sec): 2 clusters Score: Raw -5955.278501 + Penalty 236.279537 = -5718.998964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.955947 sec): 3 clusters Score: Raw -5907.373614 + Penalty 472.559073 = -5434.814541 nChanged 49 SP:Iteration 1F (453.956894 sec): 3 clusters Score: Raw -5981.453721 + Penalty 472.559073 = -5508.894647 nChanged 13 SP:Iteration 2F (453.957832 sec): 3 clusters Score: Raw -6005.760932 + Penalty 472.559073 = -5533.201858 nChanged 12 SP:Iteration 3F (453.958759 sec): 3 clusters Score: Raw -6022.914881 + Penalty 472.559073 = -5550.355807 nChanged 4 SP:Iteration 4Q (453.959689 sec): 3 clusters Score: Raw -6025.681276 + Penalty 472.559073 = -5553.122203 nChanged 0 SP:Iteration 5F (453.960609 sec): 3 clusters Score: Raw -6025.681276 + Penalty 472.559073 = -5553.122203 nChanged 0 Trying to split cluster 30 (3149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.976146 sec): 2 clusters Score: Raw -153307.586465 + Penalty 366.495230 = -152941.091235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.985412 sec): 3 clusters Score: Raw -151523.633548 + Penalty 732.990460 = -150790.643087 nChanged 1354 SP:Iteration 1F (453.993783 sec): 3 clusters Score: Raw -152333.838583 + Penalty 732.990460 = -151600.848123 nChanged 210 SP:Iteration 2F (454.002105 sec): 3 clusters Score: Raw -152471.032520 + Penalty 732.990460 = -151738.042060 nChanged 210 SP:Iteration 3F (454.010399 sec): 3 clusters Score: Raw -152626.154340 + Penalty 732.990460 = -151893.163879 nChanged 190 SP:Iteration 4F (454.018683 sec): 3 clusters Score: Raw -152749.827583 + Penalty 732.990460 = -152016.837123 nChanged 175 SP:Iteration 5F (454.026991 sec): 3 clusters Score: Raw -152874.175825 + Penalty 732.990460 = -152141.185365 nChanged 171 SP:Iteration 6F (454.035270 sec): 3 clusters Score: Raw -153005.233207 + Penalty 732.990460 = -152272.242747 nChanged 139 SP:Iteration 7Q (454.043570 sec): 3 clusters Score: Raw -153105.229175 + Penalty 732.990460 = -152372.238715 nChanged 101 SP:Iteration 8Q (454.051819 sec): 3 clusters Score: Raw -153171.881504 + Penalty 732.990460 = -152438.891044 nChanged 71 SP:Iteration 9Q (454.060071 sec): 3 clusters Score: Raw -153209.827223 + Penalty 732.990460 = -152476.836763 nChanged 50 SP:Iteration 10Q (454.068248 sec): 3 clusters Score: Raw -153241.743921 + Penalty 732.990460 = -152508.753461 nChanged 35 SP:Iteration 11Q (454.076333 sec): 3 clusters Score: Raw -153262.955475 + Penalty 732.990460 = -152529.965015 nChanged 37 SP:Iteration 12Q (454.084461 sec): 3 clusters Score: Raw -153283.826655 + Penalty 732.990460 = -152550.836194 nChanged 30 SP:Iteration 13Q (454.092596 sec): 3 clusters Score: Raw -153296.959480 + Penalty 732.990460 = -152563.969020 nChanged 23 SP:Iteration 14Q (454.100694 sec): 3 clusters Score: Raw -153305.987209 + Penalty 732.990460 = -152572.996749 nChanged 28 SP:Iteration 15Q (454.108788 sec): 3 clusters Score: Raw -153316.328815 + Penalty 732.990460 = -152583.338355 nChanged 20 SP:Iteration 16Q (454.116856 sec): 3 clusters Score: Raw -153324.004819 + Penalty 732.990460 = -152591.014359 nChanged 14 SP:Iteration 17Q (454.124952 sec): 3 clusters Score: Raw -153328.616347 + Penalty 732.990460 = -152595.625887 nChanged 14 SP:Iteration 18Q (454.133011 sec): 3 clusters Score: Raw -153333.912304 + Penalty 732.990460 = -152600.921844 nChanged 15 SP:Iteration 19Q (454.141065 sec): 3 clusters Score: Raw -153340.164891 + Penalty 732.990460 = -152607.174430 nChanged 12 SP:Iteration 20F (454.149293 sec): 3 clusters Score: Raw -153343.801938 + Penalty 732.990460 = -152610.811478 nChanged 3 SP:Iteration 21Q (454.157356 sec): 3 clusters Score: Raw -153345.381383 + Penalty 732.990460 = -152612.390923 nChanged 5 SP:Iteration 22Q (454.165398 sec): 3 clusters Score: Raw -153346.501412 + Penalty 732.990460 = -152613.510952 nChanged 4 SP:Iteration 23Q (454.173425 sec): 3 clusters Score: Raw -153348.001892 + Penalty 732.990460 = -152615.011432 nChanged 3 SP:Iteration 24Q (454.181457 sec): 3 clusters Score: Raw -153348.526075 + Penalty 732.990460 = -152615.535615 nChanged 1 SP:Iteration 25Q (454.189521 sec): 3 clusters Score: Raw -153349.062184 + Penalty 732.990460 = -152616.071724 nChanged 1 SP:Iteration 26Q (454.197547 sec): 3 clusters Score: Raw -153350.886020 + Penalty 732.990460 = -152617.895560 nChanged 6 SP:Iteration 27Q (454.205573 sec): 3 clusters Score: Raw -153353.480772 + Penalty 732.990460 = -152620.490312 nChanged 8 SP:Iteration 28Q (454.213585 sec): 3 clusters Score: Raw -153357.000483 + Penalty 732.990460 = -152624.010023 nChanged 7 SP:Iteration 29Q (454.221626 sec): 3 clusters Score: Raw -153359.104411 + Penalty 732.990460 = -152626.113951 nChanged 3 SP:Iteration 30Q (454.229642 sec): 3 clusters Score: Raw -153359.575155 + Penalty 732.990460 = -152626.584695 nChanged 1 SP:Iteration 31Q (454.237637 sec): 3 clusters Score: Raw -153359.765966 + Penalty 732.990460 = -152626.775506 nChanged 2 SP:Iteration 32Q (454.245631 sec): 3 clusters Score: Raw -153360.146534 + Penalty 732.990460 = -152627.156074 nChanged 2 SP:Iteration 33Q (454.253657 sec): 3 clusters Score: Raw -153360.853836 + Penalty 732.990460 = -152627.863376 nChanged 2 SP:Iteration 34Q (454.261663 sec): 3 clusters Score: Raw -153362.431034 + Penalty 732.990460 = -152629.440574 nChanged 7 SP:Iteration 35Q (454.269672 sec): 3 clusters Score: Raw -153363.972663 + Penalty 732.990460 = -152630.982203 nChanged 4 SP:Iteration 36Q (454.277677 sec): 3 clusters Score: Raw -153365.276582 + Penalty 732.990460 = -152632.286122 nChanged 2 SP:Iteration 37Q (454.285713 sec): 3 clusters Score: Raw -153366.439809 + Penalty 732.990460 = -152633.449349 nChanged 3 SP:Iteration 38Q (454.293722 sec): 3 clusters Score: Raw -153369.614782 + Penalty 732.990460 = -152636.624322 nChanged 5 SP:Iteration 39Q (454.301712 sec): 3 clusters Score: Raw -153373.081815 + Penalty 732.990460 = -152640.091355 nChanged 11 SP:Iteration 40F (454.309927 sec): 3 clusters Score: Raw -153379.761513 + Penalty 732.990460 = -152646.771053 nChanged 9 SP:Iteration 41Q (454.317934 sec): 3 clusters Score: Raw -153384.911753 + Penalty 732.990460 = -152651.921293 nChanged 5 SP:Iteration 42Q (454.325914 sec): 3 clusters Score: Raw -153387.664589 + Penalty 732.990460 = -152654.674129 nChanged 4 SP:Iteration 43Q (454.333893 sec): 3 clusters Score: Raw -153389.800442 + Penalty 732.990460 = -152656.809982 nChanged 4 SP:Iteration 44Q (454.341858 sec): 3 clusters Score: Raw -153393.002537 + Penalty 732.990460 = -152660.012077 nChanged 4 SP:Iteration 45Q (454.349872 sec): 3 clusters Score: Raw -153394.339296 + Penalty 732.990460 = -152661.348836 nChanged 3 SP:Iteration 46Q (454.357850 sec): 3 clusters Score: Raw -153395.468168 + Penalty 732.990460 = -152662.477708 nChanged 2 SP:Iteration 47Q (454.365813 sec): 3 clusters Score: Raw -153396.182276 + Penalty 732.990460 = -152663.191816 nChanged 3 SP:Iteration 48Q (454.373772 sec): 3 clusters Score: Raw -153396.832276 + Penalty 732.990460 = -152663.841816 nChanged 3 SP:Iteration 49Q (454.381773 sec): 3 clusters Score: Raw -153397.847944 + Penalty 732.990460 = -152664.857484 nChanged 5 SP:Iteration 50Q (454.389739 sec): 3 clusters Score: Raw -153399.798846 + Penalty 732.990460 = -152666.808386 nChanged 7 SP:Iteration 51Q (454.397693 sec): 3 clusters Score: Raw -153401.812943 + Penalty 732.990460 = -152668.822483 nChanged 3 SP:Iteration 52Q (454.405654 sec): 3 clusters Score: Raw -153402.640425 + Penalty 732.990460 = -152669.649965 nChanged 1 SP:Iteration 53Q (454.413637 sec): 3 clusters Score: Raw -153402.952240 + Penalty 732.990460 = -152669.961780 nChanged 2 SP:Iteration 54Q (454.421599 sec): 3 clusters Score: Raw -153404.149131 + Penalty 732.990460 = -152671.158670 nChanged 4 SP:Iteration 55Q (454.429547 sec): 3 clusters Score: Raw -153404.848303 + Penalty 732.990460 = -152671.857843 nChanged 3 SP:Iteration 56Q (454.437506 sec): 3 clusters Score: Raw -153405.231997 + Penalty 732.990460 = -152672.241537 nChanged 0 SP:Iteration 57F (454.445750 sec): 3 clusters Score: Raw -153405.231997 + Penalty 732.990460 = -152672.241537 nChanged 0 Trying to split cluster 31 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.450937 sec): 2 clusters Score: Raw -5129.242386 + Penalty 230.635141 = -4898.607245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.451952 sec): 3 clusters Score: Raw -5101.857008 + Penalty 461.270282 = -4640.586725 nChanged 47 SP:Iteration 1F (454.452834 sec): 3 clusters Score: Raw -5176.340293 + Penalty 461.270282 = -4715.070010 nChanged 16 SP:Iteration 2F (454.453713 sec): 3 clusters Score: Raw -5213.120253 + Penalty 461.270282 = -4751.849970 nChanged 9 SP:Iteration 3F (454.454591 sec): 3 clusters Score: Raw -5243.414427 + Penalty 461.270282 = -4782.144144 nChanged 7 SP:Iteration 4Q (454.455463 sec): 3 clusters Score: Raw -5251.553727 + Penalty 461.270282 = -4790.283445 nChanged 4 SP:Iteration 5Q (454.456332 sec): 3 clusters Score: Raw -5256.119271 + Penalty 461.270282 = -4794.848988 nChanged 2 SP:Iteration 6Q (454.457192 sec): 3 clusters Score: Raw -5258.240582 + Penalty 461.270282 = -4796.970300 nChanged 1 SP:Iteration 7Q (454.458058 sec): 3 clusters Score: Raw -5259.132955 + Penalty 461.270282 = -4797.862673 nChanged 2 SP:Iteration 8Q (454.458921 sec): 3 clusters Score: Raw -5261.072624 + Penalty 461.270282 = -4799.802341 nChanged 2 SP:Iteration 9Q (454.459778 sec): 3 clusters Score: Raw -5262.646007 + Penalty 461.270282 = -4801.375725 nChanged 1 SP:Iteration 10Q (454.460635 sec): 3 clusters Score: Raw -5263.644498 + Penalty 461.270282 = -4802.374215 nChanged 0 SP:Iteration 11F (454.461506 sec): 3 clusters Score: Raw -5263.644498 + Penalty 461.270282 = -4802.374215 nChanged 0 Iteration 139Q (457.259669 sec): 33 clusters Score: Raw -13973585.552667 + Penalty 18406.454016 = -13955179.098650 nChanged 334 Iteration 140F (460.446930 sec): 33 clusters Score: Raw -13973710.121607 + Penalty 18406.454016 = -13955303.667591 nChanged 322 Iteration 141Q (462.838316 sec): 33 clusters Score: Raw -13973764.731017 + Penalty 18406.454016 = -13955358.277001 nChanged 294 Iteration 142Q (465.224935 sec): 33 clusters Score: Raw -13973800.096021 + Penalty 18406.454016 = -13955393.642005 nChanged 250 Iteration 143Q (467.610666 sec): 33 clusters Score: Raw -13973819.354462 + Penalty 18406.454016 = -13955412.900446 nChanged 237 Iteration 144Q (469.998713 sec): 33 clusters Score: Raw -13973833.961516 + Penalty 18406.454016 = -13955427.507500 nChanged 231 Iteration 145Q (472.392042 sec): 33 clusters Score: Raw -13973845.297566 + Penalty 18406.454016 = -13955438.843550 nChanged 193 Iteration 146Q (474.776528 sec): 33 clusters Score: Raw -13973857.861926 + Penalty 18406.454016 = -13955451.407910 nChanged 205 Iteration 147Q (477.183815 sec): 33 clusters Score: Raw -13973869.829339 + Penalty 18406.454016 = -13955463.375323 nChanged 232 Iteration 148Q (479.592234 sec): 33 clusters Score: Raw -13973881.052473 + Penalty 18406.454016 = -13955474.598457 nChanged 200 Iteration 149Q (481.976277 sec): 33 clusters Score: Raw -13973890.525819 + Penalty 18406.454016 = -13955484.071803 nChanged 203 Iteration 150Q (484.361235 sec): 33 clusters Score: Raw -13973899.181968 + Penalty 18406.454016 = -13955492.727951 nChanged 190 Iteration 151Q (486.794010 sec): 33 clusters Score: Raw -13973907.987177 + Penalty 18406.454016 = -13955501.533161 nChanged 203 Iteration 152Q (489.844005 sec): 33 clusters Score: Raw -13973917.099976 + Penalty 18406.454016 = -13955510.645960 nChanged 201 Iteration 153Q (492.285522 sec): 33 clusters Score: Raw -13973925.448024 + Penalty 18406.454016 = -13955518.994007 nChanged 189 Iteration 154Q (494.693570 sec): 33 clusters Score: Raw -13973931.809330 + Penalty 18406.454016 = -13955525.355314 nChanged 173 Iteration 155Q (497.074183 sec): 33 clusters Score: Raw -13973937.290324 + Penalty 18406.454016 = -13955530.836308 nChanged 139 Iteration 156Q (499.458977 sec): 33 clusters Score: Raw -13973942.466980 + Penalty 18406.454016 = -13955536.012964 nChanged 118 Iteration 157Q (501.841663 sec): 33 clusters Score: Raw -13973947.877538 + Penalty 18406.454016 = -13955541.423522 nChanged 135 Iteration 158Q (504.221783 sec): 33 clusters Score: Raw -13973951.541912 + Penalty 18406.454016 = -13955545.087896 nChanged 111 Iteration 159Q (506.605310 sec): 33 clusters Score: Raw -13973954.290301 + Penalty 18406.454016 = -13955547.836285 nChanged 109 Iteration 160F (509.791248 sec): 33 clusters Score: Raw -13973958.106954 + Penalty 18406.454016 = -13955551.652937 nChanged 95 Iteration 161Q (512.173520 sec): 33 clusters Score: Raw -13973964.024763 + Penalty 18406.454016 = -13955557.570747 nChanged 89 Iteration 162Q (514.585336 sec): 33 clusters Score: Raw -13973966.503002 + Penalty 18406.454016 = -13955560.048986 nChanged 77 Iteration 163Q (516.990741 sec): 33 clusters Score: Raw -13973969.015564 + Penalty 18406.454016 = -13955562.561547 nChanged 74 Iteration 164Q (519.615657 sec): 33 clusters Score: Raw -13973972.660729 + Penalty 18406.454016 = -13955566.206713 nChanged 85 Iteration 165Q (522.049514 sec): 33 clusters Score: Raw -13973975.761066 + Penalty 18406.454016 = -13955569.307050 nChanged 78 Iteration 166Q (524.456192 sec): 33 clusters Score: Raw -13973978.398543 + Penalty 18406.454016 = -13955571.944526 nChanged 79 Iteration 167Q (526.843376 sec): 33 clusters Score: Raw -13973980.699988 + Penalty 18406.454016 = -13955574.245972 nChanged 71 Iteration 168Q (529.226391 sec): 33 clusters Score: Raw -13973982.377552 + Penalty 18406.454016 = -13955575.923536 nChanged 75 Iteration 169Q (531.619814 sec): 33 clusters Score: Raw -13973983.945267 + Penalty 18406.454016 = -13955577.491251 nChanged 65 Iteration 170Q (534.003061 sec): 33 clusters Score: Raw -13973985.443284 + Penalty 18406.454016 = -13955578.989268 nChanged 65 Iteration 171Q (536.410428 sec): 33 clusters Score: Raw -13973987.158436 + Penalty 18406.454016 = -13955580.704420 nChanged 77 Iteration 172Q (538.795971 sec): 33 clusters Score: Raw -13973988.759278 + Penalty 18406.454016 = -13955582.305262 nChanged 80 Iteration 173Q (541.180345 sec): 33 clusters Score: Raw -13973990.415786 + Penalty 18406.454016 = -13955583.961770 nChanged 85 Iteration 174Q (543.609208 sec): 33 clusters Score: Raw -13973992.068320 + Penalty 18406.454016 = -13955585.614304 nChanged 82 Iteration 175Q (545.990966 sec): 33 clusters Score: Raw -13973993.558352 + Penalty 18406.454016 = -13955587.104336 nChanged 90 Iteration 176Q (548.374673 sec): 33 clusters Score: Raw -13973995.237290 + Penalty 18406.454016 = -13955588.783274 nChanged 73 Iteration 177Q (550.758118 sec): 33 clusters Score: Raw -13973996.935277 + Penalty 18406.454016 = -13955590.481261 nChanged 81 Iteration 178Q (553.217478 sec): 33 clusters Score: Raw -13973999.056388 + Penalty 18406.454016 = -13955592.602371 nChanged 86 Writing temp clu file Because OldScore, -13955590.481261, is greater than current (better) Score,-13955592.602371 Compute initial score before splitting: Score: Raw -13973999.056388 + Penalty 18406.454016 = -13955592.602371 Trying to split cluster 1 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.278493 sec): 2 clusters Score: Raw -23613.094722 + Penalty 278.871785 = -23334.222938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.319770 sec): 3 clusters Score: Raw -23425.888030 + Penalty 557.743569 = -22868.144461 nChanged 159 SP:Iteration 1F (553.372026 sec): 3 clusters Score: Raw -23551.480519 + Penalty 557.743569 = -22993.736950 nChanged 34 SP:Iteration 2F (553.415261 sec): 3 clusters Score: Raw -23580.532101 + Penalty 557.743569 = -23022.788532 nChanged 18 SP:Iteration 3Q (553.447506 sec): 3 clusters Score: Raw -23601.499012 + Penalty 557.743569 = -23043.755443 nChanged 13 SP:Iteration 4Q (553.485907 sec): 3 clusters Score: Raw -23613.968793 + Penalty 557.743569 = -23056.225224 nChanged 10 SP:Iteration 5Q (553.523465 sec): 3 clusters Score: Raw -23622.127191 + Penalty 557.743569 = -23064.383622 nChanged 7 SP:Iteration 6Q (553.556233 sec): 3 clusters Score: Raw -23626.009022 + Penalty 557.743569 = -23068.265453 nChanged 3 SP:Iteration 7Q (553.603670 sec): 3 clusters Score: Raw -23628.635728 + Penalty 557.743569 = -23070.892159 nChanged 3 SP:Iteration 8Q (553.651123 sec): 3 clusters Score: Raw -23631.696564 + Penalty 557.743569 = -23073.952995 nChanged 3 SP:Iteration 9Q (553.701043 sec): 3 clusters Score: Raw -23635.284449 + Penalty 557.743569 = -23077.540880 nChanged 2 SP:Iteration 10Q (553.740793 sec): 3 clusters Score: Raw -23635.822939 + Penalty 557.743569 = -23078.079370 nChanged 1 SP:Iteration 11Q (553.790215 sec): 3 clusters Score: Raw -23636.119623 + Penalty 557.743569 = -23078.376054 nChanged 0 SP:Iteration 12F (553.836578 sec): 3 clusters Score: Raw -23636.119623 + Penalty 557.743569 = -23078.376054 nChanged 0 Trying to split cluster 2 (7349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.867940 sec): 2 clusters Score: Raw -350842.308668 + Penalty 405.055539 = -350437.253129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.922884 sec): 3 clusters Score: Raw -346283.567320 + Penalty 810.111077 = -345473.456243 nChanged 3364 SP:Iteration 1F (553.968977 sec): 3 clusters Score: Raw -348510.807711 + Penalty 810.111077 = -347700.696634 nChanged 576 SP:Iteration 2F (554.023155 sec): 3 clusters Score: Raw -349016.537536 + Penalty 810.111077 = -348206.426459 nChanged 601 SP:Iteration 3F (554.064878 sec): 3 clusters Score: Raw -349608.908065 + Penalty 810.111077 = -348798.796988 nChanged 587 SP:Iteration 4F (554.083791 sec): 3 clusters Score: Raw -350121.986923 + Penalty 810.111077 = -349311.875846 nChanged 451 SP:Iteration 5F (554.102413 sec): 3 clusters Score: Raw -350424.203931 + Penalty 810.111077 = -349614.092854 nChanged 327 SP:Iteration 6Q (554.121080 sec): 3 clusters Score: Raw -350621.863180 + Penalty 810.111077 = -349811.752103 nChanged 232 SP:Iteration 7Q (554.139716 sec): 3 clusters Score: Raw -350710.982802 + Penalty 810.111077 = -349900.871725 nChanged 144 SP:Iteration 8Q (554.158325 sec): 3 clusters Score: Raw -350757.659215 + Penalty 810.111077 = -349947.548138 nChanged 116 SP:Iteration 9Q (554.176704 sec): 3 clusters Score: Raw -350789.419023 + Penalty 810.111077 = -349979.307946 nChanged 81 SP:Iteration 10Q (554.195140 sec): 3 clusters Score: Raw -350808.177937 + Penalty 810.111077 = -349998.066860 nChanged 59 SP:Iteration 11Q (554.213723 sec): 3 clusters Score: Raw -350821.180202 + Penalty 810.111077 = -350011.069124 nChanged 61 SP:Iteration 12Q (554.232221 sec): 3 clusters Score: Raw -350830.210923 + Penalty 810.111077 = -350020.099846 nChanged 48 SP:Iteration 13Q (554.250612 sec): 3 clusters Score: Raw -350835.466767 + Penalty 810.111077 = -350025.355690 nChanged 25 SP:Iteration 14Q (554.269076 sec): 3 clusters Score: Raw -350837.954271 + Penalty 810.111077 = -350027.843194 nChanged 21 SP:Iteration 15Q (554.327424 sec): 3 clusters Score: Raw -350839.743183 + Penalty 810.111077 = -350029.632106 nChanged 15 SP:Iteration 16Q (554.370082 sec): 3 clusters Score: Raw -350840.748565 + Penalty 810.111077 = -350030.637488 nChanged 12 SP:Iteration 17Q (554.420081 sec): 3 clusters Score: Raw -350841.401267 + Penalty 810.111077 = -350031.290190 nChanged 7 SP:Iteration 18Q (554.463098 sec): 3 clusters Score: Raw -350841.847891 + Penalty 810.111077 = -350031.736814 nChanged 5 SP:Iteration 19Q (554.480404 sec): 3 clusters Score: Raw -350842.036087 + Penalty 810.111077 = -350031.925009 nChanged 4 SP:Iteration 20F (554.498935 sec): 3 clusters Score: Raw -350842.269368 + Penalty 810.111077 = -350032.158291 nChanged 3 SP:Iteration 21Q (554.551972 sec): 3 clusters Score: Raw -350842.339110 + Penalty 810.111077 = -350032.228033 nChanged 3 SP:Iteration 22Q (554.605374 sec): 3 clusters Score: Raw -350842.396004 + Penalty 810.111077 = -350032.284927 nChanged 2 SP:Iteration 23Q (554.658671 sec): 3 clusters Score: Raw -350842.461895 + Penalty 810.111077 = -350032.350818 nChanged 0 SP:Iteration 24F (554.700731 sec): 3 clusters Score: Raw -350842.461895 + Penalty 810.111077 = -350032.350818 nChanged 0 Trying to split cluster 3 (5925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.717112 sec): 2 clusters Score: Raw -262005.639278 + Penalty 395.255586 = -261610.383692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.733891 sec): 3 clusters Score: Raw -258475.761060 + Penalty 790.511173 = -257685.249887 nChanged 2696 SP:Iteration 1F (554.748956 sec): 3 clusters Score: Raw -260084.392305 + Penalty 790.511173 = -259293.881132 nChanged 374 SP:Iteration 2F (554.764035 sec): 3 clusters Score: Raw -260295.443567 + Penalty 790.511173 = -259504.932394 nChanged 375 SP:Iteration 3F (554.779243 sec): 3 clusters Score: Raw -260545.620339 + Penalty 790.511173 = -259755.109166 nChanged 394 SP:Iteration 4F (554.794315 sec): 3 clusters Score: Raw -260840.583458 + Penalty 790.511173 = -260050.072285 nChanged 347 SP:Iteration 5F (554.809452 sec): 3 clusters Score: Raw -261080.789931 + Penalty 790.511173 = -260290.278758 nChanged 258 SP:Iteration 6Q (554.828716 sec): 3 clusters Score: Raw -261215.539542 + Penalty 790.511173 = -260425.028369 nChanged 200 SP:Iteration 7Q (554.843910 sec): 3 clusters Score: Raw -261285.550986 + Penalty 790.511173 = -260495.039813 nChanged 110 SP:Iteration 8Q (554.858972 sec): 3 clusters Score: Raw -261318.134963 + Penalty 790.511173 = -260527.623790 nChanged 78 SP:Iteration 9Q (554.874074 sec): 3 clusters Score: Raw -261338.139942 + Penalty 790.511173 = -260547.628769 nChanged 66 SP:Iteration 10Q (554.924735 sec): 3 clusters Score: Raw -261356.373635 + Penalty 790.511173 = -260565.862462 nChanged 64 SP:Iteration 11Q (554.975109 sec): 3 clusters Score: Raw -261372.681694 + Penalty 790.511173 = -260582.170521 nChanged 68 SP:Iteration 12Q (555.023964 sec): 3 clusters Score: Raw -261391.980651 + Penalty 790.511173 = -260601.469478 nChanged 63 SP:Iteration 13Q (555.076130 sec): 3 clusters Score: Raw -261406.528547 + Penalty 790.511173 = -260616.017374 nChanged 52 SP:Iteration 14Q (555.117519 sec): 3 clusters Score: Raw -261417.600105 + Penalty 790.511173 = -260627.088932 nChanged 45 SP:Iteration 15Q (555.169876 sec): 3 clusters Score: Raw -261424.688094 + Penalty 790.511173 = -260634.176921 nChanged 37 SP:Iteration 16Q (555.206577 sec): 3 clusters Score: Raw -261432.193916 + Penalty 790.511173 = -260641.682743 nChanged 38 SP:Iteration 17Q (555.221579 sec): 3 clusters Score: Raw -261438.288954 + Penalty 790.511173 = -260647.777781 nChanged 32 SP:Iteration 18Q (555.236627 sec): 3 clusters Score: Raw -261443.797312 + Penalty 790.511173 = -260653.286139 nChanged 37 SP:Iteration 19Q (555.251629 sec): 3 clusters Score: Raw -261451.690048 + Penalty 790.511173 = -260661.178875 nChanged 39 SP:Iteration 20F (555.266724 sec): 3 clusters Score: Raw -261458.122165 + Penalty 790.511173 = -260667.610992 nChanged 38 SP:Iteration 21Q (555.281745 sec): 3 clusters Score: Raw -261464.342289 + Penalty 790.511173 = -260673.831116 nChanged 37 SP:Iteration 22Q (555.296764 sec): 3 clusters Score: Raw -261469.548509 + Penalty 790.511173 = -260679.037336 nChanged 37 SP:Iteration 23Q (555.311792 sec): 3 clusters Score: Raw -261474.382033 + Penalty 790.511173 = -260683.870860 nChanged 38 SP:Iteration 24Q (555.326749 sec): 3 clusters Score: Raw -261479.720553 + Penalty 790.511173 = -260689.209380 nChanged 39 SP:Iteration 25Q (555.341749 sec): 3 clusters Score: Raw -261486.016475 + Penalty 790.511173 = -260695.505302 nChanged 42 SP:Iteration 26Q (555.356729 sec): 3 clusters Score: Raw -261493.862868 + Penalty 790.511173 = -260703.351695 nChanged 42 SP:Iteration 27Q (555.371719 sec): 3 clusters Score: Raw -261503.017739 + Penalty 790.511173 = -260712.506566 nChanged 42 SP:Iteration 28Q (555.386640 sec): 3 clusters Score: Raw -261510.887436 + Penalty 790.511173 = -260720.376263 nChanged 28 SP:Iteration 29Q (555.401592 sec): 3 clusters Score: Raw -261514.848221 + Penalty 790.511173 = -260724.337048 nChanged 22 SP:Iteration 30Q (555.416536 sec): 3 clusters Score: Raw -261516.683424 + Penalty 790.511173 = -260726.172251 nChanged 21 SP:Iteration 31Q (555.431509 sec): 3 clusters Score: Raw -261518.889076 + Penalty 790.511173 = -260728.377903 nChanged 19 SP:Iteration 32Q (555.446435 sec): 3 clusters Score: Raw -261520.925374 + Penalty 790.511173 = -260730.414201 nChanged 19 SP:Iteration 33Q (555.461402 sec): 3 clusters Score: Raw -261522.853473 + Penalty 790.511173 = -260732.342300 nChanged 20 SP:Iteration 34Q (555.476327 sec): 3 clusters Score: Raw -261525.189792 + Penalty 790.511173 = -260734.678619 nChanged 18 SP:Iteration 35Q (555.491248 sec): 3 clusters Score: Raw -261527.497023 + Penalty 790.511173 = -260736.985850 nChanged 22 SP:Iteration 36Q (555.506136 sec): 3 clusters Score: Raw -261530.180347 + Penalty 790.511173 = -260739.669174 nChanged 23 SP:Iteration 37Q (555.521020 sec): 3 clusters Score: Raw -261533.395969 + Penalty 790.511173 = -260742.884796 nChanged 29 SP:Iteration 38Q (555.535915 sec): 3 clusters Score: Raw -261538.093844 + Penalty 790.511173 = -260747.582671 nChanged 35 SP:Iteration 39Q (555.550786 sec): 3 clusters Score: Raw -261545.221585 + Penalty 790.511173 = -260754.710412 nChanged 36 SP:Iteration 40F (555.565751 sec): 3 clusters Score: Raw -261553.895990 + Penalty 790.511173 = -260763.384817 nChanged 34 SP:Iteration 41Q (555.580599 sec): 3 clusters Score: Raw -261560.423591 + Penalty 790.511173 = -260769.912418 nChanged 32 SP:Iteration 42Q (555.595472 sec): 3 clusters Score: Raw -261568.015228 + Penalty 790.511173 = -260777.504055 nChanged 41 SP:Iteration 43Q (555.610340 sec): 3 clusters Score: Raw -261576.579766 + Penalty 790.511173 = -260786.068593 nChanged 41 SP:Iteration 44Q (555.645778 sec): 3 clusters Score: Raw -261586.952481 + Penalty 790.511173 = -260796.441308 nChanged 35 SP:Iteration 45Q (555.660996 sec): 3 clusters Score: Raw -261596.744294 + Penalty 790.511173 = -260806.233121 nChanged 36 SP:Iteration 46Q (555.675947 sec): 3 clusters Score: Raw -261606.290990 + Penalty 790.511173 = -260815.779817 nChanged 35 SP:Iteration 47Q (555.690804 sec): 3 clusters Score: Raw -261619.061845 + Penalty 790.511173 = -260828.550673 nChanged 44 SP:Iteration 48Q (555.705652 sec): 3 clusters Score: Raw -261634.069133 + Penalty 790.511173 = -260843.557960 nChanged 49 SP:Iteration 49Q (555.720478 sec): 3 clusters Score: Raw -261648.205050 + Penalty 790.511173 = -260857.693878 nChanged 52 SP:Iteration 50Q (555.735664 sec): 3 clusters Score: Raw -261667.284744 + Penalty 790.511173 = -260876.773571 nChanged 45 SP:Iteration 51Q (555.750359 sec): 3 clusters Score: Raw -261677.712718 + Penalty 790.511173 = -260887.201545 nChanged 45 SP:Iteration 52Q (555.765147 sec): 3 clusters Score: Raw -261687.828696 + Penalty 790.511173 = -260897.317524 nChanged 41 SP:Iteration 53Q (555.779912 sec): 3 clusters Score: Raw -261695.833316 + Penalty 790.511173 = -260905.322143 nChanged 40 SP:Iteration 54Q (555.794824 sec): 3 clusters Score: Raw -261703.926109 + Penalty 790.511173 = -260913.414936 nChanged 35 SP:Iteration 55Q (555.809482 sec): 3 clusters Score: Raw -261709.924374 + Penalty 790.511173 = -260919.413201 nChanged 33 SP:Iteration 56Q (555.825377 sec): 3 clusters Score: Raw -261716.141269 + Penalty 790.511173 = -260925.630096 nChanged 32 SP:Iteration 57Q (555.840200 sec): 3 clusters Score: Raw -261723.048648 + Penalty 790.511173 = -260932.537476 nChanged 35 SP:Iteration 58Q (555.866523 sec): 3 clusters Score: Raw -261730.639377 + Penalty 790.511173 = -260940.128205 nChanged 30 SP:Iteration 59Q (555.881489 sec): 3 clusters Score: Raw -261738.779174 + Penalty 790.511173 = -260948.268001 nChanged 42 SP:Iteration 60F (555.896399 sec): 3 clusters Score: Raw -261751.490934 + Penalty 790.511173 = -260960.979761 nChanged 55 SP:Iteration 61Q (555.911237 sec): 3 clusters Score: Raw -261770.898801 + Penalty 790.511173 = -260980.387628 nChanged 48 SP:Iteration 62Q (555.925963 sec): 3 clusters Score: Raw -261784.482304 + Penalty 790.511173 = -260993.971131 nChanged 41 SP:Iteration 63Q (555.940628 sec): 3 clusters Score: Raw -261794.264864 + Penalty 790.511173 = -261003.753691 nChanged 38 SP:Iteration 64Q (555.955634 sec): 3 clusters Score: Raw -261802.838732 + Penalty 790.511173 = -261012.327560 nChanged 30 SP:Iteration 65Q (555.970390 sec): 3 clusters Score: Raw -261809.087687 + Penalty 790.511173 = -261018.576514 nChanged 35 SP:Iteration 66Q (555.985103 sec): 3 clusters Score: Raw -261817.103962 + Penalty 790.511173 = -261026.592789 nChanged 34 SP:Iteration 67Q (555.999777 sec): 3 clusters Score: Raw -261823.967166 + Penalty 790.511173 = -261033.455993 nChanged 29 SP:Iteration 68Q (556.014522 sec): 3 clusters Score: Raw -261831.406459 + Penalty 790.511173 = -261040.895286 nChanged 28 SP:Iteration 69Q (556.029213 sec): 3 clusters Score: Raw -261837.352582 + Penalty 790.511173 = -261046.841410 nChanged 22 SP:Iteration 70Q (556.043884 sec): 3 clusters Score: Raw -261842.455649 + Penalty 790.511173 = -261051.944476 nChanged 22 SP:Iteration 71Q (556.058554 sec): 3 clusters Score: Raw -261847.171638 + Penalty 790.511173 = -261056.660465 nChanged 23 SP:Iteration 72Q (556.073234 sec): 3 clusters Score: Raw -261852.315334 + Penalty 790.511173 = -261061.804161 nChanged 20 SP:Iteration 73Q (556.087949 sec): 3 clusters Score: Raw -261856.570758 + Penalty 790.511173 = -261066.059585 nChanged 21 SP:Iteration 74Q (556.102544 sec): 3 clusters Score: Raw -261862.173830 + Penalty 790.511173 = -261071.662657 nChanged 28 SP:Iteration 75Q (556.117270 sec): 3 clusters Score: Raw -261870.032807 + Penalty 790.511173 = -261079.521634 nChanged 25 SP:Iteration 76Q (556.132121 sec): 3 clusters Score: Raw -261875.791229 + Penalty 790.511173 = -261085.280056 nChanged 24 SP:Iteration 77Q (556.146749 sec): 3 clusters Score: Raw -261882.322206 + Penalty 790.511173 = -261091.811033 nChanged 20 SP:Iteration 78Q (556.161402 sec): 3 clusters Score: Raw -261887.660516 + Penalty 790.511173 = -261097.149343 nChanged 18 SP:Iteration 79Q (556.176016 sec): 3 clusters Score: Raw -261892.685522 + Penalty 790.511173 = -261102.174349 nChanged 16 SP:Iteration 80F (556.190925 sec): 3 clusters Score: Raw -261896.424641 + Penalty 790.511173 = -261105.913468 nChanged 12 SP:Iteration 81Q (556.205618 sec): 3 clusters Score: Raw -261899.299725 + Penalty 790.511173 = -261108.788553 nChanged 16 SP:Iteration 82Q (556.230017 sec): 3 clusters Score: Raw -261902.931257 + Penalty 790.511173 = -261112.420084 nChanged 13 SP:Iteration 83Q (556.244604 sec): 3 clusters Score: Raw -261906.358482 + Penalty 790.511173 = -261115.847310 nChanged 17 SP:Iteration 84Q (556.259151 sec): 3 clusters Score: Raw -261909.913675 + Penalty 790.511173 = -261119.402502 nChanged 13 SP:Iteration 85Q (556.273746 sec): 3 clusters Score: Raw -261912.598989 + Penalty 790.511173 = -261122.087816 nChanged 17 SP:Iteration 86Q (556.288695 sec): 3 clusters Score: Raw -261917.597231 + Penalty 790.511173 = -261127.086058 nChanged 18 SP:Iteration 87Q (556.303262 sec): 3 clusters Score: Raw -261924.166201 + Penalty 790.511173 = -261133.655028 nChanged 11 SP:Iteration 88Q (556.317873 sec): 3 clusters Score: Raw -261927.322853 + Penalty 790.511173 = -261136.811681 nChanged 16 SP:Iteration 89Q (556.332335 sec): 3 clusters Score: Raw -261931.715458 + Penalty 790.511173 = -261141.204285 nChanged 13 SP:Iteration 90Q (556.346876 sec): 3 clusters Score: Raw -261935.771104 + Penalty 790.511173 = -261145.259931 nChanged 13 SP:Iteration 91Q (556.361415 sec): 3 clusters Score: Raw -261941.087937 + Penalty 790.511173 = -261150.576764 nChanged 15 SP:Iteration 92Q (556.375939 sec): 3 clusters Score: Raw -261946.193700 + Penalty 790.511173 = -261155.682528 nChanged 21 SP:Iteration 93Q (556.390541 sec): 3 clusters Score: Raw -261951.865759 + Penalty 790.511173 = -261161.354586 nChanged 20 SP:Iteration 94Q (556.405053 sec): 3 clusters Score: Raw -261958.326997 + Penalty 790.511173 = -261167.815824 nChanged 20 SP:Iteration 95Q (556.419589 sec): 3 clusters Score: Raw -261965.714403 + Penalty 790.511173 = -261175.203230 nChanged 15 SP:Iteration 96Q (556.434176 sec): 3 clusters Score: Raw -261972.038180 + Penalty 790.511173 = -261181.527007 nChanged 13 SP:Iteration 97Q (556.448631 sec): 3 clusters Score: Raw -261976.894894 + Penalty 790.511173 = -261186.383721 nChanged 13 SP:Iteration 98Q (556.463058 sec): 3 clusters Score: Raw -261982.037595 + Penalty 790.511173 = -261191.526422 nChanged 13 SP:Iteration 99Q (556.477553 sec): 3 clusters Score: Raw -261987.050593 + Penalty 790.511173 = -261196.539420 nChanged 12 SP:Iteration 100F (556.492416 sec): 3 clusters Score: Raw -261990.782905 + Penalty 790.511173 = -261200.271732 nChanged 10 SP:Iteration 101Q (556.506966 sec): 3 clusters Score: Raw -261993.331536 + Penalty 790.511173 = -261202.820363 nChanged 4 SP:Iteration 102Q (556.521426 sec): 3 clusters Score: Raw -261994.660007 + Penalty 790.511173 = -261204.148834 nChanged 6 SP:Iteration 103Q (556.535858 sec): 3 clusters Score: Raw -261997.506000 + Penalty 790.511173 = -261206.994827 nChanged 5 SP:Iteration 104Q (556.550326 sec): 3 clusters Score: Raw -261998.817897 + Penalty 790.511173 = -261208.306725 nChanged 2 SP:Iteration 105Q (556.564775 sec): 3 clusters Score: Raw -261999.480580 + Penalty 790.511173 = -261208.969407 nChanged 1 SP:Iteration 106Q (556.579253 sec): 3 clusters Score: Raw -261999.544572 + Penalty 790.511173 = -261209.033399 nChanged 1 SP:Iteration 107Q (556.593692 sec): 3 clusters Score: Raw -261999.680193 + Penalty 790.511173 = -261209.169020 nChanged 2 SP:Iteration 108Q (556.608158 sec): 3 clusters Score: Raw -262000.470174 + Penalty 790.511173 = -261209.959001 nChanged 4 SP:Iteration 109Q (556.622492 sec): 3 clusters Score: Raw -262001.421047 + Penalty 790.511173 = -261210.909874 nChanged 4 SP:Iteration 110Q (556.636682 sec): 3 clusters Score: Raw -262003.927435 + Penalty 790.511173 = -261213.416262 nChanged 4 SP:Iteration 111Q (556.650893 sec): 3 clusters Score: Raw -262005.449960 + Penalty 790.511173 = -261214.938787 nChanged 2 SP:Iteration 112Q (556.665362 sec): 3 clusters Score: Raw -262005.748482 + Penalty 790.511173 = -261215.237309 nChanged 2 SP:Iteration 113Q (556.679816 sec): 3 clusters Score: Raw -262006.147541 + Penalty 790.511173 = -261215.636368 nChanged 2 SP:Iteration 114Q (556.694314 sec): 3 clusters Score: Raw -262006.805477 + Penalty 790.511173 = -261216.294304 nChanged 3 SP:Iteration 115Q (556.708787 sec): 3 clusters Score: Raw -262007.736372 + Penalty 790.511173 = -261217.225199 nChanged 3 SP:Iteration 116Q (556.723233 sec): 3 clusters Score: Raw -262008.482578 + Penalty 790.511173 = -261217.971405 nChanged 1 SP:Iteration 117Q (556.737711 sec): 3 clusters Score: Raw -262009.002136 + Penalty 790.511173 = -261218.490963 nChanged 3 SP:Iteration 118Q (556.752132 sec): 3 clusters Score: Raw -262010.442589 + Penalty 790.511173 = -261219.931416 nChanged 3 SP:Iteration 119Q (556.766600 sec): 3 clusters Score: Raw -262011.178782 + Penalty 790.511173 = -261220.667609 nChanged 1 SP:Iteration 120F (556.781477 sec): 3 clusters Score: Raw -262011.630203 + Penalty 790.511173 = -261221.119030 nChanged 1 SP:Iteration 121Q (556.795931 sec): 3 clusters Score: Raw -262011.847572 + Penalty 790.511173 = -261221.336399 nChanged 1 SP:Iteration 122Q (556.810359 sec): 3 clusters Score: Raw -262011.958713 + Penalty 790.511173 = -261221.447540 nChanged 1 SP:Iteration 123Q (556.824788 sec): 3 clusters Score: Raw -262012.280326 + Penalty 790.511173 = -261221.769153 nChanged 2 SP:Iteration 124Q (556.839199 sec): 3 clusters Score: Raw -262013.044854 + Penalty 790.511173 = -261222.533681 nChanged 1 SP:Iteration 125Q (556.853620 sec): 3 clusters Score: Raw -262013.405652 + Penalty 790.511173 = -261222.894479 nChanged 1 SP:Iteration 126Q (556.868083 sec): 3 clusters Score: Raw -262013.549104 + Penalty 790.511173 = -261223.037931 nChanged 0 SP:Iteration 127F (556.882937 sec): 3 clusters Score: Raw -262013.549104 + Penalty 790.511173 = -261223.037931 nChanged 0 Trying to split cluster 4 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (556.898186 sec): 2 clusters Score: Raw -178233.943915 + Penalty 377.538231 = -177856.405685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.909790 sec): 3 clusters Score: Raw -175852.171394 + Penalty 755.076461 = -175097.094933 nChanged 1754 SP:Iteration 1F (556.920226 sec): 3 clusters Score: Raw -176844.286161 + Penalty 755.076461 = -176089.209700 nChanged 270 SP:Iteration 2F (556.930647 sec): 3 clusters Score: Raw -177020.799660 + Penalty 755.076461 = -176265.723199 nChanged 274 SP:Iteration 3F (556.941056 sec): 3 clusters Score: Raw -177218.778089 + Penalty 755.076461 = -176463.701628 nChanged 267 SP:Iteration 4F (556.951484 sec): 3 clusters Score: Raw -177420.773783 + Penalty 755.076461 = -176665.697322 nChanged 251 SP:Iteration 5F (556.961918 sec): 3 clusters Score: Raw -177633.178305 + Penalty 755.076461 = -176878.101844 nChanged 255 SP:Iteration 6F (556.972346 sec): 3 clusters Score: Raw -177809.333126 + Penalty 755.076461 = -177054.256665 nChanged 190 SP:Iteration 7Q (556.982760 sec): 3 clusters Score: Raw -177923.412142 + Penalty 755.076461 = -177168.335681 nChanged 131 SP:Iteration 8Q (556.993155 sec): 3 clusters Score: Raw -177982.343456 + Penalty 755.076461 = -177227.266994 nChanged 96 SP:Iteration 9Q (557.003516 sec): 3 clusters Score: Raw -178026.719829 + Penalty 755.076461 = -177271.643368 nChanged 78 SP:Iteration 10Q (557.013877 sec): 3 clusters Score: Raw -178061.617621 + Penalty 755.076461 = -177306.541160 nChanged 79 SP:Iteration 11Q (557.024195 sec): 3 clusters Score: Raw -178099.783297 + Penalty 755.076461 = -177344.706836 nChanged 91 SP:Iteration 12Q (557.034524 sec): 3 clusters Score: Raw -178149.708047 + Penalty 755.076461 = -177394.631586 nChanged 91 SP:Iteration 13Q (557.044851 sec): 3 clusters Score: Raw -178210.167969 + Penalty 755.076461 = -177455.091508 nChanged 88 SP:Iteration 14Q (557.055206 sec): 3 clusters Score: Raw -178272.066258 + Penalty 755.076461 = -177516.989797 nChanged 82 SP:Iteration 15Q (557.065504 sec): 3 clusters Score: Raw -178308.956834 + Penalty 755.076461 = -177553.880373 nChanged 59 SP:Iteration 16Q (557.075786 sec): 3 clusters Score: Raw -178331.807390 + Penalty 755.076461 = -177576.730929 nChanged 44 SP:Iteration 17Q (557.086113 sec): 3 clusters Score: Raw -178344.821422 + Penalty 755.076461 = -177589.744961 nChanged 37 SP:Iteration 18Q (557.096402 sec): 3 clusters Score: Raw -178353.144109 + Penalty 755.076461 = -177598.067648 nChanged 23 SP:Iteration 19Q (557.106706 sec): 3 clusters Score: Raw -178358.377251 + Penalty 755.076461 = -177603.300790 nChanged 14 SP:Iteration 20F (557.117117 sec): 3 clusters Score: Raw -178360.035294 + Penalty 755.076461 = -177604.958833 nChanged 15 SP:Iteration 21Q (557.127451 sec): 3 clusters Score: Raw -178362.834221 + Penalty 755.076461 = -177607.757760 nChanged 6 SP:Iteration 22Q (557.137771 sec): 3 clusters Score: Raw -178363.852843 + Penalty 755.076461 = -177608.776382 nChanged 5 SP:Iteration 23Q (557.148144 sec): 3 clusters Score: Raw -178364.363966 + Penalty 755.076461 = -177609.287505 nChanged 3 SP:Iteration 24Q (557.158455 sec): 3 clusters Score: Raw -178364.689048 + Penalty 755.076461 = -177609.612587 nChanged 1 SP:Iteration 25Q (557.168782 sec): 3 clusters Score: Raw -178364.732567 + Penalty 755.076461 = -177609.656106 nChanged 0 SP:Iteration 26F (557.179200 sec): 3 clusters Score: Raw -178364.732567 + Penalty 755.076461 = -177609.656106 nChanged 0 Trying to split cluster 5 (7344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.196869 sec): 2 clusters Score: Raw -362820.734336 + Penalty 405.024571 = -362415.709765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.216492 sec): 3 clusters Score: Raw -358347.263992 + Penalty 810.049143 = -357537.214849 nChanged 3387 SP:Iteration 1F (557.235138 sec): 3 clusters Score: Raw -360368.432329 + Penalty 810.049143 = -359558.383187 nChanged 456 SP:Iteration 2F (557.253613 sec): 3 clusters Score: Raw -360579.714015 + Penalty 810.049143 = -359769.664872 nChanged 437 SP:Iteration 3F (557.272117 sec): 3 clusters Score: Raw -360773.349628 + Penalty 810.049143 = -359963.300485 nChanged 390 SP:Iteration 4F (557.290551 sec): 3 clusters Score: Raw -360988.256000 + Penalty 810.049143 = -360178.206857 nChanged 374 SP:Iteration 5F (557.309430 sec): 3 clusters Score: Raw -361233.121146 + Penalty 810.049143 = -360423.072003 nChanged 344 SP:Iteration 6Q (557.328073 sec): 3 clusters Score: Raw -361503.145045 + Penalty 810.049143 = -360693.095903 nChanged 331 SP:Iteration 7Q (557.346610 sec): 3 clusters Score: Raw -361781.552713 + Penalty 810.049143 = -360971.503570 nChanged 263 SP:Iteration 8Q (557.365083 sec): 3 clusters Score: Raw -361986.359313 + Penalty 810.049143 = -361176.310170 nChanged 229 SP:Iteration 9Q (557.383423 sec): 3 clusters Score: Raw -362126.907356 + Penalty 810.049143 = -361316.858213 nChanged 180 SP:Iteration 10Q (557.401871 sec): 3 clusters Score: Raw -362231.723337 + Penalty 810.049143 = -361421.674194 nChanged 151 SP:Iteration 11Q (557.420066 sec): 3 clusters Score: Raw -362317.242359 + Penalty 810.049143 = -361507.193216 nChanged 130 SP:Iteration 12Q (557.438167 sec): 3 clusters Score: Raw -362379.374316 + Penalty 810.049143 = -361569.325173 nChanged 121 SP:Iteration 13Q (557.456259 sec): 3 clusters Score: Raw -362438.164013 + Penalty 810.049143 = -361628.114870 nChanged 116 SP:Iteration 14Q (557.474247 sec): 3 clusters Score: Raw -362494.594175 + Penalty 810.049143 = -361684.545032 nChanged 111 SP:Iteration 15Q (557.492325 sec): 3 clusters Score: Raw -362546.562998 + Penalty 810.049143 = -361736.513855 nChanged 89 SP:Iteration 16Q (557.510320 sec): 3 clusters Score: Raw -362591.498000 + Penalty 810.049143 = -361781.448857 nChanged 95 SP:Iteration 17Q (557.528345 sec): 3 clusters Score: Raw -362642.469425 + Penalty 810.049143 = -361832.420282 nChanged 77 SP:Iteration 18Q (557.546257 sec): 3 clusters Score: Raw -362676.001230 + Penalty 810.049143 = -361865.952087 nChanged 57 SP:Iteration 19Q (557.564107 sec): 3 clusters Score: Raw -362699.919886 + Penalty 810.049143 = -361889.870743 nChanged 44 SP:Iteration 20F (557.582887 sec): 3 clusters Score: Raw -362716.868913 + Penalty 810.049143 = -361906.819770 nChanged 41 SP:Iteration 21Q (557.600684 sec): 3 clusters Score: Raw -362732.076400 + Penalty 810.049143 = -361922.027257 nChanged 37 SP:Iteration 22Q (557.618496 sec): 3 clusters Score: Raw -362744.816644 + Penalty 810.049143 = -361934.767501 nChanged 28 SP:Iteration 23Q (557.636322 sec): 3 clusters Score: Raw -362753.608203 + Penalty 810.049143 = -361943.559060 nChanged 32 SP:Iteration 24Q (557.654144 sec): 3 clusters Score: Raw -362766.975457 + Penalty 810.049143 = -361956.926314 nChanged 31 SP:Iteration 25Q (557.671855 sec): 3 clusters Score: Raw -362779.387592 + Penalty 810.049143 = -361969.338449 nChanged 30 SP:Iteration 26Q (557.689572 sec): 3 clusters Score: Raw -362791.432893 + Penalty 810.049143 = -361981.383750 nChanged 33 SP:Iteration 27Q (557.707257 sec): 3 clusters Score: Raw -362806.127509 + Penalty 810.049143 = -361996.078367 nChanged 28 SP:Iteration 28Q (557.724912 sec): 3 clusters Score: Raw -362818.923762 + Penalty 810.049143 = -362008.874619 nChanged 24 SP:Iteration 29Q (557.742576 sec): 3 clusters Score: Raw -362829.329825 + Penalty 810.049143 = -362019.280682 nChanged 20 SP:Iteration 30Q (557.760583 sec): 3 clusters Score: Raw -362837.592073 + Penalty 810.049143 = -362027.542930 nChanged 15 SP:Iteration 31Q (557.778238 sec): 3 clusters Score: Raw -362848.628471 + Penalty 810.049143 = -362038.579328 nChanged 16 SP:Iteration 32Q (557.795756 sec): 3 clusters Score: Raw -362858.076233 + Penalty 810.049143 = -362048.027090 nChanged 10 SP:Iteration 33Q (557.813320 sec): 3 clusters Score: Raw -362863.823924 + Penalty 810.049143 = -362053.774781 nChanged 9 SP:Iteration 34Q (557.830840 sec): 3 clusters Score: Raw -362871.957164 + Penalty 810.049143 = -362061.908022 nChanged 3 SP:Iteration 35Q (557.848360 sec): 3 clusters Score: Raw -362872.483132 + Penalty 810.049143 = -362062.433989 nChanged 4 SP:Iteration 36Q (557.865858 sec): 3 clusters Score: Raw -362874.087244 + Penalty 810.049143 = -362064.038101 nChanged 4 SP:Iteration 37Q (557.883375 sec): 3 clusters Score: Raw -362876.238249 + Penalty 810.049143 = -362066.189106 nChanged 1 SP:Iteration 38Q (557.900889 sec): 3 clusters Score: Raw -362876.770111 + Penalty 810.049143 = -362066.720968 nChanged 1 SP:Iteration 39Q (557.918381 sec): 3 clusters Score: Raw -362877.233121 + Penalty 810.049143 = -362067.183978 nChanged 1 SP:Iteration 40F (557.936585 sec): 3 clusters Score: Raw -362877.405498 + Penalty 810.049143 = -362067.356355 nChanged 2 SP:Iteration 41Q (557.954075 sec): 3 clusters Score: Raw -362878.446201 + Penalty 810.049143 = -362068.397059 nChanged 2 SP:Iteration 42Q (557.971576 sec): 3 clusters Score: Raw -362879.009339 + Penalty 810.049143 = -362068.960196 nChanged 3 SP:Iteration 43Q (557.989077 sec): 3 clusters Score: Raw -362881.301524 + Penalty 810.049143 = -362071.252382 nChanged 4 SP:Iteration 44Q (558.006610 sec): 3 clusters Score: Raw -362883.673911 + Penalty 810.049143 = -362073.624768 nChanged 5 SP:Iteration 45Q (558.024096 sec): 3 clusters Score: Raw -362886.539130 + Penalty 810.049143 = -362076.489987 nChanged 4 SP:Iteration 46Q (558.041667 sec): 3 clusters Score: Raw -362888.383176 + Penalty 810.049143 = -362078.334033 nChanged 2 SP:Iteration 47Q (558.059180 sec): 3 clusters Score: Raw -362888.954919 + Penalty 810.049143 = -362078.905776 nChanged 3 SP:Iteration 48Q (558.076658 sec): 3 clusters Score: Raw -362890.193948 + Penalty 810.049143 = -362080.144805 nChanged 2 SP:Iteration 49Q (558.094198 sec): 3 clusters Score: Raw -362890.837525 + Penalty 810.049143 = -362080.788382 nChanged 0 SP:Iteration 50F (558.112833 sec): 3 clusters Score: Raw -362890.837525 + Penalty 810.049143 = -362080.788382 nChanged 0 Trying to split cluster 6 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.121301 sec): 2 clusters Score: Raw -24529.747754 + Penalty 288.083334 = -24241.664420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.123594 sec): 3 clusters Score: Raw -24288.560452 + Penalty 576.166668 = -23712.393784 nChanged 192 SP:Iteration 1F (558.125527 sec): 3 clusters Score: Raw -24427.372923 + Penalty 576.166668 = -23851.206254 nChanged 56 SP:Iteration 2F (558.127461 sec): 3 clusters Score: Raw -24467.202402 + Penalty 576.166668 = -23891.035733 nChanged 24 SP:Iteration 3Q (558.129397 sec): 3 clusters Score: Raw -24477.372685 + Penalty 576.166668 = -23901.206017 nChanged 15 SP:Iteration 4Q (558.131328 sec): 3 clusters Score: Raw -24485.118512 + Penalty 576.166668 = -23908.951843 nChanged 14 SP:Iteration 5Q (558.133248 sec): 3 clusters Score: Raw -24493.970043 + Penalty 576.166668 = -23917.803374 nChanged 8 SP:Iteration 6Q (558.135171 sec): 3 clusters Score: Raw -24498.751274 + Penalty 576.166668 = -23922.584606 nChanged 4 SP:Iteration 7Q (558.137102 sec): 3 clusters Score: Raw -24502.375590 + Penalty 576.166668 = -23926.208921 nChanged 6 SP:Iteration 8Q (558.139041 sec): 3 clusters Score: Raw -24504.116808 + Penalty 576.166668 = -23927.950140 nChanged 0 SP:Iteration 9F (558.140943 sec): 3 clusters Score: Raw -24504.116808 + Penalty 576.166668 = -23927.950140 nChanged 0 Trying to split cluster 7 (2208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.153506 sec): 2 clusters Score: Raw -99985.253954 + Penalty 350.342830 = -99634.911125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.160273 sec): 3 clusters Score: Raw -98772.908111 + Penalty 700.685659 = -98072.222452 nChanged 951 SP:Iteration 1F (558.166291 sec): 3 clusters Score: Raw -99300.270323 + Penalty 700.685659 = -98599.584664 nChanged 158 SP:Iteration 2F (558.172281 sec): 3 clusters Score: Raw -99395.017119 + Penalty 700.685659 = -98694.331460 nChanged 134 SP:Iteration 3F (558.178274 sec): 3 clusters Score: Raw -99497.823130 + Penalty 700.685659 = -98797.137471 nChanged 156 SP:Iteration 4F (558.184246 sec): 3 clusters Score: Raw -99639.008800 + Penalty 700.685659 = -98938.323141 nChanged 154 SP:Iteration 5F (558.190253 sec): 3 clusters Score: Raw -99773.921254 + Penalty 700.685659 = -99073.235595 nChanged 139 SP:Iteration 6F (558.196330 sec): 3 clusters Score: Raw -99876.531643 + Penalty 700.685659 = -99175.845984 nChanged 105 SP:Iteration 7Q (558.202323 sec): 3 clusters Score: Raw -99944.253081 + Penalty 700.685659 = -99243.567422 nChanged 60 SP:Iteration 8Q (558.208296 sec): 3 clusters Score: Raw -99981.211230 + Penalty 700.685659 = -99280.525571 nChanged 47 SP:Iteration 9Q (558.214374 sec): 3 clusters Score: Raw -100003.419350 + Penalty 700.685659 = -99302.733691 nChanged 45 SP:Iteration 10Q (558.220368 sec): 3 clusters Score: Raw -100026.902198 + Penalty 700.685659 = -99326.216539 nChanged 35 SP:Iteration 11Q (558.226324 sec): 3 clusters Score: Raw -100044.852250 + Penalty 700.685659 = -99344.166591 nChanged 27 SP:Iteration 12Q (558.232385 sec): 3 clusters Score: Raw -100056.004921 + Penalty 700.685659 = -99355.319262 nChanged 24 SP:Iteration 13Q (558.238318 sec): 3 clusters Score: Raw -100068.531059 + Penalty 700.685659 = -99367.845400 nChanged 24 SP:Iteration 14Q (558.244276 sec): 3 clusters Score: Raw -100082.812353 + Penalty 700.685659 = -99382.126694 nChanged 24 SP:Iteration 15Q (558.250191 sec): 3 clusters Score: Raw -100095.862184 + Penalty 700.685659 = -99395.176524 nChanged 27 SP:Iteration 16Q (558.256130 sec): 3 clusters Score: Raw -100114.820102 + Penalty 700.685659 = -99414.134443 nChanged 29 SP:Iteration 17Q (558.262036 sec): 3 clusters Score: Raw -100136.077992 + Penalty 700.685659 = -99435.392333 nChanged 32 SP:Iteration 18Q (558.267914 sec): 3 clusters Score: Raw -100158.222392 + Penalty 700.685659 = -99457.536733 nChanged 33 SP:Iteration 19Q (558.273789 sec): 3 clusters Score: Raw -100177.939559 + Penalty 700.685659 = -99477.253900 nChanged 27 SP:Iteration 20F (558.280289 sec): 3 clusters Score: Raw -100189.224322 + Penalty 700.685659 = -99488.538663 nChanged 15 SP:Iteration 21Q (558.286184 sec): 3 clusters Score: Raw -100193.872032 + Penalty 700.685659 = -99493.186373 nChanged 9 SP:Iteration 22Q (558.292055 sec): 3 clusters Score: Raw -100197.252783 + Penalty 700.685659 = -99496.567124 nChanged 9 SP:Iteration 23Q (558.297919 sec): 3 clusters Score: Raw -100200.219623 + Penalty 700.685659 = -99499.533964 nChanged 5 SP:Iteration 24Q (558.303761 sec): 3 clusters Score: Raw -100202.507791 + Penalty 700.685659 = -99501.822132 nChanged 7 SP:Iteration 25Q (558.309640 sec): 3 clusters Score: Raw -100204.635713 + Penalty 700.685659 = -99503.950054 nChanged 3 SP:Iteration 26Q (558.315510 sec): 3 clusters Score: Raw -100205.803437 + Penalty 700.685659 = -99505.117778 nChanged 6 SP:Iteration 27Q (558.321385 sec): 3 clusters Score: Raw -100209.187962 + Penalty 700.685659 = -99508.502303 nChanged 9 SP:Iteration 28Q (558.327205 sec): 3 clusters Score: Raw -100212.422395 + Penalty 700.685659 = -99511.736736 nChanged 8 SP:Iteration 29Q (558.333015 sec): 3 clusters Score: Raw -100215.562633 + Penalty 700.685659 = -99514.876974 nChanged 7 SP:Iteration 30Q (558.338831 sec): 3 clusters Score: Raw -100218.677580 + Penalty 700.685659 = -99517.991921 nChanged 6 SP:Iteration 31Q (558.344656 sec): 3 clusters Score: Raw -100220.517265 + Penalty 700.685659 = -99519.831606 nChanged 5 SP:Iteration 32Q (558.350507 sec): 3 clusters Score: Raw -100221.813106 + Penalty 700.685659 = -99521.127447 nChanged 5 SP:Iteration 33Q (558.356362 sec): 3 clusters Score: Raw -100222.853511 + Penalty 700.685659 = -99522.167851 nChanged 1 SP:Iteration 34Q (558.362189 sec): 3 clusters Score: Raw -100222.981225 + Penalty 700.685659 = -99522.295566 nChanged 2 SP:Iteration 35Q (558.368055 sec): 3 clusters Score: Raw -100223.130274 + Penalty 700.685659 = -99522.444615 nChanged 2 SP:Iteration 36Q (558.373879 sec): 3 clusters Score: Raw -100223.827491 + Penalty 700.685659 = -99523.141832 nChanged 3 SP:Iteration 37Q (558.379777 sec): 3 clusters Score: Raw -100224.391141 + Penalty 700.685659 = -99523.705482 nChanged 3 SP:Iteration 38Q (558.385661 sec): 3 clusters Score: Raw -100225.511380 + Penalty 700.685659 = -99524.825721 nChanged 2 SP:Iteration 39Q (558.391486 sec): 3 clusters Score: Raw -100225.820322 + Penalty 700.685659 = -99525.134663 nChanged 1 SP:Iteration 40F (558.397413 sec): 3 clusters Score: Raw -100226.068745 + Penalty 700.685659 = -99525.383086 nChanged 0 Trying to split cluster 8 (7314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.415528 sec): 2 clusters Score: Raw -343964.742163 + Penalty 404.838325 = -343559.903839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.434994 sec): 3 clusters Score: Raw -339465.674387 + Penalty 809.676649 = -338655.997738 nChanged 3384 SP:Iteration 1F (558.453539 sec): 3 clusters Score: Raw -341540.055783 + Penalty 809.676649 = -340730.379133 nChanged 550 SP:Iteration 2F (558.471901 sec): 3 clusters Score: Raw -341858.993301 + Penalty 809.676649 = -341049.316651 nChanged 532 SP:Iteration 3F (558.490890 sec): 3 clusters Score: Raw -342243.327502 + Penalty 809.676649 = -341433.650853 nChanged 496 SP:Iteration 4F (558.509268 sec): 3 clusters Score: Raw -342649.321228 + Penalty 809.676649 = -341839.644579 nChanged 390 SP:Iteration 5F (558.528073 sec): 3 clusters Score: Raw -343023.510917 + Penalty 809.676649 = -342213.834267 nChanged 340 SP:Iteration 6Q (558.546365 sec): 3 clusters Score: Raw -343361.357620 + Penalty 809.676649 = -342551.680971 nChanged 252 SP:Iteration 7Q (558.564530 sec): 3 clusters Score: Raw -343580.402019 + Penalty 809.676649 = -342770.725370 nChanged 167 SP:Iteration 8Q (558.582596 sec): 3 clusters Score: Raw -343717.814036 + Penalty 809.676649 = -342908.137387 nChanged 126 SP:Iteration 9Q (558.600620 sec): 3 clusters Score: Raw -343794.567029 + Penalty 809.676649 = -342984.890379 nChanged 85 SP:Iteration 10Q (558.618567 sec): 3 clusters Score: Raw -343827.114070 + Penalty 809.676649 = -343017.437421 nChanged 64 SP:Iteration 11Q (558.636487 sec): 3 clusters Score: Raw -343850.410643 + Penalty 809.676649 = -343040.733993 nChanged 49 SP:Iteration 12Q (558.654367 sec): 3 clusters Score: Raw -343865.312775 + Penalty 809.676649 = -343055.636125 nChanged 35 SP:Iteration 13Q (558.672271 sec): 3 clusters Score: Raw -343876.673449 + Penalty 809.676649 = -343066.996800 nChanged 39 SP:Iteration 14Q (558.690171 sec): 3 clusters Score: Raw -343892.534915 + Penalty 809.676649 = -343082.858266 nChanged 29 SP:Iteration 15Q (558.708171 sec): 3 clusters Score: Raw -343904.842917 + Penalty 809.676649 = -343095.166268 nChanged 31 SP:Iteration 16Q (558.726005 sec): 3 clusters Score: Raw -343916.136036 + Penalty 809.676649 = -343106.459387 nChanged 35 SP:Iteration 17Q (558.743784 sec): 3 clusters Score: Raw -343934.632720 + Penalty 809.676649 = -343124.956070 nChanged 33 SP:Iteration 18Q (558.761574 sec): 3 clusters Score: Raw -343946.939078 + Penalty 809.676649 = -343137.262429 nChanged 34 SP:Iteration 19Q (558.779321 sec): 3 clusters Score: Raw -343961.802232 + Penalty 809.676649 = -343152.125583 nChanged 27 SP:Iteration 20F (558.797510 sec): 3 clusters Score: Raw -343975.367081 + Penalty 809.676649 = -343165.690432 nChanged 31 SP:Iteration 21Q (558.815173 sec): 3 clusters Score: Raw -343990.994759 + Penalty 809.676649 = -343181.318109 nChanged 26 SP:Iteration 22Q (558.832910 sec): 3 clusters Score: Raw -344004.749010 + Penalty 809.676649 = -343195.072361 nChanged 22 SP:Iteration 23Q (558.850643 sec): 3 clusters Score: Raw -344015.493120 + Penalty 809.676649 = -343205.816471 nChanged 21 SP:Iteration 24Q (558.868336 sec): 3 clusters Score: Raw -344024.080008 + Penalty 809.676649 = -343214.403358 nChanged 20 SP:Iteration 25Q (558.886099 sec): 3 clusters Score: Raw -344033.912701 + Penalty 809.676649 = -343224.236052 nChanged 18 SP:Iteration 26Q (558.903722 sec): 3 clusters Score: Raw -344040.918659 + Penalty 809.676649 = -343231.242010 nChanged 16 SP:Iteration 27Q (558.921398 sec): 3 clusters Score: Raw -344048.067917 + Penalty 809.676649 = -343238.391268 nChanged 13 SP:Iteration 28Q (558.939035 sec): 3 clusters Score: Raw -344054.850896 + Penalty 809.676649 = -343245.174246 nChanged 16 SP:Iteration 29Q (558.956701 sec): 3 clusters Score: Raw -344060.992883 + Penalty 809.676649 = -343251.316233 nChanged 11 SP:Iteration 30Q (558.974303 sec): 3 clusters Score: Raw -344064.841129 + Penalty 809.676649 = -343255.164479 nChanged 9 SP:Iteration 31Q (558.991934 sec): 3 clusters Score: Raw -344067.208511 + Penalty 809.676649 = -343257.531861 nChanged 6 SP:Iteration 32Q (559.009560 sec): 3 clusters Score: Raw -344069.274702 + Penalty 809.676649 = -343259.598052 nChanged 6 SP:Iteration 33Q (559.027200 sec): 3 clusters Score: Raw -344071.597420 + Penalty 809.676649 = -343261.920770 nChanged 3 SP:Iteration 34Q (559.044837 sec): 3 clusters Score: Raw -344072.015868 + Penalty 809.676649 = -343262.339218 nChanged 3 SP:Iteration 35Q (559.062437 sec): 3 clusters Score: Raw -344072.999110 + Penalty 809.676649 = -343263.322460 nChanged 3 SP:Iteration 36Q (559.080054 sec): 3 clusters Score: Raw -344073.728128 + Penalty 809.676649 = -343264.051478 nChanged 1 SP:Iteration 37Q (559.097657 sec): 3 clusters Score: Raw -344073.804920 + Penalty 809.676649 = -343264.128271 nChanged 0 SP:Iteration 38F (559.115818 sec): 3 clusters Score: Raw -344073.804920 + Penalty 809.676649 = -343264.128271 nChanged 0 Trying to split cluster 9 (53708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (559.167927 sec): 2 clusters Score: Raw -2462540.009382 + Penalty 495.554935 = -2462044.454447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (559.229537 sec): 3 clusters Score: Raw -2426870.045309 + Penalty 991.109869 = -2425878.935440 nChanged 26113 SP:Iteration 1F (559.284696 sec): 3 clusters Score: Raw -2444049.775925 + Penalty 991.109869 = -2443058.666055 nChanged 3218 SP:Iteration 2F (559.339540 sec): 3 clusters Score: Raw -2445599.427662 + Penalty 991.109869 = -2444608.317793 nChanged 3065 SP:Iteration 3F (559.394323 sec): 3 clusters Score: Raw -2447344.897512 + Penalty 991.109869 = -2446353.787643 nChanged 3173 SP:Iteration 4F (559.449213 sec): 3 clusters Score: Raw -2449469.792057 + Penalty 991.109869 = -2448478.682188 nChanged 3280 SP:Iteration 5F (559.504017 sec): 3 clusters Score: Raw -2451673.435344 + Penalty 991.109869 = -2450682.325475 nChanged 2835 SP:Iteration 6F (559.558960 sec): 3 clusters Score: Raw -2453278.871453 + Penalty 991.109869 = -2452287.761583 nChanged 2221 SP:Iteration 7Q (559.616689 sec): 3 clusters Score: Raw -2454115.954518 + Penalty 991.109869 = -2453124.844648 nChanged 1387 SP:Iteration 8Q (559.673927 sec): 3 clusters Score: Raw -2454445.320644 + Penalty 991.109869 = -2453454.210774 nChanged 883 SP:Iteration 9Q (559.731067 sec): 3 clusters Score: Raw -2454620.332955 + Penalty 991.109869 = -2453629.223086 nChanged 647 SP:Iteration 10Q (559.788256 sec): 3 clusters Score: Raw -2454758.593323 + Penalty 991.109869 = -2453767.483454 nChanged 629 SP:Iteration 11Q (559.845142 sec): 3 clusters Score: Raw -2454908.347932 + Penalty 991.109869 = -2453917.238063 nChanged 635 SP:Iteration 12Q (559.902079 sec): 3 clusters Score: Raw -2455062.378250 + Penalty 991.109869 = -2454071.268381 nChanged 693 SP:Iteration 13Q (559.958735 sec): 3 clusters Score: Raw -2455236.609700 + Penalty 991.109869 = -2454245.499831 nChanged 686 SP:Iteration 14Q (560.015217 sec): 3 clusters Score: Raw -2455409.376617 + Penalty 991.109869 = -2454418.266748 nChanged 730 SP:Iteration 15Q (560.071597 sec): 3 clusters Score: Raw -2455596.840971 + Penalty 991.109869 = -2454605.731102 nChanged 772 SP:Iteration 16Q (560.128109 sec): 3 clusters Score: Raw -2455808.307006 + Penalty 991.109869 = -2454817.197137 nChanged 824 SP:Iteration 17Q (560.184665 sec): 3 clusters Score: Raw -2456057.723074 + Penalty 991.109869 = -2455066.613205 nChanged 878 SP:Iteration 18Q (560.240693 sec): 3 clusters Score: Raw -2456327.360725 + Penalty 991.109869 = -2455336.250856 nChanged 887 SP:Iteration 19Q (560.296751 sec): 3 clusters Score: Raw -2456605.334248 + Penalty 991.109869 = -2455614.224379 nChanged 900 SP:Iteration 20F (560.351537 sec): 3 clusters Score: Raw -2456893.103032 + Penalty 991.109869 = -2455901.993163 nChanged 919 SP:Iteration 21Q (560.407610 sec): 3 clusters Score: Raw -2457211.366466 + Penalty 991.109869 = -2456220.256597 nChanged 968 SP:Iteration 22Q (560.463195 sec): 3 clusters Score: Raw -2457562.368395 + Penalty 991.109869 = -2456571.258526 nChanged 993 SP:Iteration 23Q (560.518890 sec): 3 clusters Score: Raw -2457945.441679 + Penalty 991.109869 = -2456954.331809 nChanged 1053 SP:Iteration 24Q (560.585210 sec): 3 clusters Score: Raw -2458386.106152 + Penalty 991.109869 = -2457394.996283 nChanged 1035 SP:Iteration 25Q (560.642186 sec): 3 clusters Score: Raw -2458845.293618 + Penalty 991.109869 = -2457854.183749 nChanged 1000 SP:Iteration 26Q (560.697502 sec): 3 clusters Score: Raw -2459320.481118 + Penalty 991.109869 = -2458329.371249 nChanged 996 SP:Iteration 27Q (560.752516 sec): 3 clusters Score: Raw -2459822.332698 + Penalty 991.109869 = -2458831.222828 nChanged 898 SP:Iteration 28Q (560.807265 sec): 3 clusters Score: Raw -2460288.958208 + Penalty 991.109869 = -2459297.848339 nChanged 850 SP:Iteration 29Q (560.862099 sec): 3 clusters Score: Raw -2460725.533914 + Penalty 991.109869 = -2459734.424045 nChanged 760 SP:Iteration 30Q (560.915918 sec): 3 clusters Score: Raw -2461110.662602 + Penalty 991.109869 = -2460119.552733 nChanged 711 SP:Iteration 31Q (560.969043 sec): 3 clusters Score: Raw -2461452.825688 + Penalty 991.109869 = -2460461.715818 nChanged 548 SP:Iteration 32Q (561.021876 sec): 3 clusters Score: Raw -2461690.503623 + Penalty 991.109869 = -2460699.393753 nChanged 476 SP:Iteration 33Q (561.074032 sec): 3 clusters Score: Raw -2461890.133824 + Penalty 991.109869 = -2460899.023955 nChanged 387 SP:Iteration 34Q (561.126108 sec): 3 clusters Score: Raw -2462031.134323 + Penalty 991.109869 = -2461040.024454 nChanged 317 SP:Iteration 35Q (561.177730 sec): 3 clusters Score: Raw -2462148.712171 + Penalty 991.109869 = -2461157.602302 nChanged 270 SP:Iteration 36Q (561.229199 sec): 3 clusters Score: Raw -2462246.941254 + Penalty 991.109869 = -2461255.831385 nChanged 202 SP:Iteration 37Q (561.280546 sec): 3 clusters Score: Raw -2462317.528469 + Penalty 991.109869 = -2461326.418600 nChanged 191 SP:Iteration 38Q (561.331686 sec): 3 clusters Score: Raw -2462378.561778 + Penalty 991.109869 = -2461387.451909 nChanged 166 SP:Iteration 39Q (561.382211 sec): 3 clusters Score: Raw -2462426.111729 + Penalty 991.109869 = -2461435.001860 nChanged 136 SP:Iteration 40F (561.435946 sec): 3 clusters Score: Raw -2462466.139466 + Penalty 991.109869 = -2461475.029596 nChanged 107 SP:Iteration 41Q (561.486634 sec): 3 clusters Score: Raw -2462496.602897 + Penalty 991.109869 = -2461505.493027 nChanged 83 SP:Iteration 42Q (561.536897 sec): 3 clusters Score: Raw -2462520.042142 + Penalty 991.109869 = -2461528.932273 nChanged 80 SP:Iteration 43Q (561.587240 sec): 3 clusters Score: Raw -2462540.079567 + Penalty 991.109869 = -2461548.969698 nChanged 59 SP:Iteration 44Q (561.637345 sec): 3 clusters Score: Raw -2462553.228902 + Penalty 991.109869 = -2461562.119032 nChanged 58 SP:Iteration 45Q (561.687279 sec): 3 clusters Score: Raw -2462566.039449 + Penalty 991.109869 = -2461574.929579 nChanged 53 SP:Iteration 46Q (561.737254 sec): 3 clusters Score: Raw -2462578.688250 + Penalty 991.109869 = -2461587.578380 nChanged 49 SP:Iteration 47Q (561.787097 sec): 3 clusters Score: Raw -2462591.946865 + Penalty 991.109869 = -2461600.836996 nChanged 49 SP:Iteration 48Q (561.837000 sec): 3 clusters Score: Raw -2462605.001809 + Penalty 991.109869 = -2461613.891940 nChanged 42 SP:Iteration 49Q (561.886958 sec): 3 clusters Score: Raw -2462618.539599 + Penalty 991.109869 = -2461627.429730 nChanged 47 SP:Iteration 50Q (561.936845 sec): 3 clusters Score: Raw -2462636.894946 + Penalty 991.109869 = -2461645.785076 nChanged 37 SP:Iteration 51Q (561.986726 sec): 3 clusters Score: Raw -2462652.467034 + Penalty 991.109869 = -2461661.357165 nChanged 40 SP:Iteration 52Q (562.036620 sec): 3 clusters Score: Raw -2462681.068971 + Penalty 991.109869 = -2461689.959102 nChanged 37 SP:Iteration 53Q (562.086386 sec): 3 clusters Score: Raw -2462704.994635 + Penalty 991.109869 = -2461713.884765 nChanged 45 SP:Iteration 54Q (562.136029 sec): 3 clusters Score: Raw -2462736.652002 + Penalty 991.109869 = -2461745.542132 nChanged 37 SP:Iteration 55Q (562.185771 sec): 3 clusters Score: Raw -2462752.630509 + Penalty 991.109869 = -2461761.520639 nChanged 35 SP:Iteration 56Q (562.235467 sec): 3 clusters Score: Raw -2462765.979197 + Penalty 991.109869 = -2461774.869327 nChanged 42 SP:Iteration 57Q (562.285156 sec): 3 clusters Score: Raw -2462781.435455 + Penalty 991.109869 = -2461790.325586 nChanged 44 SP:Iteration 58Q (562.334904 sec): 3 clusters Score: Raw -2462797.769244 + Penalty 991.109869 = -2461806.659375 nChanged 42 SP:Iteration 59Q (562.384533 sec): 3 clusters Score: Raw -2462811.773669 + Penalty 991.109869 = -2461820.663800 nChanged 34 SP:Iteration 60F (562.438408 sec): 3 clusters Score: Raw -2462821.587879 + Penalty 991.109869 = -2461830.478010 nChanged 34 SP:Iteration 61Q (562.488613 sec): 3 clusters Score: Raw -2462827.852088 + Penalty 991.109869 = -2461836.742219 nChanged 20 SP:Iteration 62Q (562.538422 sec): 3 clusters Score: Raw -2462833.005585 + Penalty 991.109869 = -2461841.895715 nChanged 15 SP:Iteration 63Q (562.588213 sec): 3 clusters Score: Raw -2462838.435920 + Penalty 991.109869 = -2461847.326051 nChanged 23 SP:Iteration 64Q (562.638546 sec): 3 clusters Score: Raw -2462844.063904 + Penalty 991.109869 = -2461852.954035 nChanged 18 SP:Iteration 65Q (562.688253 sec): 3 clusters Score: Raw -2462847.645472 + Penalty 991.109869 = -2461856.535603 nChanged 20 SP:Iteration 66Q (562.738007 sec): 3 clusters Score: Raw -2462853.343013 + Penalty 991.109869 = -2461862.233143 nChanged 26 SP:Iteration 67Q (562.787787 sec): 3 clusters Score: Raw -2462860.526373 + Penalty 991.109869 = -2461869.416503 nChanged 20 SP:Iteration 68Q (562.837752 sec): 3 clusters Score: Raw -2462864.742624 + Penalty 991.109869 = -2461873.632755 nChanged 13 SP:Iteration 69Q (562.888829 sec): 3 clusters Score: Raw -2462866.926596 + Penalty 991.109869 = -2461875.816727 nChanged 14 SP:Iteration 70Q (562.938623 sec): 3 clusters Score: Raw -2462869.044671 + Penalty 991.109869 = -2461877.934802 nChanged 8 SP:Iteration 71Q (562.988244 sec): 3 clusters Score: Raw -2462869.788400 + Penalty 991.109869 = -2461878.678531 nChanged 4 SP:Iteration 72Q (563.037910 sec): 3 clusters Score: Raw -2462870.187053 + Penalty 991.109869 = -2461879.077184 nChanged 4 SP:Iteration 73Q (563.087745 sec): 3 clusters Score: Raw -2462870.543419 + Penalty 991.109869 = -2461879.433550 nChanged 6 SP:Iteration 74Q (563.137356 sec): 3 clusters Score: Raw -2462871.062492 + Penalty 991.109869 = -2461879.952623 nChanged 5 SP:Iteration 75Q (563.187106 sec): 3 clusters Score: Raw -2462871.619711 + Penalty 991.109869 = -2461880.509841 nChanged 3 SP:Iteration 76Q (563.236888 sec): 3 clusters Score: Raw -2462872.471434 + Penalty 991.109869 = -2461881.361565 nChanged 9 SP:Iteration 77Q (563.286616 sec): 3 clusters Score: Raw -2462874.246057 + Penalty 991.109869 = -2461883.136187 nChanged 6 SP:Iteration 78Q (563.336473 sec): 3 clusters Score: Raw -2462875.217909 + Penalty 991.109869 = -2461884.108040 nChanged 6 SP:Iteration 79Q (563.386200 sec): 3 clusters Score: Raw -2462876.141052 + Penalty 991.109869 = -2461885.031183 nChanged 4 SP:Iteration 80F (563.440212 sec): 3 clusters Score: Raw -2462876.482679 + Penalty 991.109869 = -2461885.372810 nChanged 2 SP:Iteration 81Q (563.490825 sec): 3 clusters Score: Raw -2462876.587688 + Penalty 991.109869 = -2461885.477819 nChanged 0 SP:Iteration 82F (563.544514 sec): 3 clusters Score: Raw -2462876.587688 + Penalty 991.109869 = -2461885.477819 nChanged 0 Trying to split cluster 10 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.549286 sec): 2 clusters Score: Raw -37084.186301 + Penalty 306.747382 = -36777.438919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.552321 sec): 3 clusters Score: Raw -36697.854521 + Penalty 613.494763 = -36084.359757 nChanged 312 SP:Iteration 1F (563.554998 sec): 3 clusters Score: Raw -36942.501848 + Penalty 613.494763 = -36329.007085 nChanged 60 SP:Iteration 2F (563.557659 sec): 3 clusters Score: Raw -36983.541564 + Penalty 613.494763 = -36370.046801 nChanged 35 SP:Iteration 3Q (563.560318 sec): 3 clusters Score: Raw -37009.838152 + Penalty 613.494763 = -36396.343389 nChanged 22 SP:Iteration 4Q (563.562969 sec): 3 clusters Score: Raw -37027.984680 + Penalty 613.494763 = -36414.489917 nChanged 25 SP:Iteration 5Q (563.565696 sec): 3 clusters Score: Raw -37044.527030 + Penalty 613.494763 = -36431.032267 nChanged 16 SP:Iteration 6Q (563.568316 sec): 3 clusters Score: Raw -37054.963723 + Penalty 613.494763 = -36441.468959 nChanged 19 SP:Iteration 7Q (563.570960 sec): 3 clusters Score: Raw -37066.183895 + Penalty 613.494763 = -36452.689131 nChanged 12 SP:Iteration 8Q (563.573587 sec): 3 clusters Score: Raw -37077.174966 + Penalty 613.494763 = -36463.680203 nChanged 15 SP:Iteration 9Q (563.576204 sec): 3 clusters Score: Raw -37090.794092 + Penalty 613.494763 = -36477.299329 nChanged 10 SP:Iteration 10Q (563.578824 sec): 3 clusters Score: Raw -37102.093863 + Penalty 613.494763 = -36488.599100 nChanged 14 SP:Iteration 11Q (563.581435 sec): 3 clusters Score: Raw -37113.675795 + Penalty 613.494763 = -36500.181032 nChanged 10 SP:Iteration 12Q (563.584049 sec): 3 clusters Score: Raw -37120.271107 + Penalty 613.494763 = -36506.776344 nChanged 3 SP:Iteration 13Q (563.586663 sec): 3 clusters Score: Raw -37121.957621 + Penalty 613.494763 = -36508.462857 nChanged 3 SP:Iteration 14Q (563.589262 sec): 3 clusters Score: Raw -37123.110238 + Penalty 613.494763 = -36509.615475 nChanged 0 SP:Iteration 15F (563.591881 sec): 3 clusters Score: Raw -37123.110238 + Penalty 613.494763 = -36509.615475 nChanged 0 Trying to split cluster 11 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.597889 sec): 2 clusters Score: Raw -18953.943724 + Penalty 275.155434 = -18678.788290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.599678 sec): 3 clusters Score: Raw -18791.663052 + Penalty 550.310868 = -18241.352184 nChanged 132 SP:Iteration 1F (563.601242 sec): 3 clusters Score: Raw -18892.150799 + Penalty 550.310868 = -18341.839930 nChanged 31 SP:Iteration 2F (563.602808 sec): 3 clusters Score: Raw -18917.187362 + Penalty 550.310868 = -18366.876494 nChanged 13 SP:Iteration 3Q (563.604378 sec): 3 clusters Score: Raw -18930.342000 + Penalty 550.310868 = -18380.031132 nChanged 11 SP:Iteration 4Q (563.605949 sec): 3 clusters Score: Raw -18942.234872 + Penalty 550.310868 = -18391.924003 nChanged 8 SP:Iteration 5Q (563.607510 sec): 3 clusters Score: Raw -18951.547516 + Penalty 550.310868 = -18401.236648 nChanged 9 SP:Iteration 6Q (563.609059 sec): 3 clusters Score: Raw -18961.427392 + Penalty 550.310868 = -18411.116524 nChanged 7 SP:Iteration 7Q (563.610613 sec): 3 clusters Score: Raw -18969.799629 + Penalty 550.310868 = -18419.488761 nChanged 6 SP:Iteration 8Q (563.612170 sec): 3 clusters Score: Raw -18975.026377 + Penalty 550.310868 = -18424.715509 nChanged 5 SP:Iteration 9Q (563.613718 sec): 3 clusters Score: Raw -18979.285582 + Penalty 550.310868 = -18428.974714 nChanged 2 SP:Iteration 10Q (563.615245 sec): 3 clusters Score: Raw -18980.472064 + Penalty 550.310868 = -18430.161196 nChanged 1 SP:Iteration 11Q (563.616783 sec): 3 clusters Score: Raw -18981.471299 + Penalty 550.310868 = -18431.160431 nChanged 2 SP:Iteration 12Q (563.618320 sec): 3 clusters Score: Raw -18982.571066 + Penalty 550.310868 = -18432.260198 nChanged 0 SP:Iteration 13F (563.619867 sec): 3 clusters Score: Raw -18982.571066 + Penalty 550.310868 = -18432.260198 nChanged 0 Trying to split cluster 12 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.628116 sec): 2 clusters Score: Raw -73027.355382 + Penalty 329.220671 = -72698.134711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.632584 sec): 3 clusters Score: Raw -72314.951468 + Penalty 658.441342 = -71656.510127 nChanged 574 SP:Iteration 1F (563.636588 sec): 3 clusters Score: Raw -72701.928764 + Penalty 658.441342 = -72043.487423 nChanged 114 SP:Iteration 2F (563.640587 sec): 3 clusters Score: Raw -72767.752050 + Penalty 658.441342 = -72109.310708 nChanged 73 SP:Iteration 3F (563.644579 sec): 3 clusters Score: Raw -72809.495385 + Penalty 658.441342 = -72151.054044 nChanged 57 SP:Iteration 4Q (563.648590 sec): 3 clusters Score: Raw -72838.070898 + Penalty 658.441342 = -72179.629556 nChanged 44 SP:Iteration 5Q (563.652606 sec): 3 clusters Score: Raw -72861.085329 + Penalty 658.441342 = -72202.643987 nChanged 32 SP:Iteration 6Q (563.656595 sec): 3 clusters Score: Raw -72874.276413 + Penalty 658.441342 = -72215.835071 nChanged 27 SP:Iteration 7Q (563.660634 sec): 3 clusters Score: Raw -72882.737188 + Penalty 658.441342 = -72224.295846 nChanged 19 SP:Iteration 8Q (563.664642 sec): 3 clusters Score: Raw -72887.930615 + Penalty 658.441342 = -72229.489274 nChanged 14 SP:Iteration 9Q (563.668643 sec): 3 clusters Score: Raw -72891.098994 + Penalty 658.441342 = -72232.657652 nChanged 9 SP:Iteration 10Q (563.672644 sec): 3 clusters Score: Raw -72894.915480 + Penalty 658.441342 = -72236.474138 nChanged 10 SP:Iteration 11Q (563.676645 sec): 3 clusters Score: Raw -72898.009065 + Penalty 658.441342 = -72239.567723 nChanged 4 SP:Iteration 12Q (563.680628 sec): 3 clusters Score: Raw -72898.895629 + Penalty 658.441342 = -72240.454288 nChanged 2 SP:Iteration 13Q (563.684622 sec): 3 clusters Score: Raw -72899.125272 + Penalty 658.441342 = -72240.683930 nChanged 4 SP:Iteration 14Q (563.688615 sec): 3 clusters Score: Raw -72900.139471 + Penalty 658.441342 = -72241.698129 nChanged 4 SP:Iteration 15Q (563.692623 sec): 3 clusters Score: Raw -72901.036173 + Penalty 658.441342 = -72242.594831 nChanged 5 SP:Iteration 16Q (563.696625 sec): 3 clusters Score: Raw -72902.292491 + Penalty 658.441342 = -72243.851149 nChanged 5 SP:Iteration 17Q (563.700616 sec): 3 clusters Score: Raw -72904.207493 + Penalty 658.441342 = -72245.766151 nChanged 3 SP:Iteration 18Q (563.704600 sec): 3 clusters Score: Raw -72904.943379 + Penalty 658.441342 = -72246.502037 nChanged 8 SP:Iteration 19Q (563.708594 sec): 3 clusters Score: Raw -72907.291703 + Penalty 658.441342 = -72248.850361 nChanged 7 SP:Iteration 20F (563.712565 sec): 3 clusters Score: Raw -72909.752493 + Penalty 658.441342 = -72251.311152 nChanged 13 SP:Iteration 21Q (563.716567 sec): 3 clusters Score: Raw -72913.386112 + Penalty 658.441342 = -72254.944770 nChanged 10 SP:Iteration 22Q (563.720558 sec): 3 clusters Score: Raw -72916.478629 + Penalty 658.441342 = -72258.037287 nChanged 11 SP:Iteration 23Q (563.724578 sec): 3 clusters Score: Raw -72919.926044 + Penalty 658.441342 = -72261.484702 nChanged 14 SP:Iteration 24Q (563.728571 sec): 3 clusters Score: Raw -72924.119684 + Penalty 658.441342 = -72265.678342 nChanged 6 SP:Iteration 25Q (563.732562 sec): 3 clusters Score: Raw -72926.003639 + Penalty 658.441342 = -72267.562297 nChanged 5 SP:Iteration 26Q (563.736551 sec): 3 clusters Score: Raw -72927.590068 + Penalty 658.441342 = -72269.148726 nChanged 6 SP:Iteration 27Q (563.740543 sec): 3 clusters Score: Raw -72929.300140 + Penalty 658.441342 = -72270.858798 nChanged 4 SP:Iteration 28Q (563.744537 sec): 3 clusters Score: Raw -72931.768205 + Penalty 658.441342 = -72273.326863 nChanged 6 SP:Iteration 29Q (563.748540 sec): 3 clusters Score: Raw -72933.007760 + Penalty 658.441342 = -72274.566418 nChanged 5 SP:Iteration 30Q (563.752539 sec): 3 clusters Score: Raw -72933.753418 + Penalty 658.441342 = -72275.312076 nChanged 4 SP:Iteration 31Q (563.756571 sec): 3 clusters Score: Raw -72934.716429 + Penalty 658.441342 = -72276.275087 nChanged 3 SP:Iteration 32Q (563.760567 sec): 3 clusters Score: Raw -72935.493931 + Penalty 658.441342 = -72277.052589 nChanged 2 SP:Iteration 33Q (563.764555 sec): 3 clusters Score: Raw -72936.032157 + Penalty 658.441342 = -72277.590815 nChanged 2 SP:Iteration 34Q (563.768545 sec): 3 clusters Score: Raw -72936.744684 + Penalty 658.441342 = -72278.303342 nChanged 1 SP:Iteration 35Q (563.772533 sec): 3 clusters Score: Raw -72937.520091 + Penalty 658.441342 = -72279.078749 nChanged 2 SP:Iteration 36Q (563.776520 sec): 3 clusters Score: Raw -72937.734338 + Penalty 658.441342 = -72279.292996 nChanged 0 SP:Iteration 37F (563.780470 sec): 3 clusters Score: Raw -72937.734338 + Penalty 658.441342 = -72279.292996 nChanged 0 Trying to split cluster 13 (30975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.815183 sec): 2 clusters Score: Raw -1502519.153205 + Penalty 470.512575 = -1502048.640631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.855779 sec): 3 clusters Score: Raw -1482514.578969 + Penalty 941.025149 = -1481573.553820 nChanged 14830 SP:Iteration 1F (563.892303 sec): 3 clusters Score: Raw -1492348.024756 + Penalty 941.025149 = -1491406.999607 nChanged 1971 SP:Iteration 2F (563.929076 sec): 3 clusters Score: Raw -1493688.496989 + Penalty 941.025149 = -1492747.471839 nChanged 2079 SP:Iteration 3F (563.965776 sec): 3 clusters Score: Raw -1495137.443533 + Penalty 941.025149 = -1494196.418383 nChanged 2136 SP:Iteration 4F (564.002765 sec): 3 clusters Score: Raw -1496622.263348 + Penalty 941.025149 = -1495681.238199 nChanged 1923 SP:Iteration 5F (564.039761 sec): 3 clusters Score: Raw -1497872.774068 + Penalty 941.025149 = -1496931.748918 nChanged 1628 SP:Iteration 6F (564.076591 sec): 3 clusters Score: Raw -1498723.897119 + Penalty 941.025149 = -1497782.871970 nChanged 1207 SP:Iteration 7Q (564.114169 sec): 3 clusters Score: Raw -1499170.766159 + Penalty 941.025149 = -1498229.741010 nChanged 826 SP:Iteration 8Q (564.151386 sec): 3 clusters Score: Raw -1499381.525489 + Penalty 941.025149 = -1498440.500340 nChanged 559 SP:Iteration 9Q (564.188543 sec): 3 clusters Score: Raw -1499501.987258 + Penalty 941.025149 = -1498560.962108 nChanged 463 SP:Iteration 10Q (564.225624 sec): 3 clusters Score: Raw -1499598.906002 + Penalty 941.025149 = -1498657.880853 nChanged 422 SP:Iteration 11Q (564.262636 sec): 3 clusters Score: Raw -1499698.746043 + Penalty 941.025149 = -1498757.720894 nChanged 456 SP:Iteration 12Q (564.299332 sec): 3 clusters Score: Raw -1499824.065889 + Penalty 941.025149 = -1498883.040739 nChanged 480 SP:Iteration 13Q (564.336204 sec): 3 clusters Score: Raw -1499964.283859 + Penalty 941.025149 = -1499023.258710 nChanged 485 SP:Iteration 14Q (564.372806 sec): 3 clusters Score: Raw -1500107.344984 + Penalty 941.025149 = -1499166.319835 nChanged 474 SP:Iteration 15Q (564.409553 sec): 3 clusters Score: Raw -1500258.741472 + Penalty 941.025149 = -1499317.716323 nChanged 485 SP:Iteration 16Q (564.446252 sec): 3 clusters Score: Raw -1500404.814834 + Penalty 941.025149 = -1499463.789685 nChanged 450 SP:Iteration 17Q (564.482627 sec): 3 clusters Score: Raw -1500542.666935 + Penalty 941.025149 = -1499601.641786 nChanged 391 SP:Iteration 18Q (564.519292 sec): 3 clusters Score: Raw -1500662.374214 + Penalty 941.025149 = -1499721.349065 nChanged 385 SP:Iteration 19Q (564.555724 sec): 3 clusters Score: Raw -1500772.708205 + Penalty 941.025149 = -1499831.683055 nChanged 352 SP:Iteration 20F (564.592458 sec): 3 clusters Score: Raw -1500867.316559 + Penalty 941.025149 = -1499926.291410 nChanged 346 SP:Iteration 21Q (564.628961 sec): 3 clusters Score: Raw -1500962.398329 + Penalty 941.025149 = -1500021.373180 nChanged 314 SP:Iteration 22Q (564.665279 sec): 3 clusters Score: Raw -1501053.119440 + Penalty 941.025149 = -1500112.094290 nChanged 327 SP:Iteration 23Q (564.701709 sec): 3 clusters Score: Raw -1501154.700051 + Penalty 941.025149 = -1500213.674902 nChanged 312 SP:Iteration 24Q (564.751541 sec): 3 clusters Score: Raw -1501254.168608 + Penalty 941.025149 = -1500313.143458 nChanged 317 SP:Iteration 25Q (564.787023 sec): 3 clusters Score: Raw -1501363.422837 + Penalty 941.025149 = -1500422.397688 nChanged 335 SP:Iteration 26Q (564.823123 sec): 3 clusters Score: Raw -1501480.187021 + Penalty 941.025149 = -1500539.161872 nChanged 347 SP:Iteration 27Q (564.859383 sec): 3 clusters Score: Raw -1501609.545592 + Penalty 941.025149 = -1500668.520443 nChanged 341 SP:Iteration 28Q (564.895604 sec): 3 clusters Score: Raw -1501745.267060 + Penalty 941.025149 = -1500804.241911 nChanged 319 SP:Iteration 29Q (564.932775 sec): 3 clusters Score: Raw -1501874.215989 + Penalty 941.025149 = -1500933.190840 nChanged 271 SP:Iteration 30Q (564.967984 sec): 3 clusters Score: Raw -1501997.531499 + Penalty 941.025149 = -1501056.506350 nChanged 265 SP:Iteration 31Q (565.004036 sec): 3 clusters Score: Raw -1502143.794370 + Penalty 941.025149 = -1501202.769221 nChanged 249 SP:Iteration 32Q (565.039508 sec): 3 clusters Score: Raw -1502301.122497 + Penalty 941.025149 = -1501360.097348 nChanged 233 SP:Iteration 33Q (565.075518 sec): 3 clusters Score: Raw -1502429.211091 + Penalty 941.025149 = -1501488.185942 nChanged 200 SP:Iteration 34Q (565.110928 sec): 3 clusters Score: Raw -1502525.723128 + Penalty 941.025149 = -1501584.697979 nChanged 181 SP:Iteration 35Q (565.159448 sec): 3 clusters Score: Raw -1502598.171112 + Penalty 941.025149 = -1501657.145963 nChanged 146 SP:Iteration 36Q (565.194583 sec): 3 clusters Score: Raw -1502645.133997 + Penalty 941.025149 = -1501704.108848 nChanged 116 SP:Iteration 37Q (565.229507 sec): 3 clusters Score: Raw -1502683.107226 + Penalty 941.025149 = -1501742.082077 nChanged 103 SP:Iteration 38Q (565.264499 sec): 3 clusters Score: Raw -1502712.734788 + Penalty 941.025149 = -1501771.709639 nChanged 82 SP:Iteration 39Q (565.299836 sec): 3 clusters Score: Raw -1502734.791958 + Penalty 941.025149 = -1501793.766809 nChanged 82 SP:Iteration 40F (565.336520 sec): 3 clusters Score: Raw -1502756.851855 + Penalty 941.025149 = -1501815.826705 nChanged 67 SP:Iteration 41Q (565.371996 sec): 3 clusters Score: Raw -1502775.350604 + Penalty 941.025149 = -1501834.325455 nChanged 65 SP:Iteration 42Q (565.408069 sec): 3 clusters Score: Raw -1502791.963443 + Penalty 941.025149 = -1501850.938294 nChanged 65 SP:Iteration 43Q (565.442666 sec): 3 clusters Score: Raw -1502811.281470 + Penalty 941.025149 = -1501870.256320 nChanged 66 SP:Iteration 44Q (565.477579 sec): 3 clusters Score: Raw -1502829.884558 + Penalty 941.025149 = -1501888.859409 nChanged 54 SP:Iteration 45Q (565.512575 sec): 3 clusters Score: Raw -1502841.902569 + Penalty 941.025149 = -1501900.877420 nChanged 45 SP:Iteration 46Q (565.547542 sec): 3 clusters Score: Raw -1502850.145112 + Penalty 941.025149 = -1501909.119962 nChanged 38 SP:Iteration 47Q (565.582520 sec): 3 clusters Score: Raw -1502856.312455 + Penalty 941.025149 = -1501915.287305 nChanged 42 SP:Iteration 48Q (565.617519 sec): 3 clusters Score: Raw -1502862.929276 + Penalty 941.025149 = -1501921.904127 nChanged 32 SP:Iteration 49Q (565.652437 sec): 3 clusters Score: Raw -1502867.073286 + Penalty 941.025149 = -1501926.048137 nChanged 29 SP:Iteration 50Q (565.687564 sec): 3 clusters Score: Raw -1502870.268825 + Penalty 941.025149 = -1501929.243676 nChanged 28 SP:Iteration 51Q (565.722525 sec): 3 clusters Score: Raw -1502873.839135 + Penalty 941.025149 = -1501932.813986 nChanged 24 SP:Iteration 52Q (565.757744 sec): 3 clusters Score: Raw -1502876.108358 + Penalty 941.025149 = -1501935.083208 nChanged 16 SP:Iteration 53Q (565.792635 sec): 3 clusters Score: Raw -1502877.346630 + Penalty 941.025149 = -1501936.321481 nChanged 10 SP:Iteration 54Q (565.827586 sec): 3 clusters Score: Raw -1502878.081428 + Penalty 941.025149 = -1501937.056279 nChanged 15 SP:Iteration 55Q (565.862423 sec): 3 clusters Score: Raw -1502879.181282 + Penalty 941.025149 = -1501938.156133 nChanged 12 SP:Iteration 56Q (565.897328 sec): 3 clusters Score: Raw -1502879.970366 + Penalty 941.025149 = -1501938.945217 nChanged 13 SP:Iteration 57Q (565.932412 sec): 3 clusters Score: Raw -1502880.698128 + Penalty 941.025149 = -1501939.672978 nChanged 9 SP:Iteration 58Q (565.967441 sec): 3 clusters Score: Raw -1502881.221509 + Penalty 941.025149 = -1501940.196360 nChanged 7 SP:Iteration 59Q (566.002292 sec): 3 clusters Score: Raw -1502881.834738 + Penalty 941.025149 = -1501940.809589 nChanged 12 SP:Iteration 60F (566.039103 sec): 3 clusters Score: Raw -1502882.565594 + Penalty 941.025149 = -1501941.540445 nChanged 9 SP:Iteration 61Q (566.074247 sec): 3 clusters Score: Raw -1502883.223719 + Penalty 941.025149 = -1501942.198569 nChanged 10 SP:Iteration 62Q (566.109092 sec): 3 clusters Score: Raw -1502883.820635 + Penalty 941.025149 = -1501942.795485 nChanged 4 SP:Iteration 63Q (566.143952 sec): 3 clusters Score: Raw -1502883.980708 + Penalty 941.025149 = -1501942.955558 nChanged 3 SP:Iteration 64Q (566.179023 sec): 3 clusters Score: Raw -1502884.097112 + Penalty 941.025149 = -1501943.071963 nChanged 4 SP:Iteration 65Q (566.213957 sec): 3 clusters Score: Raw -1502884.264105 + Penalty 941.025149 = -1501943.238955 nChanged 3 SP:Iteration 66Q (566.248980 sec): 3 clusters Score: Raw -1502884.374548 + Penalty 941.025149 = -1501943.349399 nChanged 1 SP:Iteration 67Q (566.283955 sec): 3 clusters Score: Raw -1502884.389136 + Penalty 941.025149 = -1501943.363987 nChanged 1 SP:Iteration 68Q (566.318970 sec): 3 clusters Score: Raw -1502884.431467 + Penalty 941.025149 = -1501943.406318 nChanged 2 SP:Iteration 69Q (566.353926 sec): 3 clusters Score: Raw -1502884.570196 + Penalty 941.025149 = -1501943.545047 nChanged 2 SP:Iteration 70Q (566.388847 sec): 3 clusters Score: Raw -1502884.694143 + Penalty 941.025149 = -1501943.668993 nChanged 5 SP:Iteration 71Q (566.423724 sec): 3 clusters Score: Raw -1502885.241713 + Penalty 941.025149 = -1501944.216564 nChanged 11 SP:Iteration 72Q (566.458737 sec): 3 clusters Score: Raw -1502886.344936 + Penalty 941.025149 = -1501945.319786 nChanged 10 SP:Iteration 73Q (566.493894 sec): 3 clusters Score: Raw -1502887.007410 + Penalty 941.025149 = -1501945.982261 nChanged 10 SP:Iteration 74Q (566.528889 sec): 3 clusters Score: Raw -1502887.638244 + Penalty 941.025149 = -1501946.613095 nChanged 10 SP:Iteration 75Q (566.563920 sec): 3 clusters Score: Raw -1502888.264767 + Penalty 941.025149 = -1501947.239618 nChanged 8 SP:Iteration 76Q (566.598758 sec): 3 clusters Score: Raw -1502888.947162 + Penalty 941.025149 = -1501947.922013 nChanged 10 SP:Iteration 77Q (566.633716 sec): 3 clusters Score: Raw -1502889.760084 + Penalty 941.025149 = -1501948.734934 nChanged 10 SP:Iteration 78Q (566.668538 sec): 3 clusters Score: Raw -1502890.904064 + Penalty 941.025149 = -1501949.878915 nChanged 9 SP:Iteration 79Q (566.703420 sec): 3 clusters Score: Raw -1502891.552839 + Penalty 941.025149 = -1501950.527690 nChanged 8 SP:Iteration 80F (566.740204 sec): 3 clusters Score: Raw -1502891.969605 + Penalty 941.025149 = -1501950.944456 nChanged 9 SP:Iteration 81Q (566.775255 sec): 3 clusters Score: Raw -1502892.666937 + Penalty 941.025149 = -1501951.641788 nChanged 2 SP:Iteration 82Q (566.810365 sec): 3 clusters Score: Raw -1502892.850799 + Penalty 941.025149 = -1501951.825650 nChanged 3 SP:Iteration 83Q (566.845301 sec): 3 clusters Score: Raw -1502893.051110 + Penalty 941.025149 = -1501952.025961 nChanged 1 SP:Iteration 84Q (566.880466 sec): 3 clusters Score: Raw -1502893.084646 + Penalty 941.025149 = -1501952.059497 nChanged 1 SP:Iteration 85Q (566.915394 sec): 3 clusters Score: Raw -1502893.110007 + Penalty 941.025149 = -1501952.084857 nChanged 1 SP:Iteration 86Q (566.950256 sec): 3 clusters Score: Raw -1502893.146325 + Penalty 941.025149 = -1501952.121175 nChanged 0 SP:Iteration 87F (566.986827 sec): 3 clusters Score: Raw -1502893.146325 + Penalty 941.025149 = -1501952.121175 nChanged 0 Trying to split cluster 14 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.998184 sec): 2 clusters Score: Raw -34972.508157 + Penalty 307.228302 = -34665.279855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.001251 sec): 3 clusters Score: Raw -34578.343896 + Penalty 614.456604 = -33963.887292 nChanged 324 SP:Iteration 1F (567.003968 sec): 3 clusters Score: Raw -34779.419652 + Penalty 614.456604 = -34164.963047 nChanged 74 SP:Iteration 2F (567.006655 sec): 3 clusters Score: Raw -34834.266509 + Penalty 614.456604 = -34219.809904 nChanged 59 SP:Iteration 3F (567.009405 sec): 3 clusters Score: Raw -34906.288947 + Penalty 614.456604 = -34291.832343 nChanged 40 SP:Iteration 4Q (567.012119 sec): 3 clusters Score: Raw -34957.402243 + Penalty 614.456604 = -34342.945639 nChanged 38 SP:Iteration 5Q (567.014794 sec): 3 clusters Score: Raw -35008.542271 + Penalty 614.456604 = -34394.085667 nChanged 42 SP:Iteration 6Q (567.017462 sec): 3 clusters Score: Raw -35073.158289 + Penalty 614.456604 = -34458.701685 nChanged 30 SP:Iteration 7Q (567.020115 sec): 3 clusters Score: Raw -35114.924662 + Penalty 614.456604 = -34500.468058 nChanged 26 SP:Iteration 8Q (567.022750 sec): 3 clusters Score: Raw -35144.105538 + Penalty 614.456604 = -34529.648933 nChanged 28 SP:Iteration 9Q (567.025378 sec): 3 clusters Score: Raw -35178.658594 + Penalty 614.456604 = -34564.201990 nChanged 26 SP:Iteration 10Q (567.028004 sec): 3 clusters Score: Raw -35212.356384 + Penalty 614.456604 = -34597.899780 nChanged 21 SP:Iteration 11Q (567.030611 sec): 3 clusters Score: Raw -35230.242017 + Penalty 614.456604 = -34615.785413 nChanged 12 SP:Iteration 12Q (567.033217 sec): 3 clusters Score: Raw -35242.239514 + Penalty 614.456604 = -34627.782910 nChanged 15 SP:Iteration 13Q (567.035817 sec): 3 clusters Score: Raw -35252.033702 + Penalty 614.456604 = -34637.577098 nChanged 7 SP:Iteration 14Q (567.038407 sec): 3 clusters Score: Raw -35254.411910 + Penalty 614.456604 = -34639.955306 nChanged 2 SP:Iteration 15Q (567.040989 sec): 3 clusters Score: Raw -35255.433577 + Penalty 614.456604 = -34640.976973 nChanged 0 SP:Iteration 16F (567.043678 sec): 3 clusters Score: Raw -35255.458306 + Penalty 614.456604 = -34641.001702 nChanged 1 SP:Iteration 17Q (567.046286 sec): 3 clusters Score: Raw -35256.065658 + Penalty 614.456604 = -34641.609054 nChanged 2 SP:Iteration 18Q (567.048888 sec): 3 clusters Score: Raw -35257.556449 + Penalty 614.456604 = -34643.099845 nChanged 2 SP:Iteration 19Q (567.051480 sec): 3 clusters Score: Raw -35258.190170 + Penalty 614.456604 = -34643.733566 nChanged 3 SP:Iteration 20F (567.054122 sec): 3 clusters Score: Raw -35259.050656 + Penalty 614.456604 = -34644.594051 nChanged 2 SP:Iteration 21Q (567.056710 sec): 3 clusters Score: Raw -35259.568023 + Penalty 614.456604 = -34645.111419 nChanged 0 SP:Iteration 22F (567.059349 sec): 3 clusters Score: Raw -35259.568023 + Penalty 614.456604 = -34645.111419 nChanged 0 Trying to split cluster 15 (3296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.074879 sec): 2 clusters Score: Raw -161075.999758 + Penalty 368.571153 = -160707.428606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.084671 sec): 3 clusters Score: Raw -159163.541614 + Penalty 737.142305 = -158426.399309 nChanged 1433 SP:Iteration 1F (567.093417 sec): 3 clusters Score: Raw -159921.001038 + Penalty 737.142305 = -159183.858733 nChanged 204 SP:Iteration 2F (567.102219 sec): 3 clusters Score: Raw -160010.123324 + Penalty 737.142305 = -159272.981019 nChanged 170 SP:Iteration 3F (567.111031 sec): 3 clusters Score: Raw -160112.783145 + Penalty 737.142305 = -159375.640840 nChanged 197 SP:Iteration 4F (567.119767 sec): 3 clusters Score: Raw -160245.673733 + Penalty 737.142305 = -159508.531428 nChanged 183 SP:Iteration 5F (567.128516 sec): 3 clusters Score: Raw -160357.970271 + Penalty 737.142305 = -159620.827966 nChanged 161 SP:Iteration 6Q (567.137215 sec): 3 clusters Score: Raw -160460.622264 + Penalty 737.142305 = -159723.479959 nChanged 163 SP:Iteration 7Q (567.145904 sec): 3 clusters Score: Raw -160565.965992 + Penalty 737.142305 = -159828.823687 nChanged 135 SP:Iteration 8Q (567.154514 sec): 3 clusters Score: Raw -160670.725957 + Penalty 737.142305 = -159933.583652 nChanged 127 SP:Iteration 9Q (567.163125 sec): 3 clusters Score: Raw -160761.189788 + Penalty 737.142305 = -160024.047483 nChanged 111 SP:Iteration 10Q (567.171954 sec): 3 clusters Score: Raw -160837.836483 + Penalty 737.142305 = -160100.694178 nChanged 97 SP:Iteration 11Q (567.180508 sec): 3 clusters Score: Raw -160897.337151 + Penalty 737.142305 = -160160.194846 nChanged 81 SP:Iteration 12Q (567.189034 sec): 3 clusters Score: Raw -160946.197692 + Penalty 737.142305 = -160209.055387 nChanged 69 SP:Iteration 13Q (567.197536 sec): 3 clusters Score: Raw -160981.815255 + Penalty 737.142305 = -160244.672950 nChanged 40 SP:Iteration 14Q (567.206048 sec): 3 clusters Score: Raw -160995.812330 + Penalty 737.142305 = -160258.670025 nChanged 40 SP:Iteration 15Q (567.214524 sec): 3 clusters Score: Raw -161008.416305 + Penalty 737.142305 = -160271.274000 nChanged 30 SP:Iteration 16Q (567.222977 sec): 3 clusters Score: Raw -161018.134138 + Penalty 737.142305 = -160280.991833 nChanged 22 SP:Iteration 17Q (567.231435 sec): 3 clusters Score: Raw -161029.542021 + Penalty 737.142305 = -160292.399716 nChanged 23 SP:Iteration 18Q (567.239976 sec): 3 clusters Score: Raw -161039.478440 + Penalty 737.142305 = -160302.336135 nChanged 18 SP:Iteration 19Q (567.248385 sec): 3 clusters Score: Raw -161048.894143 + Penalty 737.142305 = -160311.751838 nChanged 20 SP:Iteration 20F (567.257039 sec): 3 clusters Score: Raw -161056.875522 + Penalty 737.142305 = -160319.733217 nChanged 14 SP:Iteration 21Q (567.265512 sec): 3 clusters Score: Raw -161060.923683 + Penalty 737.142305 = -160323.781378 nChanged 10 SP:Iteration 22Q (567.273949 sec): 3 clusters Score: Raw -161063.049147 + Penalty 737.142305 = -160325.906842 nChanged 7 SP:Iteration 23Q (567.282356 sec): 3 clusters Score: Raw -161066.471133 + Penalty 737.142305 = -160329.328828 nChanged 13 SP:Iteration 24Q (567.290770 sec): 3 clusters Score: Raw -161070.613870 + Penalty 737.142305 = -160333.471565 nChanged 9 SP:Iteration 25Q (567.299229 sec): 3 clusters Score: Raw -161074.416867 + Penalty 737.142305 = -160337.274562 nChanged 12 SP:Iteration 26Q (567.307633 sec): 3 clusters Score: Raw -161080.026858 + Penalty 737.142305 = -160342.884553 nChanged 11 SP:Iteration 27Q (567.316029 sec): 3 clusters Score: Raw -161083.565627 + Penalty 737.142305 = -160346.423322 nChanged 12 SP:Iteration 28Q (567.324432 sec): 3 clusters Score: Raw -161088.080922 + Penalty 737.142305 = -160350.938617 nChanged 6 SP:Iteration 29Q (567.332855 sec): 3 clusters Score: Raw -161089.529212 + Penalty 737.142305 = -160352.386907 nChanged 4 SP:Iteration 30Q (567.341256 sec): 3 clusters Score: Raw -161090.655738 + Penalty 737.142305 = -160353.513433 nChanged 7 SP:Iteration 31Q (567.349677 sec): 3 clusters Score: Raw -161092.901534 + Penalty 737.142305 = -160355.759229 nChanged 6 SP:Iteration 32Q (567.358085 sec): 3 clusters Score: Raw -161094.000264 + Penalty 737.142305 = -160356.857959 nChanged 5 SP:Iteration 33Q (567.366509 sec): 3 clusters Score: Raw -161095.131789 + Penalty 737.142305 = -160357.989484 nChanged 7 SP:Iteration 34Q (567.374861 sec): 3 clusters Score: Raw -161096.847673 + Penalty 737.142305 = -160359.705368 nChanged 6 SP:Iteration 35Q (567.383086 sec): 3 clusters Score: Raw -161098.897258 + Penalty 737.142305 = -160361.754953 nChanged 4 SP:Iteration 36Q (567.391464 sec): 3 clusters Score: Raw -161100.754980 + Penalty 737.142305 = -160363.612674 nChanged 4 SP:Iteration 37Q (567.399874 sec): 3 clusters Score: Raw -161101.872396 + Penalty 737.142305 = -160364.730091 nChanged 2 SP:Iteration 38Q (567.408258 sec): 3 clusters Score: Raw -161102.462587 + Penalty 737.142305 = -160365.320282 nChanged 3 SP:Iteration 39Q (567.416617 sec): 3 clusters Score: Raw -161102.972076 + Penalty 737.142305 = -160365.829771 nChanged 0 SP:Iteration 40F (567.425173 sec): 3 clusters Score: Raw -161102.972076 + Penalty 737.142305 = -160365.829771 nChanged 0 Trying to split cluster 16 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.430246 sec): 2 clusters Score: Raw -3591.360112 + Penalty 214.283624 = -3377.076488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.431178 sec): 3 clusters Score: Raw -3598.938611 + Penalty 428.567248 = -3170.371362 nChanged 23 SP:Iteration 1F (567.431976 sec): 3 clusters Score: Raw -3651.180039 + Penalty 428.567248 = -3222.612790 nChanged 10 SP:Iteration 2F (567.432773 sec): 3 clusters Score: Raw -3675.629455 + Penalty 428.567248 = -3247.062207 nChanged 2 SP:Iteration 3Q (567.433561 sec): 3 clusters Score: Raw -3678.351703 + Penalty 428.567248 = -3249.784455 nChanged 1 SP:Iteration 4Q (567.434352 sec): 3 clusters Score: Raw -3679.692718 + Penalty 428.567248 = -3251.125470 nChanged 0 SP:Iteration 5F (567.435142 sec): 3 clusters Score: Raw -3679.692718 + Penalty 428.567248 = -3251.125470 nChanged 0 Trying to split cluster 17 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.441418 sec): 2 clusters Score: Raw -32451.164064 + Penalty 298.462493 = -32152.701571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.444019 sec): 3 clusters Score: Raw -32115.512985 + Penalty 596.924987 = -31518.587998 nChanged 274 SP:Iteration 1F (567.446304 sec): 3 clusters Score: Raw -32334.633854 + Penalty 596.924987 = -31737.708868 nChanged 73 SP:Iteration 2F (567.448578 sec): 3 clusters Score: Raw -32394.738551 + Penalty 596.924987 = -31797.813564 nChanged 43 SP:Iteration 3F (567.450847 sec): 3 clusters Score: Raw -32431.140852 + Penalty 596.924987 = -31834.215866 nChanged 33 SP:Iteration 4Q (567.453122 sec): 3 clusters Score: Raw -32454.208741 + Penalty 596.924987 = -31857.283754 nChanged 16 SP:Iteration 5Q (567.457847 sec): 3 clusters Score: Raw -32463.017385 + Penalty 596.924987 = -31866.092398 nChanged 11 SP:Iteration 6Q (567.460100 sec): 3 clusters Score: Raw -32467.697430 + Penalty 596.924987 = -31870.772444 nChanged 7 SP:Iteration 7Q (567.462308 sec): 3 clusters Score: Raw -32472.098525 + Penalty 596.924987 = -31875.173539 nChanged 4 SP:Iteration 8Q (567.464534 sec): 3 clusters Score: Raw -32473.937538 + Penalty 596.924987 = -31877.012552 nChanged 3 SP:Iteration 9Q (567.466756 sec): 3 clusters Score: Raw -32476.131218 + Penalty 596.924987 = -31879.206232 nChanged 3 SP:Iteration 10Q (567.468974 sec): 3 clusters Score: Raw -32477.394702 + Penalty 596.924987 = -31880.469716 nChanged 3 SP:Iteration 11Q (567.471184 sec): 3 clusters Score: Raw -32479.282604 + Penalty 596.924987 = -31882.357618 nChanged 2 SP:Iteration 12Q (567.473403 sec): 3 clusters Score: Raw -32480.607277 + Penalty 596.924987 = -31883.682291 nChanged 3 SP:Iteration 13Q (567.475632 sec): 3 clusters Score: Raw -32481.339105 + Penalty 596.924987 = -31884.414118 nChanged 1 SP:Iteration 14Q (567.477853 sec): 3 clusters Score: Raw -32481.746561 + Penalty 596.924987 = -31884.821575 nChanged 1 SP:Iteration 15Q (567.480072 sec): 3 clusters Score: Raw -32482.132195 + Penalty 596.924987 = -31885.207209 nChanged 1 SP:Iteration 16Q (567.482289 sec): 3 clusters Score: Raw -32482.264006 + Penalty 596.924987 = -31885.339020 nChanged 0 SP:Iteration 17F (567.484502 sec): 3 clusters Score: Raw -32482.264006 + Penalty 596.924987 = -31885.339020 nChanged 0 Trying to split cluster 18 (19608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.510628 sec): 2 clusters Score: Raw -943454.768411 + Penalty 449.708028 = -943005.060383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.540766 sec): 3 clusters Score: Raw -930748.666635 + Penalty 899.416056 = -929849.250579 nChanged 9405 SP:Iteration 1F (567.568674 sec): 3 clusters Score: Raw -936390.594930 + Penalty 899.416056 = -935491.178874 nChanged 1219 SP:Iteration 2F (567.596480 sec): 3 clusters Score: Raw -937061.528640 + Penalty 899.416056 = -936162.112584 nChanged 1521 SP:Iteration 3F (567.624590 sec): 3 clusters Score: Raw -938167.938067 + Penalty 899.416056 = -937268.522011 nChanged 1794 SP:Iteration 4F (567.652659 sec): 3 clusters Score: Raw -939812.399474 + Penalty 899.416056 = -938912.983418 nChanged 1718 SP:Iteration 5F (567.680609 sec): 3 clusters Score: Raw -941596.940362 + Penalty 899.416056 = -940697.524306 nChanged 1116 SP:Iteration 6F (567.708621 sec): 3 clusters Score: Raw -942775.578704 + Penalty 899.416056 = -941876.162648 nChanged 487 SP:Iteration 7Q (567.736422 sec): 3 clusters Score: Raw -943268.335300 + Penalty 899.416056 = -942368.919244 nChanged 157 SP:Iteration 8Q (567.763382 sec): 3 clusters Score: Raw -943428.829750 + Penalty 899.416056 = -942529.413693 nChanged 34 SP:Iteration 9Q (567.789389 sec): 3 clusters Score: Raw -943472.740338 + Penalty 899.416056 = -942573.324282 nChanged 9 SP:Iteration 10Q (567.815333 sec): 3 clusters Score: Raw -943492.554365 + Penalty 899.416056 = -942593.138309 nChanged 2 SP:Iteration 11Q (567.841071 sec): 3 clusters Score: Raw -943497.357202 + Penalty 899.416056 = -942597.941146 nChanged 2 SP:Iteration 12Q (567.866915 sec): 3 clusters Score: Raw -943503.241259 + Penalty 899.416056 = -942603.825203 nChanged 2 SP:Iteration 13Q (567.892585 sec): 3 clusters Score: Raw -943505.969770 + Penalty 899.416056 = -942606.553713 nChanged 1 SP:Iteration 14Q (567.918272 sec): 3 clusters Score: Raw -943507.158327 + Penalty 899.416056 = -942607.742271 nChanged 1 SP:Iteration 15Q (567.944087 sec): 3 clusters Score: Raw -943508.489936 + Penalty 899.416056 = -942609.073880 nChanged 0 SP:Iteration 16F (567.971875 sec): 3 clusters Score: Raw -943508.489936 + Penalty 899.416056 = -942609.073880 nChanged 0 Trying to split cluster 19 (64500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.031726 sec): 2 clusters Score: Raw -3177725.026126 + Penalty 503.886133 = -3177221.139993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.099374 sec): 3 clusters Score: Raw -3134802.915129 + Penalty 1007.772266 = -3133795.142863 nChanged 31332 SP:Iteration 1F (568.162843 sec): 3 clusters Score: Raw -3154267.246961 + Penalty 1007.772266 = -3153259.474695 nChanged 2845 SP:Iteration 2Q (568.231960 sec): 3 clusters Score: Raw -3155408.429969 + Penalty 1007.772266 = -3154400.657703 nChanged 3459 SP:Iteration 3F (568.295456 sec): 3 clusters Score: Raw -3157266.970247 + Penalty 1007.772266 = -3156259.197981 nChanged 4059 SP:Iteration 4F (568.358862 sec): 3 clusters Score: Raw -3160180.159324 + Penalty 1007.772266 = -3159172.387059 nChanged 4328 SP:Iteration 5F (568.422098 sec): 3 clusters Score: Raw -3163973.703141 + Penalty 1007.772266 = -3162965.930875 nChanged 4100 SP:Iteration 6F (568.485287 sec): 3 clusters Score: Raw -3167597.469860 + Penalty 1007.772266 = -3166589.697595 nChanged 3360 SP:Iteration 7F (568.548715 sec): 3 clusters Score: Raw -3170059.016178 + Penalty 1007.772266 = -3169051.243912 nChanged 2401 SP:Iteration 8Q (568.614564 sec): 3 clusters Score: Raw -3171363.954339 + Penalty 1007.772266 = -3170356.182073 nChanged 1644 SP:Iteration 9Q (568.679315 sec): 3 clusters Score: Raw -3172130.829169 + Penalty 1007.772266 = -3171123.056903 nChanged 1421 SP:Iteration 10Q (568.743766 sec): 3 clusters Score: Raw -3172785.911349 + Penalty 1007.772266 = -3171778.139083 nChanged 1317 SP:Iteration 11Q (568.808213 sec): 3 clusters Score: Raw -3173401.081165 + Penalty 1007.772266 = -3172393.308899 nChanged 1240 SP:Iteration 12Q (568.872559 sec): 3 clusters Score: Raw -3174006.177423 + Penalty 1007.772266 = -3172998.405157 nChanged 1202 SP:Iteration 13Q (568.936544 sec): 3 clusters Score: Raw -3174636.422837 + Penalty 1007.772266 = -3173628.650571 nChanged 1097 SP:Iteration 14Q (569.000125 sec): 3 clusters Score: Raw -3175237.391499 + Penalty 1007.772266 = -3174229.619233 nChanged 977 SP:Iteration 15Q (569.063098 sec): 3 clusters Score: Raw -3175797.942189 + Penalty 1007.772266 = -3174790.169923 nChanged 842 SP:Iteration 16Q (569.125372 sec): 3 clusters Score: Raw -3176280.030999 + Penalty 1007.772266 = -3175272.258733 nChanged 686 SP:Iteration 17Q (569.187364 sec): 3 clusters Score: Raw -3176667.464775 + Penalty 1007.772266 = -3175659.692510 nChanged 567 SP:Iteration 18Q (569.248815 sec): 3 clusters Score: Raw -3176994.937001 + Penalty 1007.772266 = -3175987.164736 nChanged 446 SP:Iteration 19Q (569.309081 sec): 3 clusters Score: Raw -3177240.920766 + Penalty 1007.772266 = -3176233.148500 nChanged 316 SP:Iteration 20F (569.374271 sec): 3 clusters Score: Raw -3177409.383450 + Penalty 1007.772266 = -3176401.611184 nChanged 237 SP:Iteration 21Q (569.435644 sec): 3 clusters Score: Raw -3177524.004039 + Penalty 1007.772266 = -3176516.231774 nChanged 181 SP:Iteration 22Q (569.495247 sec): 3 clusters Score: Raw -3177619.991995 + Penalty 1007.772266 = -3176612.219729 nChanged 133 SP:Iteration 23Q (569.554578 sec): 3 clusters Score: Raw -3177685.981501 + Penalty 1007.772266 = -3176678.209236 nChanged 108 SP:Iteration 24Q (569.613800 sec): 3 clusters Score: Raw -3177738.494202 + Penalty 1007.772266 = -3176730.721936 nChanged 81 SP:Iteration 25Q (569.672993 sec): 3 clusters Score: Raw -3177784.985733 + Penalty 1007.772266 = -3176777.213467 nChanged 58 SP:Iteration 26Q (569.732107 sec): 3 clusters Score: Raw -3177815.691573 + Penalty 1007.772266 = -3176807.919307 nChanged 35 SP:Iteration 27Q (569.791194 sec): 3 clusters Score: Raw -3177833.346377 + Penalty 1007.772266 = -3176825.574112 nChanged 33 SP:Iteration 28Q (569.850873 sec): 3 clusters Score: Raw -3177852.761779 + Penalty 1007.772266 = -3176844.989514 nChanged 24 SP:Iteration 29Q (569.910001 sec): 3 clusters Score: Raw -3177859.863240 + Penalty 1007.772266 = -3176852.090974 nChanged 10 SP:Iteration 30Q (569.969447 sec): 3 clusters Score: Raw -3177862.257679 + Penalty 1007.772266 = -3176854.485413 nChanged 7 SP:Iteration 31Q (570.028801 sec): 3 clusters Score: Raw -3177863.742548 + Penalty 1007.772266 = -3176855.970282 nChanged 5 SP:Iteration 32Q (570.087919 sec): 3 clusters Score: Raw -3177865.196642 + Penalty 1007.772266 = -3176857.424377 nChanged 6 SP:Iteration 33Q (570.147028 sec): 3 clusters Score: Raw -3177866.470918 + Penalty 1007.772266 = -3176858.698652 nChanged 2 SP:Iteration 34Q (570.206105 sec): 3 clusters Score: Raw -3177866.974611 + Penalty 1007.772266 = -3176859.202345 nChanged 2 SP:Iteration 35Q (570.265386 sec): 3 clusters Score: Raw -3177867.110121 + Penalty 1007.772266 = -3176859.337856 nChanged 1 SP:Iteration 36Q (570.324446 sec): 3 clusters Score: Raw -3177867.138105 + Penalty 1007.772266 = -3176859.365840 nChanged 1 SP:Iteration 37Q (570.383630 sec): 3 clusters Score: Raw -3177867.366446 + Penalty 1007.772266 = -3176859.594180 nChanged 1 SP:Iteration 38Q (570.442698 sec): 3 clusters Score: Raw -3177867.563292 + Penalty 1007.772266 = -3176859.791026 nChanged 1 SP:Iteration 39Q (570.502765 sec): 3 clusters Score: Raw -3177867.781014 + Penalty 1007.772266 = -3176860.008748 nChanged 0 SP:Iteration 40F (570.565241 sec): 3 clusters Score: Raw -3177867.781014 + Penalty 1007.772266 = -3176860.008748 nChanged 0 Trying to split cluster 20 (2194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.571277 sec): 2 clusters Score: Raw -101002.779333 + Penalty 350.053415 = -100652.725918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.578163 sec): 3 clusters Score: Raw -99801.635132 + Penalty 700.106829 = -99101.528302 nChanged 927 SP:Iteration 1F (570.584250 sec): 3 clusters Score: Raw -100342.811792 + Penalty 700.106829 = -99642.704963 nChanged 175 SP:Iteration 2F (570.590310 sec): 3 clusters Score: Raw -100440.993894 + Penalty 700.106829 = -99740.887064 nChanged 149 SP:Iteration 3F (570.596347 sec): 3 clusters Score: Raw -100525.304686 + Penalty 700.106829 = -99825.197857 nChanged 133 SP:Iteration 4F (570.602382 sec): 3 clusters Score: Raw -100617.254776 + Penalty 700.106829 = -99917.147947 nChanged 110 SP:Iteration 5F (570.608507 sec): 3 clusters Score: Raw -100681.271511 + Penalty 700.106829 = -99981.164682 nChanged 81 SP:Iteration 6Q (570.614576 sec): 3 clusters Score: Raw -100731.914487 + Penalty 700.106829 = -100031.807658 nChanged 84 SP:Iteration 7Q (570.620654 sec): 3 clusters Score: Raw -100783.657612 + Penalty 700.106829 = -100083.550782 nChanged 71 SP:Iteration 8Q (570.626726 sec): 3 clusters Score: Raw -100820.648484 + Penalty 700.106829 = -100120.541655 nChanged 55 SP:Iteration 9Q (570.632705 sec): 3 clusters Score: Raw -100863.016716 + Penalty 700.106829 = -100162.909887 nChanged 43 SP:Iteration 10Q (570.638758 sec): 3 clusters Score: Raw -100923.707725 + Penalty 700.106829 = -100223.600896 nChanged 53 SP:Iteration 11Q (570.644788 sec): 3 clusters Score: Raw -100964.216966 + Penalty 700.106829 = -100264.110136 nChanged 37 SP:Iteration 12Q (570.650777 sec): 3 clusters Score: Raw -100986.856176 + Penalty 700.106829 = -100286.749347 nChanged 39 SP:Iteration 13Q (570.656722 sec): 3 clusters Score: Raw -101008.137318 + Penalty 700.106829 = -100308.030489 nChanged 33 SP:Iteration 14Q (570.662674 sec): 3 clusters Score: Raw -101022.895880 + Penalty 700.106829 = -100322.789051 nChanged 16 SP:Iteration 15Q (570.668574 sec): 3 clusters Score: Raw -101026.789186 + Penalty 700.106829 = -100326.682357 nChanged 17 SP:Iteration 16Q (570.674502 sec): 3 clusters Score: Raw -101032.222277 + Penalty 700.106829 = -100332.115447 nChanged 15 SP:Iteration 17Q (570.680410 sec): 3 clusters Score: Raw -101035.621536 + Penalty 700.106829 = -100335.514707 nChanged 15 SP:Iteration 18Q (570.686325 sec): 3 clusters Score: Raw -101040.424485 + Penalty 700.106829 = -100340.317656 nChanged 12 SP:Iteration 19Q (570.692211 sec): 3 clusters Score: Raw -101044.800377 + Penalty 700.106829 = -100344.693548 nChanged 11 SP:Iteration 20F (570.698200 sec): 3 clusters Score: Raw -101047.582971 + Penalty 700.106829 = -100347.476142 nChanged 9 SP:Iteration 21Q (570.704127 sec): 3 clusters Score: Raw -101050.061990 + Penalty 700.106829 = -100349.955160 nChanged 6 SP:Iteration 22Q (570.710034 sec): 3 clusters Score: Raw -101051.419482 + Penalty 700.106829 = -100351.312653 nChanged 4 SP:Iteration 23Q (570.715933 sec): 3 clusters Score: Raw -101052.087811 + Penalty 700.106829 = -100351.980982 nChanged 5 SP:Iteration 24Q (570.721831 sec): 3 clusters Score: Raw -101052.955221 + Penalty 700.106829 = -100352.848392 nChanged 3 SP:Iteration 25Q (570.727715 sec): 3 clusters Score: Raw -101053.620503 + Penalty 700.106829 = -100353.513673 nChanged 7 SP:Iteration 26Q (570.733619 sec): 3 clusters Score: Raw -101054.802835 + Penalty 700.106829 = -100354.696005 nChanged 6 SP:Iteration 27Q (570.739546 sec): 3 clusters Score: Raw -101055.980124 + Penalty 700.106829 = -100355.873295 nChanged 4 SP:Iteration 28Q (570.745432 sec): 3 clusters Score: Raw -101056.682448 + Penalty 700.106829 = -100356.575618 nChanged 8 SP:Iteration 29Q (570.751314 sec): 3 clusters Score: Raw -101058.484507 + Penalty 700.106829 = -100358.377677 nChanged 6 SP:Iteration 30Q (570.757201 sec): 3 clusters Score: Raw -101059.779089 + Penalty 700.106829 = -100359.672260 nChanged 2 SP:Iteration 31Q (570.763063 sec): 3 clusters Score: Raw -101060.058220 + Penalty 700.106829 = -100359.951391 nChanged 1 SP:Iteration 32Q (570.768961 sec): 3 clusters Score: Raw -101060.121593 + Penalty 700.106829 = -100360.014764 nChanged 0 SP:Iteration 33F (570.774971 sec): 3 clusters Score: Raw -101060.121593 + Penalty 700.106829 = -100360.014764 nChanged 0 Trying to split cluster 21 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.781131 sec): 2 clusters Score: Raw -26503.438412 + Penalty 282.764668 = -26220.673743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.783085 sec): 3 clusters Score: Raw -26309.782763 + Penalty 565.529337 = -25744.253426 nChanged 171 SP:Iteration 1F (570.784802 sec): 3 clusters Score: Raw -26415.694867 + Penalty 565.529337 = -25850.165530 nChanged 32 SP:Iteration 2F (570.786525 sec): 3 clusters Score: Raw -26443.695934 + Penalty 565.529337 = -25878.166597 nChanged 22 SP:Iteration 3Q (570.788264 sec): 3 clusters Score: Raw -26462.628393 + Penalty 565.529337 = -25897.099056 nChanged 25 SP:Iteration 4Q (570.789993 sec): 3 clusters Score: Raw -26484.216301 + Penalty 565.529337 = -25918.686964 nChanged 11 SP:Iteration 5Q (570.791716 sec): 3 clusters Score: Raw -26494.119771 + Penalty 565.529337 = -25928.590435 nChanged 8 SP:Iteration 6Q (570.793434 sec): 3 clusters Score: Raw -26500.093392 + Penalty 565.529337 = -25934.564055 nChanged 4 SP:Iteration 7Q (570.795151 sec): 3 clusters Score: Raw -26501.817580 + Penalty 565.529337 = -25936.288243 nChanged 1 SP:Iteration 8Q (570.796865 sec): 3 clusters Score: Raw -26502.103271 + Penalty 565.529337 = -25936.573934 nChanged 1 SP:Iteration 9Q (570.798573 sec): 3 clusters Score: Raw -26502.515835 + Penalty 565.529337 = -25936.986498 nChanged 0 SP:Iteration 10F (570.800344 sec): 3 clusters Score: Raw -26502.515835 + Penalty 565.529337 = -25936.986498 nChanged 0 Trying to split cluster 22 (6438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.817998 sec): 2 clusters Score: Raw -321665.813371 + Penalty 399.033781 = -321266.779590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.836090 sec): 3 clusters Score: Raw -317728.218121 + Penalty 798.067562 = -316930.150558 nChanged 2951 SP:Iteration 1F (570.852334 sec): 3 clusters Score: Raw -319488.534130 + Penalty 798.067562 = -318690.466567 nChanged 437 SP:Iteration 2F (570.868964 sec): 3 clusters Score: Raw -319750.504361 + Penalty 798.067562 = -318952.436799 nChanged 426 SP:Iteration 3F (570.885183 sec): 3 clusters Score: Raw -320020.140329 + Penalty 798.067562 = -319222.072767 nChanged 432 SP:Iteration 4F (570.901400 sec): 3 clusters Score: Raw -320321.995925 + Penalty 798.067562 = -319523.928363 nChanged 446 SP:Iteration 5F (570.917977 sec): 3 clusters Score: Raw -320684.362305 + Penalty 798.067562 = -319886.294743 nChanged 428 SP:Iteration 6F (570.934241 sec): 3 clusters Score: Raw -321068.191541 + Penalty 798.067562 = -320270.123979 nChanged 324 SP:Iteration 7F (570.950521 sec): 3 clusters Score: Raw -321330.414000 + Penalty 798.067562 = -320532.346437 nChanged 216 SP:Iteration 8Q (570.966684 sec): 3 clusters Score: Raw -321454.028567 + Penalty 798.067562 = -320655.961005 nChanged 152 SP:Iteration 9Q (570.982715 sec): 3 clusters Score: Raw -321541.862620 + Penalty 798.067562 = -320743.795058 nChanged 143 SP:Iteration 10Q (570.998745 sec): 3 clusters Score: Raw -321618.556761 + Penalty 798.067562 = -320820.489199 nChanged 120 SP:Iteration 11Q (571.014868 sec): 3 clusters Score: Raw -321675.555402 + Penalty 798.067562 = -320877.487840 nChanged 90 SP:Iteration 12Q (571.030835 sec): 3 clusters Score: Raw -321713.243189 + Penalty 798.067562 = -320915.175627 nChanged 85 SP:Iteration 13Q (571.046761 sec): 3 clusters Score: Raw -321751.172394 + Penalty 798.067562 = -320953.104831 nChanged 64 SP:Iteration 14Q (571.062658 sec): 3 clusters Score: Raw -321773.570919 + Penalty 798.067562 = -320975.503356 nChanged 49 SP:Iteration 15Q (571.078628 sec): 3 clusters Score: Raw -321792.044923 + Penalty 798.067562 = -320993.977361 nChanged 54 SP:Iteration 16Q (571.094547 sec): 3 clusters Score: Raw -321815.168619 + Penalty 798.067562 = -321017.101057 nChanged 43 SP:Iteration 17Q (571.110367 sec): 3 clusters Score: Raw -321832.057944 + Penalty 798.067562 = -321033.990382 nChanged 46 SP:Iteration 18Q (571.126248 sec): 3 clusters Score: Raw -321849.279665 + Penalty 798.067562 = -321051.212103 nChanged 47 SP:Iteration 19Q (571.142491 sec): 3 clusters Score: Raw -321866.140331 + Penalty 798.067562 = -321068.072768 nChanged 43 SP:Iteration 20F (571.159065 sec): 3 clusters Score: Raw -321879.078827 + Penalty 798.067562 = -321081.011264 nChanged 38 SP:Iteration 21Q (571.174888 sec): 3 clusters Score: Raw -321887.892193 + Penalty 798.067562 = -321089.824631 nChanged 23 SP:Iteration 22Q (571.190694 sec): 3 clusters Score: Raw -321893.834400 + Penalty 798.067562 = -321095.766838 nChanged 26 SP:Iteration 23Q (571.206443 sec): 3 clusters Score: Raw -321899.903392 + Penalty 798.067562 = -321101.835830 nChanged 20 SP:Iteration 24Q (571.222206 sec): 3 clusters Score: Raw -321904.497877 + Penalty 798.067562 = -321106.430315 nChanged 20 SP:Iteration 25Q (571.237957 sec): 3 clusters Score: Raw -321909.208570 + Penalty 798.067562 = -321111.141008 nChanged 14 SP:Iteration 26Q (571.253730 sec): 3 clusters Score: Raw -321912.965859 + Penalty 798.067562 = -321114.898297 nChanged 17 SP:Iteration 27Q (571.269494 sec): 3 clusters Score: Raw -321918.214362 + Penalty 798.067562 = -321120.146800 nChanged 19 SP:Iteration 28Q (571.285247 sec): 3 clusters Score: Raw -321923.041223 + Penalty 798.067562 = -321124.973660 nChanged 16 SP:Iteration 29Q (571.300950 sec): 3 clusters Score: Raw -321928.822120 + Penalty 798.067562 = -321130.754558 nChanged 11 SP:Iteration 30Q (571.316642 sec): 3 clusters Score: Raw -321931.598588 + Penalty 798.067562 = -321133.531026 nChanged 16 SP:Iteration 31Q (571.332337 sec): 3 clusters Score: Raw -321935.800887 + Penalty 798.067562 = -321137.733324 nChanged 18 SP:Iteration 32Q (571.348020 sec): 3 clusters Score: Raw -321942.079267 + Penalty 798.067562 = -321144.011705 nChanged 16 SP:Iteration 33Q (571.363622 sec): 3 clusters Score: Raw -321946.603667 + Penalty 798.067562 = -321148.536104 nChanged 13 SP:Iteration 34Q (571.379239 sec): 3 clusters Score: Raw -321951.397028 + Penalty 798.067562 = -321153.329466 nChanged 9 SP:Iteration 35Q (571.394857 sec): 3 clusters Score: Raw -321953.932171 + Penalty 798.067562 = -321155.864609 nChanged 9 SP:Iteration 36Q (571.410487 sec): 3 clusters Score: Raw -321956.525705 + Penalty 798.067562 = -321158.458143 nChanged 8 SP:Iteration 37Q (571.426049 sec): 3 clusters Score: Raw -321959.651787 + Penalty 798.067562 = -321161.584224 nChanged 5 SP:Iteration 38Q (571.441653 sec): 3 clusters Score: Raw -321960.638129 + Penalty 798.067562 = -321162.570567 nChanged 3 SP:Iteration 39Q (571.457256 sec): 3 clusters Score: Raw -321961.291740 + Penalty 798.067562 = -321163.224178 nChanged 4 SP:Iteration 40F (571.473449 sec): 3 clusters Score: Raw -321962.291293 + Penalty 798.067562 = -321164.223731 nChanged 3 SP:Iteration 41Q (571.488986 sec): 3 clusters Score: Raw -321962.756235 + Penalty 798.067562 = -321164.688673 nChanged 3 SP:Iteration 42Q (571.504589 sec): 3 clusters Score: Raw -321963.510337 + Penalty 798.067562 = -321165.442775 nChanged 0 SP:Iteration 43F (571.520698 sec): 3 clusters Score: Raw -321963.510337 + Penalty 798.067562 = -321165.442775 nChanged 0 Trying to split cluster 23 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.527738 sec): 2 clusters Score: Raw -14737.772379 + Penalty 264.948588 = -14472.823791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.529319 sec): 3 clusters Score: Raw -14629.598701 + Penalty 529.897176 = -14099.701524 nChanged 104 SP:Iteration 1F (571.530681 sec): 3 clusters Score: Raw -14724.963248 + Penalty 529.897176 = -14195.066071 nChanged 32 SP:Iteration 2F (571.532017 sec): 3 clusters Score: Raw -14760.717130 + Penalty 529.897176 = -14230.819953 nChanged 24 SP:Iteration 3F (571.533345 sec): 3 clusters Score: Raw -14794.301512 + Penalty 529.897176 = -14264.404335 nChanged 17 SP:Iteration 4F (571.534668 sec): 3 clusters Score: Raw -14817.704779 + Penalty 529.897176 = -14287.807602 nChanged 14 SP:Iteration 5Q (571.535999 sec): 3 clusters Score: Raw -14828.467621 + Penalty 529.897176 = -14298.570444 nChanged 6 SP:Iteration 6Q (571.537324 sec): 3 clusters Score: Raw -14834.205429 + Penalty 529.897176 = -14304.308253 nChanged 2 SP:Iteration 7Q (571.538637 sec): 3 clusters Score: Raw -14834.890225 + Penalty 529.897176 = -14304.993049 nChanged 0 SP:Iteration 8F (571.539952 sec): 3 clusters Score: Raw -14834.890225 + Penalty 529.897176 = -14304.993049 nChanged 0 Trying to split cluster 24 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.544957 sec): 2 clusters Score: Raw -12661.974323 + Penalty 262.883181 = -12399.091142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.546429 sec): 3 clusters Score: Raw -12554.169927 + Penalty 525.766361 = -12028.403566 nChanged 99 SP:Iteration 1F (571.547730 sec): 3 clusters Score: Raw -12648.210168 + Penalty 525.766361 = -12122.443806 nChanged 20 SP:Iteration 2F (571.549015 sec): 3 clusters Score: Raw -12670.555091 + Penalty 525.766361 = -12144.788730 nChanged 17 SP:Iteration 3F (571.550306 sec): 3 clusters Score: Raw -12694.614830 + Penalty 525.766361 = -12168.848468 nChanged 10 SP:Iteration 4Q (571.551593 sec): 3 clusters Score: Raw -12704.137764 + Penalty 525.766361 = -12178.371403 nChanged 13 SP:Iteration 5Q (571.552875 sec): 3 clusters Score: Raw -12723.283426 + Penalty 525.766361 = -12197.517064 nChanged 10 SP:Iteration 6Q (571.554162 sec): 3 clusters Score: Raw -12731.871782 + Penalty 525.766361 = -12206.105421 nChanged 6 SP:Iteration 7Q (571.555440 sec): 3 clusters Score: Raw -12736.691082 + Penalty 525.766361 = -12210.924720 nChanged 4 SP:Iteration 8Q (571.556720 sec): 3 clusters Score: Raw -12741.297927 + Penalty 525.766361 = -12215.531565 nChanged 2 SP:Iteration 9Q (571.557994 sec): 3 clusters Score: Raw -12744.607276 + Penalty 525.766361 = -12218.840915 nChanged 1 SP:Iteration 10Q (571.559268 sec): 3 clusters Score: Raw -12745.237806 + Penalty 525.766361 = -12219.471445 nChanged 1 SP:Iteration 11Q (571.560486 sec): 3 clusters Score: Raw -12745.728206 + Penalty 525.766361 = -12219.961845 nChanged 3 SP:Iteration 12Q (571.561809 sec): 3 clusters Score: Raw -12750.283015 + Penalty 525.766361 = -12224.516654 nChanged 3 SP:Iteration 13Q (571.563091 sec): 3 clusters Score: Raw -12754.346602 + Penalty 525.766361 = -12228.580241 nChanged 3 SP:Iteration 14Q (571.564365 sec): 3 clusters Score: Raw -12755.529500 + Penalty 525.766361 = -12229.763139 nChanged 1 SP:Iteration 15Q (571.565640 sec): 3 clusters Score: Raw -12756.122224 + Penalty 525.766361 = -12230.355863 nChanged 0 SP:Iteration 16F (571.566915 sec): 3 clusters Score: Raw -12756.122224 + Penalty 525.766361 = -12230.355863 nChanged 0 Trying to split cluster 25 (20970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.594572 sec): 2 clusters Score: Raw -1027072.258845 + Penalty 452.763590 = -1026619.495255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.625888 sec): 3 clusters Score: Raw -1013682.802290 + Penalty 905.527179 = -1012777.275111 nChanged 9987 SP:Iteration 1F (571.654961 sec): 3 clusters Score: Raw -1019922.618428 + Penalty 905.527179 = -1019017.091249 nChanged 1383 SP:Iteration 2F (571.684121 sec): 3 clusters Score: Raw -1020759.590155 + Penalty 905.527179 = -1019854.062976 nChanged 1562 SP:Iteration 3F (571.713014 sec): 3 clusters Score: Raw -1021978.491628 + Penalty 905.527179 = -1021072.964448 nChanged 1607 SP:Iteration 4F (571.742178 sec): 3 clusters Score: Raw -1023573.465188 + Penalty 905.527179 = -1022667.938009 nChanged 1326 SP:Iteration 5F (571.771314 sec): 3 clusters Score: Raw -1024828.376314 + Penalty 905.527179 = -1023922.849135 nChanged 927 SP:Iteration 6Q (571.800812 sec): 3 clusters Score: Raw -1025384.613726 + Penalty 905.527179 = -1024479.086546 nChanged 517 SP:Iteration 7Q (571.829846 sec): 3 clusters Score: Raw -1025601.994966 + Penalty 905.527179 = -1024696.467787 nChanged 342 SP:Iteration 8Q (571.858678 sec): 3 clusters Score: Raw -1025749.251469 + Penalty 905.527179 = -1024843.724290 nChanged 281 SP:Iteration 9Q (571.887623 sec): 3 clusters Score: Raw -1025868.025497 + Penalty 905.527179 = -1024962.498318 nChanged 256 SP:Iteration 10Q (571.916362 sec): 3 clusters Score: Raw -1025969.180424 + Penalty 905.527179 = -1025063.653245 nChanged 264 SP:Iteration 11Q (571.944865 sec): 3 clusters Score: Raw -1026088.590647 + Penalty 905.527179 = -1025183.063467 nChanged 286 SP:Iteration 12Q (571.974851 sec): 3 clusters Score: Raw -1026215.257017 + Penalty 905.527179 = -1025309.729838 nChanged 250 SP:Iteration 13Q (572.003502 sec): 3 clusters Score: Raw -1026320.804771 + Penalty 905.527179 = -1025415.277591 nChanged 226 SP:Iteration 14Q (572.032181 sec): 3 clusters Score: Raw -1026409.930495 + Penalty 905.527179 = -1025504.403315 nChanged 208 SP:Iteration 15Q (572.060901 sec): 3 clusters Score: Raw -1026487.780618 + Penalty 905.527179 = -1025582.253439 nChanged 204 SP:Iteration 16Q (572.089371 sec): 3 clusters Score: Raw -1026558.626345 + Penalty 905.527179 = -1025653.099166 nChanged 191 SP:Iteration 17Q (572.117756 sec): 3 clusters Score: Raw -1026620.805089 + Penalty 905.527179 = -1025715.277910 nChanged 147 SP:Iteration 18Q (572.146501 sec): 3 clusters Score: Raw -1026671.819416 + Penalty 905.527179 = -1025766.292237 nChanged 148 SP:Iteration 19Q (572.174814 sec): 3 clusters Score: Raw -1026726.166693 + Penalty 905.527179 = -1025820.639514 nChanged 138 SP:Iteration 20F (572.203850 sec): 3 clusters Score: Raw -1026774.906446 + Penalty 905.527179 = -1025869.379267 nChanged 126 SP:Iteration 21Q (572.232198 sec): 3 clusters Score: Raw -1026818.062875 + Penalty 905.527179 = -1025912.535696 nChanged 111 SP:Iteration 22Q (572.260243 sec): 3 clusters Score: Raw -1026853.231652 + Penalty 905.527179 = -1025947.704473 nChanged 106 SP:Iteration 23Q (572.288334 sec): 3 clusters Score: Raw -1026887.294869 + Penalty 905.527179 = -1025981.767690 nChanged 101 SP:Iteration 24Q (572.316357 sec): 3 clusters Score: Raw -1026916.231227 + Penalty 905.527179 = -1026010.704047 nChanged 105 SP:Iteration 25Q (572.344347 sec): 3 clusters Score: Raw -1026945.964181 + Penalty 905.527179 = -1026040.437001 nChanged 93 SP:Iteration 26Q (572.372289 sec): 3 clusters Score: Raw -1026970.675197 + Penalty 905.527179 = -1026065.148017 nChanged 75 SP:Iteration 27Q (572.400165 sec): 3 clusters Score: Raw -1026990.389714 + Penalty 905.527179 = -1026084.862535 nChanged 70 SP:Iteration 28Q (572.428105 sec): 3 clusters Score: Raw -1027008.306567 + Penalty 905.527179 = -1026102.779388 nChanged 58 SP:Iteration 29Q (572.455975 sec): 3 clusters Score: Raw -1027022.695250 + Penalty 905.527179 = -1026117.168071 nChanged 65 SP:Iteration 30Q (572.483755 sec): 3 clusters Score: Raw -1027041.292023 + Penalty 905.527179 = -1026135.764843 nChanged 65 SP:Iteration 31Q (572.511601 sec): 3 clusters Score: Raw -1027058.614917 + Penalty 905.527179 = -1026153.087738 nChanged 45 SP:Iteration 32Q (572.539576 sec): 3 clusters Score: Raw -1027070.146148 + Penalty 905.527179 = -1026164.618969 nChanged 36 SP:Iteration 33Q (572.567318 sec): 3 clusters Score: Raw -1027078.986449 + Penalty 905.527179 = -1026173.459270 nChanged 37 SP:Iteration 34Q (572.595258 sec): 3 clusters Score: Raw -1027088.205538 + Penalty 905.527179 = -1026182.678358 nChanged 31 SP:Iteration 35Q (572.622976 sec): 3 clusters Score: Raw -1027094.037876 + Penalty 905.527179 = -1026188.510697 nChanged 18 SP:Iteration 36Q (572.650696 sec): 3 clusters Score: Raw -1027098.026687 + Penalty 905.527179 = -1026192.499507 nChanged 15 SP:Iteration 37Q (572.678551 sec): 3 clusters Score: Raw -1027101.859545 + Penalty 905.527179 = -1026196.332366 nChanged 17 SP:Iteration 38Q (572.706369 sec): 3 clusters Score: Raw -1027106.979059 + Penalty 905.527179 = -1026201.451880 nChanged 16 SP:Iteration 39Q (572.734298 sec): 3 clusters Score: Raw -1027110.230773 + Penalty 905.527179 = -1026204.703594 nChanged 15 SP:Iteration 40F (572.763499 sec): 3 clusters Score: Raw -1027113.139362 + Penalty 905.527179 = -1026207.612183 nChanged 15 SP:Iteration 41Q (572.790854 sec): 3 clusters Score: Raw -1027116.200122 + Penalty 905.527179 = -1026210.672943 nChanged 24 SP:Iteration 42Q (572.818588 sec): 3 clusters Score: Raw -1027121.215082 + Penalty 905.527179 = -1026215.687903 nChanged 23 SP:Iteration 43Q (572.847860 sec): 3 clusters Score: Raw -1027126.810202 + Penalty 905.527179 = -1026221.283023 nChanged 21 SP:Iteration 44Q (572.875166 sec): 3 clusters Score: Raw -1027132.632044 + Penalty 905.527179 = -1026227.104864 nChanged 17 SP:Iteration 45Q (572.902625 sec): 3 clusters Score: Raw -1027135.816564 + Penalty 905.527179 = -1026230.289384 nChanged 14 SP:Iteration 46Q (572.935873 sec): 3 clusters Score: Raw -1027138.625068 + Penalty 905.527179 = -1026233.097889 nChanged 11 SP:Iteration 47Q (572.962423 sec): 3 clusters Score: Raw -1027141.543072 + Penalty 905.527179 = -1026236.015893 nChanged 15 SP:Iteration 48Q (572.989758 sec): 3 clusters Score: Raw -1027145.859761 + Penalty 905.527179 = -1026240.332581 nChanged 7 SP:Iteration 49Q (573.017308 sec): 3 clusters Score: Raw -1027146.862609 + Penalty 905.527179 = -1026241.335430 nChanged 5 SP:Iteration 50Q (573.044708 sec): 3 clusters Score: Raw -1027147.382419 + Penalty 905.527179 = -1026241.855239 nChanged 4 SP:Iteration 51Q (573.072260 sec): 3 clusters Score: Raw -1027147.883201 + Penalty 905.527179 = -1026242.356021 nChanged 1 SP:Iteration 52Q (573.099760 sec): 3 clusters Score: Raw -1027148.061246 + Penalty 905.527179 = -1026242.534067 nChanged 3 SP:Iteration 53Q (573.127195 sec): 3 clusters Score: Raw -1027148.541083 + Penalty 905.527179 = -1026243.013904 nChanged 2 SP:Iteration 54Q (573.154677 sec): 3 clusters Score: Raw -1027148.780706 + Penalty 905.527179 = -1026243.253527 nChanged 2 SP:Iteration 55Q (573.182037 sec): 3 clusters Score: Raw -1027149.066577 + Penalty 905.527179 = -1026243.539398 nChanged 3 SP:Iteration 56Q (573.209560 sec): 3 clusters Score: Raw -1027149.455988 + Penalty 905.527179 = -1026243.928809 nChanged 4 SP:Iteration 57Q (573.237887 sec): 3 clusters Score: Raw -1027149.831348 + Penalty 905.527179 = -1026244.304169 nChanged 3 SP:Iteration 58Q (573.265254 sec): 3 clusters Score: Raw -1027150.104052 + Penalty 905.527179 = -1026244.576873 nChanged 1 SP:Iteration 59Q (573.292740 sec): 3 clusters Score: Raw -1027150.151488 + Penalty 905.527179 = -1026244.624309 nChanged 0 SP:Iteration 60F (573.321727 sec): 3 clusters Score: Raw -1027150.151488 + Penalty 905.527179 = -1026244.624309 nChanged 0 Trying to split cluster 26 (16568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (573.343733 sec): 2 clusters Score: Raw -742782.803208 + Penalty 442.042892 = -742340.760315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (573.371199 sec): 3 clusters Score: Raw -732124.803616 + Penalty 884.085785 = -731240.717831 nChanged 7908 SP:Iteration 1F (573.397107 sec): 3 clusters Score: Raw -736789.494024 + Penalty 884.085785 = -735905.408239 nChanged 930 SP:Iteration 2F (573.422868 sec): 3 clusters Score: Raw -737261.838280 + Penalty 884.085785 = -736377.752495 nChanged 1009 SP:Iteration 3F (573.448678 sec): 3 clusters Score: Raw -737851.405248 + Penalty 884.085785 = -736967.319463 nChanged 1086 SP:Iteration 4F (573.474605 sec): 3 clusters Score: Raw -738635.440920 + Penalty 884.085785 = -737751.355136 nChanged 1130 SP:Iteration 5F (573.500449 sec): 3 clusters Score: Raw -739484.607556 + Penalty 884.085785 = -738600.521771 nChanged 1023 SP:Iteration 6F (573.526317 sec): 3 clusters Score: Raw -740148.920545 + Penalty 884.085785 = -739264.834760 nChanged 789 SP:Iteration 7Q (573.552335 sec): 3 clusters Score: Raw -740579.702002 + Penalty 884.085785 = -739695.616217 nChanged 543 SP:Iteration 8Q (573.578368 sec): 3 clusters Score: Raw -740799.568954 + Penalty 884.085785 = -739915.483170 nChanged 354 SP:Iteration 9Q (573.604245 sec): 3 clusters Score: Raw -740931.221472 + Penalty 884.085785 = -740047.135687 nChanged 302 SP:Iteration 10Q (573.630184 sec): 3 clusters Score: Raw -741044.528731 + Penalty 884.085785 = -740160.442947 nChanged 276 SP:Iteration 11Q (573.655829 sec): 3 clusters Score: Raw -741144.917657 + Penalty 884.085785 = -740260.831873 nChanged 256 SP:Iteration 12Q (573.681607 sec): 3 clusters Score: Raw -741241.508152 + Penalty 884.085785 = -740357.422367 nChanged 264 SP:Iteration 13Q (573.707280 sec): 3 clusters Score: Raw -741335.461426 + Penalty 884.085785 = -740451.375641 nChanged 265 SP:Iteration 14Q (573.732930 sec): 3 clusters Score: Raw -741419.337208 + Penalty 884.085785 = -740535.251424 nChanged 251 SP:Iteration 15Q (573.758572 sec): 3 clusters Score: Raw -741510.218800 + Penalty 884.085785 = -740626.133016 nChanged 265 SP:Iteration 16Q (573.784172 sec): 3 clusters Score: Raw -741610.812926 + Penalty 884.085785 = -740726.727141 nChanged 234 SP:Iteration 17Q (573.809437 sec): 3 clusters Score: Raw -741688.301694 + Penalty 884.085785 = -740804.215909 nChanged 178 SP:Iteration 18Q (573.834967 sec): 3 clusters Score: Raw -741737.187189 + Penalty 884.085785 = -740853.101404 nChanged 172 SP:Iteration 19Q (573.860367 sec): 3 clusters Score: Raw -741783.061267 + Penalty 884.085785 = -740898.975483 nChanged 161 SP:Iteration 20F (573.886276 sec): 3 clusters Score: Raw -741821.885421 + Penalty 884.085785 = -740937.799637 nChanged 177 SP:Iteration 21Q (573.911671 sec): 3 clusters Score: Raw -741865.529605 + Penalty 884.085785 = -740981.443820 nChanged 151 SP:Iteration 22Q (573.937057 sec): 3 clusters Score: Raw -741905.251395 + Penalty 884.085785 = -741021.165610 nChanged 147 SP:Iteration 23Q (573.962415 sec): 3 clusters Score: Raw -741941.051240 + Penalty 884.085785 = -741056.965455 nChanged 142 SP:Iteration 24Q (573.987748 sec): 3 clusters Score: Raw -741978.098127 + Penalty 884.085785 = -741094.012342 nChanged 157 SP:Iteration 25Q (574.012956 sec): 3 clusters Score: Raw -742016.445009 + Penalty 884.085785 = -741132.359224 nChanged 141 SP:Iteration 26Q (574.038142 sec): 3 clusters Score: Raw -742049.823386 + Penalty 884.085785 = -741165.737601 nChanged 127 SP:Iteration 27Q (574.063444 sec): 3 clusters Score: Raw -742084.845564 + Penalty 884.085785 = -741200.759779 nChanged 130 SP:Iteration 28Q (574.088698 sec): 3 clusters Score: Raw -742122.163431 + Penalty 884.085785 = -741238.077646 nChanged 130 SP:Iteration 29Q (574.114079 sec): 3 clusters Score: Raw -742154.621832 + Penalty 884.085785 = -741270.536047 nChanged 131 SP:Iteration 30Q (574.139345 sec): 3 clusters Score: Raw -742191.844347 + Penalty 884.085785 = -741307.758563 nChanged 133 SP:Iteration 31Q (574.164634 sec): 3 clusters Score: Raw -742228.708450 + Penalty 884.085785 = -741344.622665 nChanged 130 SP:Iteration 32Q (574.189909 sec): 3 clusters Score: Raw -742269.018366 + Penalty 884.085785 = -741384.932582 nChanged 134 SP:Iteration 33Q (574.215085 sec): 3 clusters Score: Raw -742309.735927 + Penalty 884.085785 = -741425.650143 nChanged 132 SP:Iteration 34Q (574.240390 sec): 3 clusters Score: Raw -742348.380665 + Penalty 884.085785 = -741464.294880 nChanged 122 SP:Iteration 35Q (574.265600 sec): 3 clusters Score: Raw -742376.473685 + Penalty 884.085785 = -741492.387900 nChanged 90 SP:Iteration 36Q (574.290738 sec): 3 clusters Score: Raw -742399.305996 + Penalty 884.085785 = -741515.220212 nChanged 98 SP:Iteration 37Q (574.315905 sec): 3 clusters Score: Raw -742427.861032 + Penalty 884.085785 = -741543.775248 nChanged 96 SP:Iteration 38Q (574.341058 sec): 3 clusters Score: Raw -742459.714832 + Penalty 884.085785 = -741575.629048 nChanged 111 SP:Iteration 39Q (574.366166 sec): 3 clusters Score: Raw -742498.779020 + Penalty 884.085785 = -741614.693236 nChanged 107 SP:Iteration 40F (574.392005 sec): 3 clusters Score: Raw -742535.571789 + Penalty 884.085785 = -741651.486005 nChanged 101 SP:Iteration 41Q (574.416859 sec): 3 clusters Score: Raw -742571.572104 + Penalty 884.085785 = -741687.486319 nChanged 101 SP:Iteration 42Q (574.441844 sec): 3 clusters Score: Raw -742600.352134 + Penalty 884.085785 = -741716.266349 nChanged 86 SP:Iteration 43Q (574.467175 sec): 3 clusters Score: Raw -742621.810588 + Penalty 884.085785 = -741737.724804 nChanged 71 SP:Iteration 44Q (574.492135 sec): 3 clusters Score: Raw -742638.910657 + Penalty 884.085785 = -741754.824873 nChanged 69 SP:Iteration 45Q (574.517004 sec): 3 clusters Score: Raw -742657.041152 + Penalty 884.085785 = -741772.955367 nChanged 49 SP:Iteration 46Q (574.541799 sec): 3 clusters Score: Raw -742668.954852 + Penalty 884.085785 = -741784.869067 nChanged 43 SP:Iteration 47Q (574.592387 sec): 3 clusters Score: Raw -742677.541458 + Penalty 884.085785 = -741793.455673 nChanged 39 SP:Iteration 48Q (574.616507 sec): 3 clusters Score: Raw -742686.595485 + Penalty 884.085785 = -741802.509700 nChanged 40 SP:Iteration 49Q (574.641245 sec): 3 clusters Score: Raw -742694.994919 + Penalty 884.085785 = -741810.909134 nChanged 30 SP:Iteration 50Q (574.665931 sec): 3 clusters Score: Raw -742700.205025 + Penalty 884.085785 = -741816.119241 nChanged 25 SP:Iteration 51Q (574.690602 sec): 3 clusters Score: Raw -742704.743708 + Penalty 884.085785 = -741820.657923 nChanged 35 SP:Iteration 52Q (574.715094 sec): 3 clusters Score: Raw -742712.326265 + Penalty 884.085785 = -741828.240481 nChanged 43 SP:Iteration 53Q (574.739810 sec): 3 clusters Score: Raw -742723.660874 + Penalty 884.085785 = -741839.575089 nChanged 37 SP:Iteration 54Q (574.764525 sec): 3 clusters Score: Raw -742732.833211 + Penalty 884.085785 = -741848.747427 nChanged 45 SP:Iteration 55Q (574.789294 sec): 3 clusters Score: Raw -742745.012408 + Penalty 884.085785 = -741860.926623 nChanged 33 SP:Iteration 56Q (574.814006 sec): 3 clusters Score: Raw -742753.901451 + Penalty 884.085785 = -741869.815666 nChanged 34 SP:Iteration 57Q (574.838936 sec): 3 clusters Score: Raw -742764.661873 + Penalty 884.085785 = -741880.576088 nChanged 29 SP:Iteration 58Q (574.863756 sec): 3 clusters Score: Raw -742773.658045 + Penalty 884.085785 = -741889.572260 nChanged 26 SP:Iteration 59Q (574.888391 sec): 3 clusters Score: Raw -742781.968458 + Penalty 884.085785 = -741897.882673 nChanged 26 SP:Iteration 60F (574.914030 sec): 3 clusters Score: Raw -742793.254740 + Penalty 884.085785 = -741909.168956 nChanged 23 SP:Iteration 61Q (574.938632 sec): 3 clusters Score: Raw -742803.517897 + Penalty 884.085785 = -741919.432113 nChanged 31 SP:Iteration 62Q (574.963277 sec): 3 clusters Score: Raw -742815.179503 + Penalty 884.085785 = -741931.093718 nChanged 25 SP:Iteration 63Q (574.987849 sec): 3 clusters Score: Raw -742825.903355 + Penalty 884.085785 = -741941.817570 nChanged 26 SP:Iteration 64Q (575.012282 sec): 3 clusters Score: Raw -742836.859106 + Penalty 884.085785 = -741952.773321 nChanged 20 SP:Iteration 65Q (575.036616 sec): 3 clusters Score: Raw -742844.430874 + Penalty 884.085785 = -741960.345089 nChanged 18 SP:Iteration 66Q (575.061025 sec): 3 clusters Score: Raw -742850.797120 + Penalty 884.085785 = -741966.711335 nChanged 17 SP:Iteration 67Q (575.085384 sec): 3 clusters Score: Raw -742856.902887 + Penalty 884.085785 = -741972.817102 nChanged 12 SP:Iteration 68Q (575.109718 sec): 3 clusters Score: Raw -742860.888204 + Penalty 884.085785 = -741976.802419 nChanged 13 SP:Iteration 69Q (575.134254 sec): 3 clusters Score: Raw -742866.144275 + Penalty 884.085785 = -741982.058490 nChanged 11 SP:Iteration 70Q (575.158689 sec): 3 clusters Score: Raw -742870.558718 + Penalty 884.085785 = -741986.472933 nChanged 15 SP:Iteration 71Q (575.183220 sec): 3 clusters Score: Raw -742878.351306 + Penalty 884.085785 = -741994.265521 nChanged 13 SP:Iteration 72Q (575.207688 sec): 3 clusters Score: Raw -742883.635461 + Penalty 884.085785 = -741999.549676 nChanged 12 SP:Iteration 73Q (575.232128 sec): 3 clusters Score: Raw -742887.559064 + Penalty 884.085785 = -742003.473280 nChanged 6 SP:Iteration 74Q (575.256561 sec): 3 clusters Score: Raw -742888.985888 + Penalty 884.085785 = -742004.900103 nChanged 5 SP:Iteration 75Q (575.281061 sec): 3 clusters Score: Raw -742890.550643 + Penalty 884.085785 = -742006.464858 nChanged 3 SP:Iteration 76Q (575.305493 sec): 3 clusters Score: Raw -742891.100162 + Penalty 884.085785 = -742007.014378 nChanged 2 SP:Iteration 77Q (575.329949 sec): 3 clusters Score: Raw -742891.756424 + Penalty 884.085785 = -742007.670640 nChanged 1 SP:Iteration 78Q (575.354250 sec): 3 clusters Score: Raw -742891.905611 + Penalty 884.085785 = -742007.819826 nChanged 1 SP:Iteration 79Q (575.378663 sec): 3 clusters Score: Raw -742892.140310 + Penalty 884.085785 = -742008.054525 nChanged 1 SP:Iteration 80F (575.404271 sec): 3 clusters Score: Raw -742892.383512 + Penalty 884.085785 = -742008.297727 nChanged 2 SP:Iteration 81Q (575.428667 sec): 3 clusters Score: Raw -742892.787262 + Penalty 884.085785 = -742008.701477 nChanged 1 SP:Iteration 82Q (575.453259 sec): 3 clusters Score: Raw -742892.889954 + Penalty 884.085785 = -742008.804169 nChanged 0 SP:Iteration 83F (575.479092 sec): 3 clusters Score: Raw -742892.889954 + Penalty 884.085785 = -742008.804169 nChanged 0 Trying to split cluster 27 (34721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.514653 sec): 2 clusters Score: Raw -1718896.401747 + Penalty 475.707049 = -1718420.694699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.559023 sec): 3 clusters Score: Raw -1696185.646850 + Penalty 951.414097 = -1695234.232752 nChanged 16697 SP:Iteration 1F (575.598604 sec): 3 clusters Score: Raw -1705901.130930 + Penalty 951.414097 = -1704949.716833 nChanged 1538 SP:Iteration 2Q (575.640190 sec): 3 clusters Score: Raw -1706492.680394 + Penalty 951.414097 = -1705541.266297 nChanged 1741 SP:Iteration 3F (575.679716 sec): 3 clusters Score: Raw -1707342.374492 + Penalty 951.414097 = -1706390.960394 nChanged 2065 SP:Iteration 4F (575.719324 sec): 3 clusters Score: Raw -1708722.860192 + Penalty 951.414097 = -1707771.446095 nChanged 2400 SP:Iteration 5F (575.759074 sec): 3 clusters Score: Raw -1710787.361898 + Penalty 951.414097 = -1709835.947801 nChanged 2393 SP:Iteration 6F (575.798720 sec): 3 clusters Score: Raw -1712752.456393 + Penalty 951.414097 = -1711801.042296 nChanged 1827 SP:Iteration 7F (575.838347 sec): 3 clusters Score: Raw -1713712.847166 + Penalty 951.414097 = -1712761.433068 nChanged 1124 SP:Iteration 8Q (575.878865 sec): 3 clusters Score: Raw -1714098.505611 + Penalty 951.414097 = -1713147.091514 nChanged 738 SP:Iteration 9Q (575.918919 sec): 3 clusters Score: Raw -1714345.476109 + Penalty 951.414097 = -1713394.062011 nChanged 643 SP:Iteration 10Q (575.958673 sec): 3 clusters Score: Raw -1714578.163095 + Penalty 951.414097 = -1713626.748997 nChanged 672 SP:Iteration 11Q (575.998523 sec): 3 clusters Score: Raw -1714857.761173 + Penalty 951.414097 = -1713906.347076 nChanged 715 SP:Iteration 12Q (576.038166 sec): 3 clusters Score: Raw -1715160.511131 + Penalty 951.414097 = -1714209.097034 nChanged 667 SP:Iteration 13Q (576.077546 sec): 3 clusters Score: Raw -1715453.205819 + Penalty 951.414097 = -1714501.791721 nChanged 693 SP:Iteration 14Q (576.116783 sec): 3 clusters Score: Raw -1715781.510649 + Penalty 951.414097 = -1714830.096551 nChanged 647 SP:Iteration 15Q (576.156148 sec): 3 clusters Score: Raw -1716104.214416 + Penalty 951.414097 = -1715152.800319 nChanged 620 SP:Iteration 16Q (576.195109 sec): 3 clusters Score: Raw -1716422.838419 + Penalty 951.414097 = -1715471.424322 nChanged 552 SP:Iteration 17Q (576.234210 sec): 3 clusters Score: Raw -1716712.797109 + Penalty 951.414097 = -1715761.383012 nChanged 546 SP:Iteration 18Q (576.272987 sec): 3 clusters Score: Raw -1716985.144695 + Penalty 951.414097 = -1716033.730598 nChanged 482 SP:Iteration 19Q (576.311635 sec): 3 clusters Score: Raw -1717219.579243 + Penalty 951.414097 = -1716268.165146 nChanged 434 SP:Iteration 20F (576.350924 sec): 3 clusters Score: Raw -1717423.493955 + Penalty 951.414097 = -1716472.079858 nChanged 373 SP:Iteration 21Q (576.389131 sec): 3 clusters Score: Raw -1717589.315643 + Penalty 951.414097 = -1716637.901546 nChanged 318 SP:Iteration 22Q (576.426793 sec): 3 clusters Score: Raw -1717725.027499 + Penalty 951.414097 = -1716773.613402 nChanged 297 SP:Iteration 23Q (576.464088 sec): 3 clusters Score: Raw -1717852.102936 + Penalty 951.414097 = -1716900.688839 nChanged 289 SP:Iteration 24Q (576.501211 sec): 3 clusters Score: Raw -1717979.608950 + Penalty 951.414097 = -1717028.194852 nChanged 249 SP:Iteration 25Q (576.538532 sec): 3 clusters Score: Raw -1718086.501235 + Penalty 951.414097 = -1717135.087137 nChanged 233 SP:Iteration 26Q (576.575656 sec): 3 clusters Score: Raw -1718184.160373 + Penalty 951.414097 = -1717232.746276 nChanged 220 SP:Iteration 27Q (576.612436 sec): 3 clusters Score: Raw -1718271.070650 + Penalty 951.414097 = -1717319.656553 nChanged 193 SP:Iteration 28Q (576.649570 sec): 3 clusters Score: Raw -1718349.694035 + Penalty 951.414097 = -1717398.279937 nChanged 183 SP:Iteration 29Q (576.686559 sec): 3 clusters Score: Raw -1718432.627283 + Penalty 951.414097 = -1717481.213186 nChanged 171 SP:Iteration 30Q (576.723246 sec): 3 clusters Score: Raw -1718507.096761 + Penalty 951.414097 = -1717555.682664 nChanged 161 SP:Iteration 31Q (576.759781 sec): 3 clusters Score: Raw -1718572.803712 + Penalty 951.414097 = -1717621.389615 nChanged 138 SP:Iteration 32Q (576.796232 sec): 3 clusters Score: Raw -1718628.543889 + Penalty 951.414097 = -1717677.129792 nChanged 141 SP:Iteration 33Q (576.832756 sec): 3 clusters Score: Raw -1718686.327309 + Penalty 951.414097 = -1717734.913212 nChanged 123 SP:Iteration 34Q (576.869013 sec): 3 clusters Score: Raw -1718735.804079 + Penalty 951.414097 = -1717784.389981 nChanged 93 SP:Iteration 35Q (576.905115 sec): 3 clusters Score: Raw -1718769.583376 + Penalty 951.414097 = -1717818.169279 nChanged 74 SP:Iteration 36Q (576.941097 sec): 3 clusters Score: Raw -1718793.508384 + Penalty 951.414097 = -1717842.094287 nChanged 62 SP:Iteration 37Q (576.977174 sec): 3 clusters Score: Raw -1718813.699903 + Penalty 951.414097 = -1717862.285806 nChanged 62 SP:Iteration 38Q (577.013348 sec): 3 clusters Score: Raw -1718836.422621 + Penalty 951.414097 = -1717885.008523 nChanged 48 SP:Iteration 39Q (577.049151 sec): 3 clusters Score: Raw -1718848.777057 + Penalty 951.414097 = -1717897.362959 nChanged 40 SP:Iteration 40F (577.088041 sec): 3 clusters Score: Raw -1718859.378606 + Penalty 951.414097 = -1717907.964509 nChanged 37 SP:Iteration 41Q (577.124558 sec): 3 clusters Score: Raw -1718867.239717 + Penalty 951.414097 = -1717915.825620 nChanged 26 SP:Iteration 42Q (577.160406 sec): 3 clusters Score: Raw -1718874.553826 + Penalty 951.414097 = -1717923.139728 nChanged 30 SP:Iteration 43Q (577.199286 sec): 3 clusters Score: Raw -1718885.104340 + Penalty 951.414097 = -1717933.690243 nChanged 28 SP:Iteration 44Q (577.235231 sec): 3 clusters Score: Raw -1718896.473724 + Penalty 951.414097 = -1717945.059627 nChanged 33 SP:Iteration 45Q (577.270926 sec): 3 clusters Score: Raw -1718909.911835 + Penalty 951.414097 = -1717958.497738 nChanged 36 SP:Iteration 46Q (577.306846 sec): 3 clusters Score: Raw -1718924.298481 + Penalty 951.414097 = -1717972.884384 nChanged 22 SP:Iteration 47Q (577.342780 sec): 3 clusters Score: Raw -1718933.071217 + Penalty 951.414097 = -1717981.657119 nChanged 21 SP:Iteration 48Q (577.378684 sec): 3 clusters Score: Raw -1718942.877427 + Penalty 951.414097 = -1717991.463330 nChanged 16 SP:Iteration 49Q (577.414391 sec): 3 clusters Score: Raw -1718947.761079 + Penalty 951.414097 = -1717996.346981 nChanged 17 SP:Iteration 50Q (577.450452 sec): 3 clusters Score: Raw -1718955.141324 + Penalty 951.414097 = -1718003.727227 nChanged 15 SP:Iteration 51Q (577.486346 sec): 3 clusters Score: Raw -1718961.191589 + Penalty 951.414097 = -1718009.777492 nChanged 9 SP:Iteration 52Q (577.522114 sec): 3 clusters Score: Raw -1718965.237986 + Penalty 951.414097 = -1718013.823889 nChanged 9 SP:Iteration 53Q (577.558073 sec): 3 clusters Score: Raw -1718968.905816 + Penalty 951.414097 = -1718017.491719 nChanged 9 SP:Iteration 54Q (577.593939 sec): 3 clusters Score: Raw -1718973.222362 + Penalty 951.414097 = -1718021.808265 nChanged 10 SP:Iteration 55Q (577.629723 sec): 3 clusters Score: Raw -1718975.987309 + Penalty 951.414097 = -1718024.573212 nChanged 4 SP:Iteration 56Q (577.665476 sec): 3 clusters Score: Raw -1718977.004329 + Penalty 951.414097 = -1718025.590231 nChanged 5 SP:Iteration 57Q (577.701535 sec): 3 clusters Score: Raw -1718978.520009 + Penalty 951.414097 = -1718027.105912 nChanged 6 SP:Iteration 58Q (577.737116 sec): 3 clusters Score: Raw -1718980.142446 + Penalty 951.414097 = -1718028.728348 nChanged 5 SP:Iteration 59Q (577.773001 sec): 3 clusters Score: Raw -1718981.678331 + Penalty 951.414097 = -1718030.264234 nChanged 5 SP:Iteration 60F (577.811948 sec): 3 clusters Score: Raw -1718982.979555 + Penalty 951.414097 = -1718031.565458 nChanged 2 SP:Iteration 61Q (577.848681 sec): 3 clusters Score: Raw -1718983.455311 + Penalty 951.414097 = -1718032.041214 nChanged 1 SP:Iteration 62Q (577.884003 sec): 3 clusters Score: Raw -1718983.812537 + Penalty 951.414097 = -1718032.398439 nChanged 1 SP:Iteration 63Q (577.945623 sec): 3 clusters Score: Raw -1718984.152935 + Penalty 951.414097 = -1718032.738838 nChanged 0 SP:Iteration 64F (577.985090 sec): 3 clusters Score: Raw -1718984.152935 + Penalty 951.414097 = -1718032.738838 nChanged 0 Trying to split cluster 28 (9028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.000154 sec): 2 clusters Score: Raw -418616.085130 + Penalty 414.417919 = -418201.667211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.021451 sec): 3 clusters Score: Raw -413030.622450 + Penalty 828.835839 = -412201.786611 nChanged 4107 SP:Iteration 1F (578.041586 sec): 3 clusters Score: Raw -415237.385295 + Penalty 828.835839 = -414408.549456 nChanged 495 SP:Iteration 2F (578.064515 sec): 3 clusters Score: Raw -415429.940710 + Penalty 828.835839 = -414601.104872 nChanged 493 SP:Iteration 3F (578.084746 sec): 3 clusters Score: Raw -415659.725048 + Penalty 828.835839 = -414830.889209 nChanged 488 SP:Iteration 4F (578.104875 sec): 3 clusters Score: Raw -415898.005927 + Penalty 828.835839 = -415069.170089 nChanged 469 SP:Iteration 5F (578.125147 sec): 3 clusters Score: Raw -416129.715644 + Penalty 828.835839 = -415300.879805 nChanged 465 SP:Iteration 6F (578.145504 sec): 3 clusters Score: Raw -416418.023288 + Penalty 828.835839 = -415589.187450 nChanged 504 SP:Iteration 7F (578.165422 sec): 3 clusters Score: Raw -416754.119650 + Penalty 828.835839 = -415925.283812 nChanged 485 SP:Iteration 8F (578.185769 sec): 3 clusters Score: Raw -417109.160771 + Penalty 828.835839 = -416280.324932 nChanged 441 SP:Iteration 9Q (578.206004 sec): 3 clusters Score: Raw -417365.243385 + Penalty 828.835839 = -416536.407547 nChanged 319 SP:Iteration 10Q (578.226584 sec): 3 clusters Score: Raw -417522.856999 + Penalty 828.835839 = -416694.021160 nChanged 253 SP:Iteration 11Q (578.247005 sec): 3 clusters Score: Raw -417656.743232 + Penalty 828.835839 = -416827.907394 nChanged 225 SP:Iteration 12Q (578.267250 sec): 3 clusters Score: Raw -417768.275557 + Penalty 828.835839 = -416939.439718 nChanged 201 SP:Iteration 13Q (578.287331 sec): 3 clusters Score: Raw -417858.671464 + Penalty 828.835839 = -417029.835625 nChanged 180 SP:Iteration 14Q (578.307673 sec): 3 clusters Score: Raw -417934.119669 + Penalty 828.835839 = -417105.283830 nChanged 159 SP:Iteration 15Q (578.327700 sec): 3 clusters Score: Raw -417988.726446 + Penalty 828.835839 = -417159.890607 nChanged 143 SP:Iteration 16Q (578.347904 sec): 3 clusters Score: Raw -418040.880635 + Penalty 828.835839 = -417212.044797 nChanged 125 SP:Iteration 17Q (578.367854 sec): 3 clusters Score: Raw -418075.955316 + Penalty 828.835839 = -417247.119477 nChanged 92 SP:Iteration 18Q (578.387723 sec): 3 clusters Score: Raw -418102.468469 + Penalty 828.835839 = -417273.632630 nChanged 89 SP:Iteration 19Q (578.407772 sec): 3 clusters Score: Raw -418125.197948 + Penalty 828.835839 = -417296.362109 nChanged 84 SP:Iteration 20F (578.428010 sec): 3 clusters Score: Raw -418145.535254 + Penalty 828.835839 = -417316.699415 nChanged 75 SP:Iteration 21Q (578.447730 sec): 3 clusters Score: Raw -418159.113239 + Penalty 828.835839 = -417330.277400 nChanged 57 SP:Iteration 22Q (578.467660 sec): 3 clusters Score: Raw -418169.506639 + Penalty 828.835839 = -417340.670800 nChanged 52 SP:Iteration 23Q (578.487811 sec): 3 clusters Score: Raw -418181.380081 + Penalty 828.835839 = -417352.544243 nChanged 45 SP:Iteration 24Q (578.507854 sec): 3 clusters Score: Raw -418189.687562 + Penalty 828.835839 = -417360.851724 nChanged 38 SP:Iteration 25Q (578.527779 sec): 3 clusters Score: Raw -418194.820792 + Penalty 828.835839 = -417365.984953 nChanged 36 SP:Iteration 26Q (578.547781 sec): 3 clusters Score: Raw -418199.836481 + Penalty 828.835839 = -417371.000643 nChanged 32 SP:Iteration 27Q (578.568044 sec): 3 clusters Score: Raw -418202.644919 + Penalty 828.835839 = -417373.809080 nChanged 29 SP:Iteration 28Q (578.587872 sec): 3 clusters Score: Raw -418205.127891 + Penalty 828.835839 = -417376.292052 nChanged 24 SP:Iteration 29Q (578.607821 sec): 3 clusters Score: Raw -418207.763492 + Penalty 828.835839 = -417378.927654 nChanged 23 SP:Iteration 30Q (578.627866 sec): 3 clusters Score: Raw -418210.710305 + Penalty 828.835839 = -417381.874467 nChanged 23 SP:Iteration 31Q (578.647669 sec): 3 clusters Score: Raw -418212.911055 + Penalty 828.835839 = -417384.075217 nChanged 20 SP:Iteration 32Q (578.667466 sec): 3 clusters Score: Raw -418214.960657 + Penalty 828.835839 = -417386.124819 nChanged 20 SP:Iteration 33Q (578.687688 sec): 3 clusters Score: Raw -418217.296412 + Penalty 828.835839 = -417388.460574 nChanged 13 SP:Iteration 34Q (578.707384 sec): 3 clusters Score: Raw -418218.477308 + Penalty 828.835839 = -417389.641470 nChanged 16 SP:Iteration 35Q (578.727277 sec): 3 clusters Score: Raw -418219.599449 + Penalty 828.835839 = -417390.763610 nChanged 11 SP:Iteration 36Q (578.747430 sec): 3 clusters Score: Raw -418220.372405 + Penalty 828.835839 = -417391.536567 nChanged 11 SP:Iteration 37Q (578.767420 sec): 3 clusters Score: Raw -418220.962485 + Penalty 828.835839 = -417392.126647 nChanged 3 SP:Iteration 38Q (578.787455 sec): 3 clusters Score: Raw -418221.032618 + Penalty 828.835839 = -417392.196779 nChanged 5 SP:Iteration 39Q (578.807314 sec): 3 clusters Score: Raw -418221.171964 + Penalty 828.835839 = -417392.336126 nChanged 5 SP:Iteration 40F (578.827414 sec): 3 clusters Score: Raw -418221.281656 + Penalty 828.835839 = -417392.445818 nChanged 1 SP:Iteration 41Q (578.847247 sec): 3 clusters Score: Raw -418221.292670 + Penalty 828.835839 = -417392.456831 nChanged 0 SP:Iteration 42F (578.867172 sec): 3 clusters Score: Raw -418221.292670 + Penalty 828.835839 = -417392.456831 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.874723 sec): 2 clusters Score: Raw -6163.282221 + Penalty 237.771474 = -5925.510747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.875837 sec): 3 clusters Score: Raw -6122.632343 + Penalty 475.542947 = -5647.089396 nChanged 56 SP:Iteration 1F (578.876792 sec): 3 clusters Score: Raw -6209.772353 + Penalty 475.542947 = -5734.229406 nChanged 16 SP:Iteration 2F (578.877729 sec): 3 clusters Score: Raw -6241.499286 + Penalty 475.542947 = -5765.956339 nChanged 9 SP:Iteration 3Q (578.878663 sec): 3 clusters Score: Raw -6284.211397 + Penalty 475.542947 = -5808.668449 nChanged 10 SP:Iteration 4F (578.879597 sec): 3 clusters Score: Raw -6319.866770 + Penalty 475.542947 = -5844.323823 nChanged 10 SP:Iteration 5F (578.880527 sec): 3 clusters Score: Raw -6350.492739 + Penalty 475.542947 = -5874.949792 nChanged 1 SP:Iteration 6Q (578.881446 sec): 3 clusters Score: Raw -6353.509467 + Penalty 475.542947 = -5877.966519 nChanged 0 SP:Iteration 7F (578.882377 sec): 3 clusters Score: Raw -6353.509467 + Penalty 475.542947 = -5877.966519 nChanged 0 Trying to split cluster 30 (2809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.897717 sec): 2 clusters Score: Raw -136675.144144 + Penalty 361.296564 = -136313.847579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.906067 sec): 3 clusters Score: Raw -135083.083202 + Penalty 722.593128 = -134360.490074 nChanged 1221 SP:Iteration 1F (578.913552 sec): 3 clusters Score: Raw -135802.208264 + Penalty 722.593128 = -135079.615135 nChanged 236 SP:Iteration 2F (578.921069 sec): 3 clusters Score: Raw -135965.198100 + Penalty 722.593128 = -135242.604971 nChanged 217 SP:Iteration 3F (578.928551 sec): 3 clusters Score: Raw -136110.593137 + Penalty 722.593128 = -135388.000009 nChanged 177 SP:Iteration 4F (578.936025 sec): 3 clusters Score: Raw -136247.225742 + Penalty 722.593128 = -135524.632613 nChanged 170 SP:Iteration 5F (578.943468 sec): 3 clusters Score: Raw -136390.171916 + Penalty 722.593128 = -135667.578787 nChanged 141 SP:Iteration 6F (578.950928 sec): 3 clusters Score: Raw -136492.340073 + Penalty 722.593128 = -135769.746945 nChanged 112 SP:Iteration 7Q (578.958475 sec): 3 clusters Score: Raw -136562.573222 + Penalty 722.593128 = -135839.980094 nChanged 86 SP:Iteration 8Q (578.965949 sec): 3 clusters Score: Raw -136606.340098 + Penalty 722.593128 = -135883.746970 nChanged 53 SP:Iteration 9Q (578.973412 sec): 3 clusters Score: Raw -136631.547354 + Penalty 722.593128 = -135908.954226 nChanged 43 SP:Iteration 10Q (578.980884 sec): 3 clusters Score: Raw -136645.584516 + Penalty 722.593128 = -135922.991388 nChanged 31 SP:Iteration 11Q (578.988374 sec): 3 clusters Score: Raw -136654.913219 + Penalty 722.593128 = -135932.320091 nChanged 25 SP:Iteration 12Q (578.995836 sec): 3 clusters Score: Raw -136663.416523 + Penalty 722.593128 = -135940.823394 nChanged 28 SP:Iteration 13Q (579.003291 sec): 3 clusters Score: Raw -136673.642257 + Penalty 722.593128 = -135951.049129 nChanged 23 SP:Iteration 14Q (579.010737 sec): 3 clusters Score: Raw -136680.188360 + Penalty 722.593128 = -135957.595231 nChanged 19 SP:Iteration 15Q (579.018196 sec): 3 clusters Score: Raw -136685.686490 + Penalty 722.593128 = -135963.093362 nChanged 12 SP:Iteration 16Q (579.025641 sec): 3 clusters Score: Raw -136688.270675 + Penalty 722.593128 = -135965.677546 nChanged 4 SP:Iteration 17Q (579.033100 sec): 3 clusters Score: Raw -136689.231937 + Penalty 722.593128 = -135966.638809 nChanged 6 SP:Iteration 18Q (579.040511 sec): 3 clusters Score: Raw -136690.675896 + Penalty 722.593128 = -135968.082767 nChanged 5 SP:Iteration 19Q (579.047907 sec): 3 clusters Score: Raw -136692.804948 + Penalty 722.593128 = -135970.211820 nChanged 7 SP:Iteration 20F (579.055371 sec): 3 clusters Score: Raw -136694.202733 + Penalty 722.593128 = -135971.609604 nChanged 5 SP:Iteration 21Q (579.062799 sec): 3 clusters Score: Raw -136695.077812 + Penalty 722.593128 = -135972.484684 nChanged 1 SP:Iteration 22Q (579.070222 sec): 3 clusters Score: Raw -136695.126997 + Penalty 722.593128 = -135972.533868 nChanged 1 SP:Iteration 23Q (579.077662 sec): 3 clusters Score: Raw -136695.188143 + Penalty 722.593128 = -135972.595015 nChanged 1 SP:Iteration 24Q (579.085131 sec): 3 clusters Score: Raw -136695.415704 + Penalty 722.593128 = -135972.822576 nChanged 3 SP:Iteration 25Q (579.092554 sec): 3 clusters Score: Raw -136695.667863 + Penalty 722.593128 = -135973.074735 nChanged 0 SP:Iteration 26F (579.099973 sec): 3 clusters Score: Raw -136695.667863 + Penalty 722.593128 = -135973.074735 nChanged 0 Trying to split cluster 31 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.105044 sec): 2 clusters Score: Raw -5268.040264 + Penalty 231.765634 = -5036.274630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.106071 sec): 3 clusters Score: Raw -5242.052862 + Penalty 463.531268 = -4778.521594 nChanged 42 SP:Iteration 1F (579.106970 sec): 3 clusters Score: Raw -5319.679607 + Penalty 463.531268 = -4856.148339 nChanged 10 SP:Iteration 2F (579.107859 sec): 3 clusters Score: Raw -5339.463587 + Penalty 463.531268 = -4875.932318 nChanged 7 SP:Iteration 3Q (579.108742 sec): 3 clusters Score: Raw -5355.280747 + Penalty 463.531268 = -4891.749478 nChanged 1 SP:Iteration 4Q (579.109613 sec): 3 clusters Score: Raw -5355.800303 + Penalty 463.531268 = -4892.269035 nChanged 0 SP:Iteration 5F (579.110493 sec): 3 clusters Score: Raw -5355.800303 + Penalty 463.531268 = -4892.269035 nChanged 0 Trying to split cluster 32 (3378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.125964 sec): 2 clusters Score: Raw -137528.918802 + Penalty 369.689279 = -137159.229523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.135763 sec): 3 clusters Score: Raw -135597.132706 + Penalty 739.378558 = -134857.754148 nChanged 1497 SP:Iteration 1F (579.144585 sec): 3 clusters Score: Raw -136504.159359 + Penalty 739.378558 = -135764.780801 nChanged 319 SP:Iteration 2F (579.153369 sec): 3 clusters Score: Raw -136709.646947 + Penalty 739.378558 = -135970.268390 nChanged 267 SP:Iteration 3F (579.162139 sec): 3 clusters Score: Raw -136904.842608 + Penalty 739.378558 = -136165.464050 nChanged 230 SP:Iteration 4F (579.170899 sec): 3 clusters Score: Raw -137082.390767 + Penalty 739.378558 = -136343.012209 nChanged 205 SP:Iteration 5F (579.179713 sec): 3 clusters Score: Raw -137235.797809 + Penalty 739.378558 = -136496.419252 nChanged 176 SP:Iteration 6F (579.188505 sec): 3 clusters Score: Raw -137373.578983 + Penalty 739.378558 = -136634.200425 nChanged 120 SP:Iteration 7Q (579.197274 sec): 3 clusters Score: Raw -137477.107344 + Penalty 739.378558 = -136737.728786 nChanged 86 SP:Iteration 8Q (579.205985 sec): 3 clusters Score: Raw -137539.505749 + Penalty 739.378558 = -136800.127191 nChanged 66 SP:Iteration 9Q (579.214674 sec): 3 clusters Score: Raw -137583.615863 + Penalty 739.378558 = -136844.237305 nChanged 41 SP:Iteration 10Q (579.223346 sec): 3 clusters Score: Raw -137606.958755 + Penalty 739.378558 = -136867.580197 nChanged 40 SP:Iteration 11Q (579.231934 sec): 3 clusters Score: Raw -137632.118191 + Penalty 739.378558 = -136892.739634 nChanged 35 SP:Iteration 12Q (579.240590 sec): 3 clusters Score: Raw -137654.257779 + Penalty 739.378558 = -136914.879221 nChanged 35 SP:Iteration 13Q (579.249226 sec): 3 clusters Score: Raw -137670.938567 + Penalty 739.378558 = -136931.560009 nChanged 25 SP:Iteration 14Q (579.257852 sec): 3 clusters Score: Raw -137679.802437 + Penalty 739.378558 = -136940.423879 nChanged 17 SP:Iteration 15Q (579.266447 sec): 3 clusters Score: Raw -137686.543800 + Penalty 739.378558 = -136947.165242 nChanged 22 SP:Iteration 16Q (579.275192 sec): 3 clusters Score: Raw -137694.416375 + Penalty 739.378558 = -136955.037817 nChanged 15 SP:Iteration 17Q (579.283798 sec): 3 clusters Score: Raw -137699.402527 + Penalty 739.378558 = -136960.023969 nChanged 9 SP:Iteration 18Q (579.292406 sec): 3 clusters Score: Raw -137702.034324 + Penalty 739.378558 = -136962.655766 nChanged 17 SP:Iteration 19Q (579.300984 sec): 3 clusters Score: Raw -137707.602798 + Penalty 739.378558 = -136968.224240 nChanged 12 SP:Iteration 20F (579.309737 sec): 3 clusters Score: Raw -137710.971820 + Penalty 739.378558 = -136971.593262 nChanged 10 SP:Iteration 21Q (579.318315 sec): 3 clusters Score: Raw -137713.237156 + Penalty 739.378558 = -136973.858598 nChanged 6 SP:Iteration 22Q (579.326908 sec): 3 clusters Score: Raw -137714.964173 + Penalty 739.378558 = -136975.585615 nChanged 7 SP:Iteration 23Q (579.335483 sec): 3 clusters Score: Raw -137717.813573 + Penalty 739.378558 = -136978.435015 nChanged 6 SP:Iteration 24Q (579.344095 sec): 3 clusters Score: Raw -137722.364662 + Penalty 739.378558 = -136982.986104 nChanged 6 SP:Iteration 25Q (579.352665 sec): 3 clusters Score: Raw -137724.962014 + Penalty 739.378558 = -136985.583456 nChanged 7 SP:Iteration 26Q (579.361233 sec): 3 clusters Score: Raw -137727.634780 + Penalty 739.378558 = -136988.256222 nChanged 4 SP:Iteration 27Q (579.369822 sec): 3 clusters Score: Raw -137728.700733 + Penalty 739.378558 = -136989.322175 nChanged 3 SP:Iteration 28Q (579.378386 sec): 3 clusters Score: Raw -137729.544598 + Penalty 739.378558 = -136990.166041 nChanged 4 SP:Iteration 29Q (579.386917 sec): 3 clusters Score: Raw -137730.380540 + Penalty 739.378558 = -136991.001982 nChanged 5 SP:Iteration 30Q (579.395463 sec): 3 clusters Score: Raw -137732.226263 + Penalty 739.378558 = -136992.847705 nChanged 9 SP:Iteration 31Q (579.404042 sec): 3 clusters Score: Raw -137736.416214 + Penalty 739.378558 = -136997.037656 nChanged 9 SP:Iteration 32Q (579.412584 sec): 3 clusters Score: Raw -137739.504137 + Penalty 739.378558 = -137000.125579 nChanged 4 SP:Iteration 33Q (579.421121 sec): 3 clusters Score: Raw -137741.023423 + Penalty 739.378558 = -137001.644865 nChanged 3 SP:Iteration 34Q (579.429658 sec): 3 clusters Score: Raw -137742.137270 + Penalty 739.378558 = -137002.758713 nChanged 3 SP:Iteration 35Q (579.438228 sec): 3 clusters Score: Raw -137743.304141 + Penalty 739.378558 = -137003.925583 nChanged 4 SP:Iteration 36Q (579.446737 sec): 3 clusters Score: Raw -137744.997110 + Penalty 739.378558 = -137005.618552 nChanged 2 SP:Iteration 37Q (579.455260 sec): 3 clusters Score: Raw -137745.972766 + Penalty 739.378558 = -137006.594208 nChanged 3 SP:Iteration 38Q (579.463806 sec): 3 clusters Score: Raw -137747.138206 + Penalty 739.378558 = -137007.759648 nChanged 1 SP:Iteration 39Q (579.472341 sec): 3 clusters Score: Raw -137747.981978 + Penalty 739.378558 = -137008.603420 nChanged 2 SP:Iteration 40F (579.481046 sec): 3 clusters Score: Raw -137749.722249 + Penalty 739.378558 = -137010.343691 nChanged 4 SP:Iteration 41Q (579.489555 sec): 3 clusters Score: Raw -137750.831640 + Penalty 739.378558 = -137011.453082 nChanged 3 SP:Iteration 42Q (579.498106 sec): 3 clusters Score: Raw -137752.792756 + Penalty 739.378558 = -137013.414198 nChanged 3 SP:Iteration 43Q (579.506629 sec): 3 clusters Score: Raw -137753.838270 + Penalty 739.378558 = -137014.459712 nChanged 1 SP:Iteration 44Q (579.515138 sec): 3 clusters Score: Raw -137754.338992 + Penalty 739.378558 = -137014.960434 nChanged 2 SP:Iteration 45Q (579.523655 sec): 3 clusters Score: Raw -137754.680937 + Penalty 739.378558 = -137015.302380 nChanged 0 SP:Iteration 46F (579.532393 sec): 3 clusters Score: Raw -137754.680937 + Penalty 739.378558 = -137015.302380 nChanged 0 Iteration 179Q (582.089740 sec): 33 clusters Score: Raw -13974000.876195 + Penalty 18406.454016 = -13955594.422178 nChanged 93 Iteration 180F (585.315031 sec): 33 clusters Score: Raw -13974003.251749 + Penalty 18406.454016 = -13955596.797733 nChanged 106 Iteration 181Q (587.900419 sec): 33 clusters Score: Raw -13974006.470823 + Penalty 18406.454016 = -13955600.016807 nChanged 123 Iteration 182Q (590.454108 sec): 33 clusters Score: Raw -13974009.461297 + Penalty 18406.454016 = -13955603.007281 nChanged 103 Iteration 183Q (593.007926 sec): 33 clusters Score: Raw -13974012.469317 + Penalty 18406.454016 = -13955606.015301 nChanged 107 Iteration 184Q (595.559958 sec): 33 clusters Score: Raw -13974015.709151 + Penalty 18406.454016 = -13955609.255135 nChanged 103 Iteration 185Q (598.112786 sec): 33 clusters Score: Raw -13974018.361717 + Penalty 18406.454016 = -13955611.907701 nChanged 102 Iteration 186Q (600.703260 sec): 33 clusters Score: Raw -13974021.083928 + Penalty 18406.454016 = -13955614.629912 nChanged 90 Iteration 187Q (603.254141 sec): 33 clusters Score: Raw -13974023.591175 + Penalty 18406.454016 = -13955617.137159 nChanged 85 Iteration 188Q (605.803751 sec): 33 clusters Score: Raw -13974026.281623 + Penalty 18406.454016 = -13955619.827606 nChanged 88 Iteration 189Q (608.367900 sec): 33 clusters Score: Raw -13974028.799938 + Penalty 18406.454016 = -13955622.345921 nChanged 85 Iteration 190Q (610.920028 sec): 33 clusters Score: Raw -13974030.984942 + Penalty 18406.454016 = -13955624.530926 nChanged 87 Iteration 191Q (613.494275 sec): 33 clusters Score: Raw -13974033.367729 + Penalty 18406.454016 = -13955626.913713 nChanged 91 Iteration 192Q (616.073166 sec): 33 clusters Score: Raw -13974035.581981 + Penalty 18406.454016 = -13955629.127964 nChanged 106 Iteration 193Q (618.645203 sec): 33 clusters Score: Raw -13974037.956330 + Penalty 18406.454016 = -13955631.502313 nChanged 81 Iteration 194Q (621.199831 sec): 33 clusters Score: Raw -13974039.574688 + Penalty 18406.454016 = -13955633.120672 nChanged 61 Iteration 195Q (623.918422 sec): 33 clusters Score: Raw -13974040.751013 + Penalty 18406.454016 = -13955634.296997 nChanged 61 Iteration 196Q (626.494705 sec): 33 clusters Score: Raw -13974042.163645 + Penalty 18406.454016 = -13955635.709629 nChanged 53 Iteration 197Q (629.056829 sec): 33 clusters Score: Raw -13974043.147179 + Penalty 18406.454016 = -13955636.693163 nChanged 54 Iteration 198Q (631.607078 sec): 33 clusters Score: Raw -13974044.203120 + Penalty 18406.454016 = -13955637.749104 nChanged 38 Iteration 199Q (634.161111 sec): 33 clusters Score: Raw -13974045.096979 + Penalty 18406.454016 = -13955638.642963 nChanged 43 Iteration 200F (637.342823 sec): 33 clusters Score: Raw -13974045.968568 + Penalty 18406.454016 = -13955639.514551 nChanged 49 Iteration 201Q (639.897887 sec): 33 clusters Score: Raw -13974047.071861 + Penalty 18406.454016 = -13955640.617845 nChanged 50 Iteration 202Q (642.457687 sec): 33 clusters Score: Raw -13974048.365922 + Penalty 18406.454016 = -13955641.911905 nChanged 42 Iteration 203Q (645.023334 sec): 33 clusters Score: Raw -13974050.101387 + Penalty 18406.454016 = -13955643.647371 nChanged 47 Iteration 204Q (647.581953 sec): 33 clusters Score: Raw -13974051.671548 + Penalty 18406.454016 = -13955645.217532 nChanged 43 Iteration 205Q (650.133216 sec): 33 clusters Score: Raw -13974053.105756 + Penalty 18406.454016 = -13955646.651740 nChanged 47 Iteration 206Q (652.690557 sec): 33 clusters Score: Raw -13974053.809206 + Penalty 18406.454016 = -13955647.355190 nChanged 50 Iteration 207Q (655.400589 sec): 33 clusters Score: Raw -13974054.825997 + Penalty 18406.454016 = -13955648.371980 nChanged 49 Iteration 208Q (657.951040 sec): 33 clusters Score: Raw -13974055.646800 + Penalty 18406.454016 = -13955649.192784 nChanged 35 Iteration 209Q (660.503407 sec): 33 clusters Score: Raw -13974056.156938 + Penalty 18406.454016 = -13955649.702922 nChanged 40 Iteration 210Q (663.063132 sec): 33 clusters Score: Raw -13974056.575949 + Penalty 18406.454016 = -13955650.121932 nChanged 31 Iteration 211Q (665.659554 sec): 33 clusters Score: Raw -13974056.902793 + Penalty 18406.454016 = -13955650.448776 nChanged 22 Iteration 212Q (668.210995 sec): 33 clusters Score: Raw -13974057.245902 + Penalty 18406.454016 = -13955650.791886 nChanged 30 Iteration 213Q (670.783450 sec): 33 clusters Score: Raw -13974057.646619 + Penalty 18406.454016 = -13955651.192602 nChanged 20 Iteration 214Q (673.334595 sec): 33 clusters Score: Raw -13974057.850468 + Penalty 18406.454016 = -13955651.396452 nChanged 23 Iteration 215Q (675.885590 sec): 33 clusters Score: Raw -13974058.121657 + Penalty 18406.454016 = -13955651.667641 nChanged 20 Iteration 216Q (678.453474 sec): 33 clusters Score: Raw -13974058.382238 + Penalty 18406.454016 = -13955651.928222 nChanged 18 Iteration 217Q (681.005254 sec): 33 clusters Score: Raw -13974058.573790 + Penalty 18406.454016 = -13955652.119774 nChanged 20 Iteration 218Q (683.565657 sec): 33 clusters Score: Raw -13974058.742403 + Penalty 18406.454016 = -13955652.288387 nChanged 18 Writing temp clu file Because OldScore, -13955652.119774, is greater than current (better) Score,-13955652.288387 Compute initial score before splitting: Score: Raw -13974058.742403 + Penalty 18406.454016 = -13955652.288387 Trying to split cluster 1 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.620454 sec): 2 clusters Score: Raw -23613.094722 + Penalty 278.871785 = -23334.222938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.622390 sec): 3 clusters Score: Raw -23412.981855 + Penalty 557.743569 = -22855.238285 nChanged 168 SP:Iteration 1F (683.624062 sec): 3 clusters Score: Raw -23543.540497 + Penalty 557.743569 = -22985.796928 nChanged 41 SP:Iteration 2F (683.625708 sec): 3 clusters Score: Raw -23578.345032 + Penalty 557.743569 = -23020.601463 nChanged 16 SP:Iteration 3Q (683.627385 sec): 3 clusters Score: Raw -23589.940722 + Penalty 557.743569 = -23032.197153 nChanged 17 SP:Iteration 4Q (683.629042 sec): 3 clusters Score: Raw -23604.591748 + Penalty 557.743569 = -23046.848179 nChanged 9 SP:Iteration 5Q (683.630699 sec): 3 clusters Score: Raw -23612.552732 + Penalty 557.743569 = -23054.809163 nChanged 5 SP:Iteration 6Q (683.632348 sec): 3 clusters Score: Raw -23616.617226 + Penalty 557.743569 = -23058.873657 nChanged 2 SP:Iteration 7Q (683.634006 sec): 3 clusters Score: Raw -23617.595469 + Penalty 557.743569 = -23059.851900 nChanged 1 SP:Iteration 8Q (683.635724 sec): 3 clusters Score: Raw -23618.223622 + Penalty 557.743569 = -23060.480053 nChanged 1 SP:Iteration 9Q (683.637382 sec): 3 clusters Score: Raw -23618.625547 + Penalty 557.743569 = -23060.881978 nChanged 3 SP:Iteration 10Q (683.639033 sec): 3 clusters Score: Raw -23620.496633 + Penalty 557.743569 = -23062.753064 nChanged 3 SP:Iteration 11Q (683.640830 sec): 3 clusters Score: Raw -23622.102028 + Penalty 557.743569 = -23064.358459 nChanged 4 SP:Iteration 12Q (683.642495 sec): 3 clusters Score: Raw -23623.692180 + Penalty 557.743569 = -23065.948610 nChanged 2 SP:Iteration 13Q (683.644126 sec): 3 clusters Score: Raw -23624.437416 + Penalty 557.743569 = -23066.693847 nChanged 0 SP:Iteration 14F (683.645751 sec): 3 clusters Score: Raw -23624.437416 + Penalty 557.743569 = -23066.693847 nChanged 0 Trying to split cluster 2 (7262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.663831 sec): 2 clusters Score: Raw -346787.742691 + Penalty 404.513680 = -346383.229010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.683527 sec): 3 clusters Score: Raw -342377.902686 + Penalty 809.027360 = -341568.875326 nChanged 3307 SP:Iteration 1F (683.701806 sec): 3 clusters Score: Raw -344377.492337 + Penalty 809.027360 = -343568.464977 nChanged 432 SP:Iteration 2F (683.719939 sec): 3 clusters Score: Raw -344593.474921 + Penalty 809.027360 = -343784.447561 nChanged 407 SP:Iteration 3F (683.738208 sec): 3 clusters Score: Raw -344788.083585 + Penalty 809.027360 = -343979.056225 nChanged 358 SP:Iteration 4Q (683.757288 sec): 3 clusters Score: Raw -344938.438507 + Penalty 809.027360 = -344129.411146 nChanged 329 SP:Iteration 5Q (683.775686 sec): 3 clusters Score: Raw -345107.505742 + Penalty 809.027360 = -344298.478382 nChanged 371 SP:Iteration 6F (683.794346 sec): 3 clusters Score: Raw -345323.074692 + Penalty 809.027360 = -344514.047332 nChanged 381 SP:Iteration 7F (683.812618 sec): 3 clusters Score: Raw -345540.773738 + Penalty 809.027360 = -344731.746378 nChanged 328 SP:Iteration 8Q (683.830982 sec): 3 clusters Score: Raw -345720.298653 + Penalty 809.027360 = -344911.271292 nChanged 292 SP:Iteration 9Q (683.849279 sec): 3 clusters Score: Raw -345899.418724 + Penalty 809.027360 = -345090.391364 nChanged 247 SP:Iteration 10Q (683.867660 sec): 3 clusters Score: Raw -346035.205562 + Penalty 809.027360 = -345226.178201 nChanged 205 SP:Iteration 11Q (683.886017 sec): 3 clusters Score: Raw -346127.090892 + Penalty 809.027360 = -345318.063532 nChanged 192 SP:Iteration 12Q (683.904299 sec): 3 clusters Score: Raw -346210.043908 + Penalty 809.027360 = -345401.016548 nChanged 178 SP:Iteration 13Q (683.922576 sec): 3 clusters Score: Raw -346286.109217 + Penalty 809.027360 = -345477.081856 nChanged 155 SP:Iteration 14Q (683.940731 sec): 3 clusters Score: Raw -346346.692544 + Penalty 809.027360 = -345537.665184 nChanged 149 SP:Iteration 15Q (683.958906 sec): 3 clusters Score: Raw -346397.359905 + Penalty 809.027360 = -345588.332545 nChanged 128 SP:Iteration 16Q (683.976963 sec): 3 clusters Score: Raw -346443.526050 + Penalty 809.027360 = -345634.498690 nChanged 139 SP:Iteration 17Q (683.995200 sec): 3 clusters Score: Raw -346490.995774 + Penalty 809.027360 = -345681.968414 nChanged 111 SP:Iteration 18Q (684.013387 sec): 3 clusters Score: Raw -346527.015387 + Penalty 809.027360 = -345717.988027 nChanged 101 SP:Iteration 19Q (684.031461 sec): 3 clusters Score: Raw -346561.010426 + Penalty 809.027360 = -345751.983066 nChanged 85 SP:Iteration 20F (684.049609 sec): 3 clusters Score: Raw -346588.380905 + Penalty 809.027360 = -345779.353545 nChanged 88 SP:Iteration 21Q (684.067681 sec): 3 clusters Score: Raw -346612.904140 + Penalty 809.027360 = -345803.876780 nChanged 74 SP:Iteration 22Q (684.085862 sec): 3 clusters Score: Raw -346629.852294 + Penalty 809.027360 = -345820.824934 nChanged 53 SP:Iteration 23Q (684.103790 sec): 3 clusters Score: Raw -346641.267695 + Penalty 809.027360 = -345832.240335 nChanged 47 SP:Iteration 24Q (684.121934 sec): 3 clusters Score: Raw -346648.165238 + Penalty 809.027360 = -345839.137878 nChanged 47 SP:Iteration 25Q (684.140081 sec): 3 clusters Score: Raw -346654.871132 + Penalty 809.027360 = -345845.843772 nChanged 42 SP:Iteration 26Q (684.158087 sec): 3 clusters Score: Raw -346661.748351 + Penalty 809.027360 = -345852.720991 nChanged 30 SP:Iteration 27Q (684.176103 sec): 3 clusters Score: Raw -346668.015402 + Penalty 809.027360 = -345858.988041 nChanged 35 SP:Iteration 28Q (684.194155 sec): 3 clusters Score: Raw -346674.517147 + Penalty 809.027360 = -345865.489787 nChanged 27 SP:Iteration 29Q (684.212262 sec): 3 clusters Score: Raw -346679.582339 + Penalty 809.027360 = -345870.554979 nChanged 36 SP:Iteration 30Q (684.230626 sec): 3 clusters Score: Raw -346685.281596 + Penalty 809.027360 = -345876.254236 nChanged 23 SP:Iteration 31Q (684.248693 sec): 3 clusters Score: Raw -346688.556975 + Penalty 809.027360 = -345879.529615 nChanged 24 SP:Iteration 32Q (684.266727 sec): 3 clusters Score: Raw -346692.748607 + Penalty 809.027360 = -345883.721246 nChanged 23 SP:Iteration 33Q (684.285191 sec): 3 clusters Score: Raw -346695.449660 + Penalty 809.027360 = -345886.422300 nChanged 23 SP:Iteration 34Q (684.303288 sec): 3 clusters Score: Raw -346699.897632 + Penalty 809.027360 = -345890.870271 nChanged 31 SP:Iteration 35Q (684.321336 sec): 3 clusters Score: Raw -346705.924074 + Penalty 809.027360 = -345896.896714 nChanged 36 SP:Iteration 36Q (684.339361 sec): 3 clusters Score: Raw -346713.539356 + Penalty 809.027360 = -345904.511995 nChanged 44 SP:Iteration 37Q (684.357387 sec): 3 clusters Score: Raw -346720.711971 + Penalty 809.027360 = -345911.684611 nChanged 43 SP:Iteration 38Q (684.375602 sec): 3 clusters Score: Raw -346729.075299 + Penalty 809.027360 = -345920.047938 nChanged 42 SP:Iteration 39Q (684.393621 sec): 3 clusters Score: Raw -346735.846169 + Penalty 809.027360 = -345926.818809 nChanged 36 SP:Iteration 40F (684.412178 sec): 3 clusters Score: Raw -346743.260430 + Penalty 809.027360 = -345934.233070 nChanged 28 SP:Iteration 41Q (684.431994 sec): 3 clusters Score: Raw -346748.445199 + Penalty 809.027360 = -345939.417838 nChanged 28 SP:Iteration 42Q (684.450102 sec): 3 clusters Score: Raw -346755.104644 + Penalty 809.027360 = -345946.077284 nChanged 27 SP:Iteration 43Q (684.468150 sec): 3 clusters Score: Raw -346761.216017 + Penalty 809.027360 = -345952.188656 nChanged 29 SP:Iteration 44Q (684.486169 sec): 3 clusters Score: Raw -346766.093586 + Penalty 809.027360 = -345957.066226 nChanged 25 SP:Iteration 45Q (684.504224 sec): 3 clusters Score: Raw -346769.873376 + Penalty 809.027360 = -345960.846015 nChanged 20 SP:Iteration 46Q (684.522285 sec): 3 clusters Score: Raw -346772.253650 + Penalty 809.027360 = -345963.226290 nChanged 17 SP:Iteration 47Q (684.540344 sec): 3 clusters Score: Raw -346774.410153 + Penalty 809.027360 = -345965.382792 nChanged 21 SP:Iteration 48Q (684.558399 sec): 3 clusters Score: Raw -346776.929799 + Penalty 809.027360 = -345967.902438 nChanged 21 SP:Iteration 49Q (684.576190 sec): 3 clusters Score: Raw -346780.303477 + Penalty 809.027360 = -345971.276117 nChanged 19 SP:Iteration 50Q (684.594321 sec): 3 clusters Score: Raw -346781.899968 + Penalty 809.027360 = -345972.872608 nChanged 13 SP:Iteration 51Q (684.612336 sec): 3 clusters Score: Raw -346783.311689 + Penalty 809.027360 = -345974.284329 nChanged 12 SP:Iteration 52Q (684.630447 sec): 3 clusters Score: Raw -346785.099383 + Penalty 809.027360 = -345976.072022 nChanged 13 SP:Iteration 53Q (684.648481 sec): 3 clusters Score: Raw -346786.890835 + Penalty 809.027360 = -345977.863474 nChanged 17 SP:Iteration 54Q (684.666358 sec): 3 clusters Score: Raw -346788.408823 + Penalty 809.027360 = -345979.381462 nChanged 14 SP:Iteration 55Q (684.684487 sec): 3 clusters Score: Raw -346789.579977 + Penalty 809.027360 = -345980.552617 nChanged 16 SP:Iteration 56Q (684.702519 sec): 3 clusters Score: Raw -346790.850266 + Penalty 809.027360 = -345981.822906 nChanged 11 SP:Iteration 57Q (684.720555 sec): 3 clusters Score: Raw -346791.743213 + Penalty 809.027360 = -345982.715852 nChanged 10 SP:Iteration 58Q (684.738567 sec): 3 clusters Score: Raw -346792.497625 + Penalty 809.027360 = -345983.470265 nChanged 6 SP:Iteration 59Q (684.756724 sec): 3 clusters Score: Raw -346793.031102 + Penalty 809.027360 = -345984.003742 nChanged 9 SP:Iteration 60F (684.775360 sec): 3 clusters Score: Raw -346793.445270 + Penalty 809.027360 = -345984.417910 nChanged 5 SP:Iteration 61Q (684.793439 sec): 3 clusters Score: Raw -346793.761544 + Penalty 809.027360 = -345984.734184 nChanged 5 SP:Iteration 62Q (684.811538 sec): 3 clusters Score: Raw -346794.368833 + Penalty 809.027360 = -345985.341473 nChanged 8 SP:Iteration 63Q (684.829551 sec): 3 clusters Score: Raw -346795.493405 + Penalty 809.027360 = -345986.466045 nChanged 12 SP:Iteration 64Q (684.847626 sec): 3 clusters Score: Raw -346796.788802 + Penalty 809.027360 = -345987.761441 nChanged 17 SP:Iteration 65Q (684.865687 sec): 3 clusters Score: Raw -346798.104539 + Penalty 809.027360 = -345989.077179 nChanged 14 SP:Iteration 66Q (684.883767 sec): 3 clusters Score: Raw -346799.218293 + Penalty 809.027360 = -345990.190933 nChanged 10 SP:Iteration 67Q (684.901827 sec): 3 clusters Score: Raw -346799.821251 + Penalty 809.027360 = -345990.793891 nChanged 5 SP:Iteration 68Q (684.919992 sec): 3 clusters Score: Raw -346800.356099 + Penalty 809.027360 = -345991.328738 nChanged 7 SP:Iteration 69Q (684.938070 sec): 3 clusters Score: Raw -346801.090998 + Penalty 809.027360 = -345992.063638 nChanged 5 SP:Iteration 70Q (684.956228 sec): 3 clusters Score: Raw -346801.359945 + Penalty 809.027360 = -345992.332585 nChanged 4 SP:Iteration 71Q (684.974279 sec): 3 clusters Score: Raw -346801.647825 + Penalty 809.027360 = -345992.620464 nChanged 3 SP:Iteration 72Q (684.992343 sec): 3 clusters Score: Raw -346801.724767 + Penalty 809.027360 = -345992.697406 nChanged 1 SP:Iteration 73Q (685.010424 sec): 3 clusters Score: Raw -346801.770289 + Penalty 809.027360 = -345992.742929 nChanged 1 SP:Iteration 74Q (685.028478 sec): 3 clusters Score: Raw -346802.052238 + Penalty 809.027360 = -345993.024878 nChanged 5 SP:Iteration 75Q (685.046544 sec): 3 clusters Score: Raw -346802.483642 + Penalty 809.027360 = -345993.456282 nChanged 4 SP:Iteration 76Q (685.064576 sec): 3 clusters Score: Raw -346802.793799 + Penalty 809.027360 = -345993.766439 nChanged 3 SP:Iteration 77Q (685.082856 sec): 3 clusters Score: Raw -346802.996367 + Penalty 809.027360 = -345993.969007 nChanged 5 SP:Iteration 78Q (685.100878 sec): 3 clusters Score: Raw -346803.331378 + Penalty 809.027360 = -345994.304018 nChanged 10 SP:Iteration 79Q (685.118886 sec): 3 clusters Score: Raw -346803.958098 + Penalty 809.027360 = -345994.930738 nChanged 10 SP:Iteration 80F (685.137048 sec): 3 clusters Score: Raw -346804.416196 + Penalty 809.027360 = -345995.388836 nChanged 5 SP:Iteration 81Q (685.155086 sec): 3 clusters Score: Raw -346804.572379 + Penalty 809.027360 = -345995.545019 nChanged 1 SP:Iteration 82Q (685.173161 sec): 3 clusters Score: Raw -346804.611157 + Penalty 809.027360 = -345995.583797 nChanged 1 SP:Iteration 83Q (685.191173 sec): 3 clusters Score: Raw -346804.669804 + Penalty 809.027360 = -345995.642443 nChanged 1 SP:Iteration 84Q (685.209243 sec): 3 clusters Score: Raw -346804.760224 + Penalty 809.027360 = -345995.732863 nChanged 1 SP:Iteration 85Q (685.227340 sec): 3 clusters Score: Raw -346804.797805 + Penalty 809.027360 = -345995.770445 nChanged 1 SP:Iteration 86Q (685.245409 sec): 3 clusters Score: Raw -346804.842046 + Penalty 809.027360 = -345995.814686 nChanged 0 SP:Iteration 87F (685.263578 sec): 3 clusters Score: Raw -346804.842046 + Penalty 809.027360 = -345995.814686 nChanged 0 Trying to split cluster 3 (5725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.279760 sec): 2 clusters Score: Raw -253300.695634 + Penalty 393.693201 = -252907.002433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.296077 sec): 3 clusters Score: Raw -249955.705189 + Penalty 787.386402 = -249168.318786 nChanged 2568 SP:Iteration 1F (685.311061 sec): 3 clusters Score: Raw -251516.067376 + Penalty 787.386402 = -250728.680974 nChanged 392 SP:Iteration 2F (685.325661 sec): 3 clusters Score: Raw -251711.274041 + Penalty 787.386402 = -250923.887639 nChanged 324 SP:Iteration 3F (685.340235 sec): 3 clusters Score: Raw -251905.586196 + Penalty 787.386402 = -251118.199794 nChanged 354 SP:Iteration 4F (685.354818 sec): 3 clusters Score: Raw -252172.458524 + Penalty 787.386402 = -251385.072122 nChanged 323 SP:Iteration 5F (685.369386 sec): 3 clusters Score: Raw -252431.666309 + Penalty 787.386402 = -251644.279907 nChanged 285 SP:Iteration 6Q (685.384022 sec): 3 clusters Score: Raw -252675.913849 + Penalty 787.386402 = -251888.527446 nChanged 229 SP:Iteration 7Q (685.398647 sec): 3 clusters Score: Raw -252807.210885 + Penalty 787.386402 = -252019.824483 nChanged 132 SP:Iteration 8Q (685.413191 sec): 3 clusters Score: Raw -252843.880146 + Penalty 787.386402 = -252056.493744 nChanged 79 SP:Iteration 9Q (685.427703 sec): 3 clusters Score: Raw -252866.648987 + Penalty 787.386402 = -252079.262584 nChanged 70 SP:Iteration 10Q (685.442196 sec): 3 clusters Score: Raw -252888.626984 + Penalty 787.386402 = -252101.240582 nChanged 58 SP:Iteration 11Q (685.456637 sec): 3 clusters Score: Raw -252903.712893 + Penalty 787.386402 = -252116.326491 nChanged 60 SP:Iteration 12Q (685.471048 sec): 3 clusters Score: Raw -252916.225072 + Penalty 787.386402 = -252128.838670 nChanged 45 SP:Iteration 13Q (685.485516 sec): 3 clusters Score: Raw -252925.631298 + Penalty 787.386402 = -252138.244896 nChanged 52 SP:Iteration 14Q (685.499954 sec): 3 clusters Score: Raw -252936.174460 + Penalty 787.386402 = -252148.788057 nChanged 48 SP:Iteration 15Q (685.514379 sec): 3 clusters Score: Raw -252946.774748 + Penalty 787.386402 = -252159.388346 nChanged 51 SP:Iteration 16Q (685.528787 sec): 3 clusters Score: Raw -252957.219989 + Penalty 787.386402 = -252169.833586 nChanged 46 SP:Iteration 17Q (685.543173 sec): 3 clusters Score: Raw -252967.360559 + Penalty 787.386402 = -252179.974157 nChanged 46 SP:Iteration 18Q (685.557537 sec): 3 clusters Score: Raw -252977.057168 + Penalty 787.386402 = -252189.670765 nChanged 47 SP:Iteration 19Q (685.571907 sec): 3 clusters Score: Raw -252986.102831 + Penalty 787.386402 = -252198.716429 nChanged 41 SP:Iteration 20F (685.586396 sec): 3 clusters Score: Raw -252994.593370 + Penalty 787.386402 = -252207.206968 nChanged 39 SP:Iteration 21Q (685.600761 sec): 3 clusters Score: Raw -253001.144048 + Penalty 787.386402 = -252213.757645 nChanged 31 SP:Iteration 22Q (685.615204 sec): 3 clusters Score: Raw -253007.569579 + Penalty 787.386402 = -252220.183176 nChanged 27 SP:Iteration 23Q (685.629528 sec): 3 clusters Score: Raw -253012.831659 + Penalty 787.386402 = -252225.445257 nChanged 30 SP:Iteration 24Q (685.643965 sec): 3 clusters Score: Raw -253018.221632 + Penalty 787.386402 = -252230.835230 nChanged 28 SP:Iteration 25Q (685.658276 sec): 3 clusters Score: Raw -253022.868978 + Penalty 787.386402 = -252235.482576 nChanged 28 SP:Iteration 26Q (685.672686 sec): 3 clusters Score: Raw -253027.901444 + Penalty 787.386402 = -252240.515042 nChanged 26 SP:Iteration 27Q (685.687092 sec): 3 clusters Score: Raw -253032.124651 + Penalty 787.386402 = -252244.738249 nChanged 21 SP:Iteration 28Q (685.701519 sec): 3 clusters Score: Raw -253036.251029 + Penalty 787.386402 = -252248.864626 nChanged 30 SP:Iteration 29Q (685.715932 sec): 3 clusters Score: Raw -253042.974974 + Penalty 787.386402 = -252255.588571 nChanged 30 SP:Iteration 30Q (685.730241 sec): 3 clusters Score: Raw -253048.967349 + Penalty 787.386402 = -252261.580947 nChanged 30 SP:Iteration 31Q (685.744793 sec): 3 clusters Score: Raw -253054.792239 + Penalty 787.386402 = -252267.405837 nChanged 31 SP:Iteration 32Q (685.759104 sec): 3 clusters Score: Raw -253064.240857 + Penalty 787.386402 = -252276.854455 nChanged 36 SP:Iteration 33Q (685.773504 sec): 3 clusters Score: Raw -253075.819429 + Penalty 787.386402 = -252288.433027 nChanged 40 SP:Iteration 34Q (685.787746 sec): 3 clusters Score: Raw -253091.644140 + Penalty 787.386402 = -252304.257738 nChanged 42 SP:Iteration 35Q (685.802198 sec): 3 clusters Score: Raw -253107.681933 + Penalty 787.386402 = -252320.295530 nChanged 48 SP:Iteration 36Q (685.816397 sec): 3 clusters Score: Raw -253126.246652 + Penalty 787.386402 = -252338.860250 nChanged 46 SP:Iteration 37Q (685.830657 sec): 3 clusters Score: Raw -253141.230615 + Penalty 787.386402 = -252353.844212 nChanged 50 SP:Iteration 38Q (685.844931 sec): 3 clusters Score: Raw -253157.147054 + Penalty 787.386402 = -252369.760651 nChanged 47 SP:Iteration 39Q (685.859227 sec): 3 clusters Score: Raw -253173.954204 + Penalty 787.386402 = -252386.567801 nChanged 39 SP:Iteration 40F (685.873673 sec): 3 clusters Score: Raw -253190.677133 + Penalty 787.386402 = -252403.290730 nChanged 50 SP:Iteration 41Q (685.887942 sec): 3 clusters Score: Raw -253210.171406 + Penalty 787.386402 = -252422.785003 nChanged 34 SP:Iteration 42Q (685.902228 sec): 3 clusters Score: Raw -253221.293903 + Penalty 787.386402 = -252433.907500 nChanged 31 SP:Iteration 43Q (685.916456 sec): 3 clusters Score: Raw -253232.971848 + Penalty 787.386402 = -252445.585445 nChanged 29 SP:Iteration 44Q (685.930603 sec): 3 clusters Score: Raw -253245.313987 + Penalty 787.386402 = -252457.927584 nChanged 20 SP:Iteration 45Q (685.944820 sec): 3 clusters Score: Raw -253251.027258 + Penalty 787.386402 = -252463.640856 nChanged 15 SP:Iteration 46Q (685.959071 sec): 3 clusters Score: Raw -253254.886997 + Penalty 787.386402 = -252467.500595 nChanged 10 SP:Iteration 47Q (685.973266 sec): 3 clusters Score: Raw -253257.941824 + Penalty 787.386402 = -252470.555421 nChanged 9 SP:Iteration 48Q (685.987408 sec): 3 clusters Score: Raw -253261.453311 + Penalty 787.386402 = -252474.066908 nChanged 17 SP:Iteration 49Q (686.001576 sec): 3 clusters Score: Raw -253270.955126 + Penalty 787.386402 = -252483.568724 nChanged 15 SP:Iteration 50Q (686.015716 sec): 3 clusters Score: Raw -253278.029296 + Penalty 787.386402 = -252490.642893 nChanged 14 SP:Iteration 51Q (686.029906 sec): 3 clusters Score: Raw -253282.117157 + Penalty 787.386402 = -252494.730755 nChanged 8 SP:Iteration 52Q (686.044044 sec): 3 clusters Score: Raw -253284.979261 + Penalty 787.386402 = -252497.592858 nChanged 11 SP:Iteration 53Q (686.058274 sec): 3 clusters Score: Raw -253287.737012 + Penalty 787.386402 = -252500.350610 nChanged 7 SP:Iteration 54Q (686.072404 sec): 3 clusters Score: Raw -253289.078385 + Penalty 787.386402 = -252501.691982 nChanged 7 SP:Iteration 55Q (686.086568 sec): 3 clusters Score: Raw -253290.246031 + Penalty 787.386402 = -252502.859629 nChanged 7 SP:Iteration 56Q (686.100737 sec): 3 clusters Score: Raw -253291.422850 + Penalty 787.386402 = -252504.036447 nChanged 4 SP:Iteration 57Q (686.114927 sec): 3 clusters Score: Raw -253292.608215 + Penalty 787.386402 = -252505.221813 nChanged 9 SP:Iteration 58Q (686.129056 sec): 3 clusters Score: Raw -253295.667302 + Penalty 787.386402 = -252508.280900 nChanged 8 SP:Iteration 59Q (686.143169 sec): 3 clusters Score: Raw -253298.983316 + Penalty 787.386402 = -252511.596913 nChanged 12 SP:Iteration 60F (686.157629 sec): 3 clusters Score: Raw -253302.814844 + Penalty 787.386402 = -252515.428442 nChanged 16 SP:Iteration 61Q (686.171744 sec): 3 clusters Score: Raw -253306.878678 + Penalty 787.386402 = -252519.492276 nChanged 12 SP:Iteration 62Q (686.185883 sec): 3 clusters Score: Raw -253309.205265 + Penalty 787.386402 = -252521.818862 nChanged 9 SP:Iteration 63Q (686.199975 sec): 3 clusters Score: Raw -253311.144184 + Penalty 787.386402 = -252523.757782 nChanged 10 SP:Iteration 64Q (686.214107 sec): 3 clusters Score: Raw -253314.477466 + Penalty 787.386402 = -252527.091064 nChanged 16 SP:Iteration 65Q (686.228218 sec): 3 clusters Score: Raw -253319.705812 + Penalty 787.386402 = -252532.319410 nChanged 17 SP:Iteration 66Q (686.242301 sec): 3 clusters Score: Raw -253323.835769 + Penalty 787.386402 = -252536.449367 nChanged 13 SP:Iteration 67Q (686.256454 sec): 3 clusters Score: Raw -253327.098005 + Penalty 787.386402 = -252539.711603 nChanged 14 SP:Iteration 68Q (686.270508 sec): 3 clusters Score: Raw -253330.178667 + Penalty 787.386402 = -252542.792264 nChanged 11 SP:Iteration 69Q (686.284597 sec): 3 clusters Score: Raw -253331.869711 + Penalty 787.386402 = -252544.483308 nChanged 4 SP:Iteration 70Q (686.298654 sec): 3 clusters Score: Raw -253332.494995 + Penalty 787.386402 = -252545.108592 nChanged 2 SP:Iteration 71Q (686.312745 sec): 3 clusters Score: Raw -253332.642510 + Penalty 787.386402 = -252545.256108 nChanged 2 SP:Iteration 72Q (686.326797 sec): 3 clusters Score: Raw -253333.060899 + Penalty 787.386402 = -252545.674496 nChanged 3 SP:Iteration 73Q (686.340860 sec): 3 clusters Score: Raw -253333.953465 + Penalty 787.386402 = -252546.567063 nChanged 5 SP:Iteration 74Q (686.354875 sec): 3 clusters Score: Raw -253334.924904 + Penalty 787.386402 = -252547.538501 nChanged 5 SP:Iteration 75Q (686.368941 sec): 3 clusters Score: Raw -253335.850491 + Penalty 787.386402 = -252548.464089 nChanged 8 SP:Iteration 76Q (686.383022 sec): 3 clusters Score: Raw -253338.769561 + Penalty 787.386402 = -252551.383158 nChanged 10 SP:Iteration 77Q (686.397081 sec): 3 clusters Score: Raw -253341.436155 + Penalty 787.386402 = -252554.049753 nChanged 5 SP:Iteration 78Q (686.411164 sec): 3 clusters Score: Raw -253341.926892 + Penalty 787.386402 = -252554.540490 nChanged 0 SP:Iteration 79F (686.425558 sec): 3 clusters Score: Raw -253341.926892 + Penalty 787.386402 = -252554.540490 nChanged 0 Trying to split cluster 4 (4193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.441154 sec): 2 clusters Score: Raw -186105.216697 + Penalty 379.523314 = -185725.693383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.453493 sec): 3 clusters Score: Raw -183684.580214 + Penalty 759.046629 = -182925.533585 nChanged 1874 SP:Iteration 1F (686.464330 sec): 3 clusters Score: Raw -184746.289597 + Penalty 759.046629 = -183987.242968 nChanged 269 SP:Iteration 2F (686.475199 sec): 3 clusters Score: Raw -184887.834171 + Penalty 759.046629 = -184128.787542 nChanged 252 SP:Iteration 3F (686.486355 sec): 3 clusters Score: Raw -185026.963979 + Penalty 759.046629 = -184267.917350 nChanged 211 SP:Iteration 4F (686.497296 sec): 3 clusters Score: Raw -185162.021738 + Penalty 759.046629 = -184402.975109 nChanged 213 SP:Iteration 5F (686.508467 sec): 3 clusters Score: Raw -185336.346980 + Penalty 759.046629 = -184577.300351 nChanged 206 SP:Iteration 6Q (686.519354 sec): 3 clusters Score: Raw -185536.470165 + Penalty 759.046629 = -184777.423536 nChanged 192 SP:Iteration 7Q (686.530220 sec): 3 clusters Score: Raw -185703.641579 + Penalty 759.046629 = -184944.594950 nChanged 179 SP:Iteration 8Q (686.541115 sec): 3 clusters Score: Raw -185818.276142 + Penalty 759.046629 = -185059.229513 nChanged 116 SP:Iteration 9Q (686.551933 sec): 3 clusters Score: Raw -185871.081086 + Penalty 759.046629 = -185112.034457 nChanged 81 SP:Iteration 10Q (686.562737 sec): 3 clusters Score: Raw -185903.290880 + Penalty 759.046629 = -185144.244251 nChanged 60 SP:Iteration 11Q (686.573501 sec): 3 clusters Score: Raw -185921.873710 + Penalty 759.046629 = -185162.827081 nChanged 51 SP:Iteration 12Q (686.584360 sec): 3 clusters Score: Raw -185943.164929 + Penalty 759.046629 = -185184.118300 nChanged 57 SP:Iteration 13Q (686.595151 sec): 3 clusters Score: Raw -185964.618295 + Penalty 759.046629 = -185205.571666 nChanged 62 SP:Iteration 14Q (686.605892 sec): 3 clusters Score: Raw -185986.680745 + Penalty 759.046629 = -185227.634116 nChanged 56 SP:Iteration 15Q (686.616629 sec): 3 clusters Score: Raw -186003.855120 + Penalty 759.046629 = -185244.808491 nChanged 43 SP:Iteration 16Q (686.627390 sec): 3 clusters Score: Raw -186018.482901 + Penalty 759.046629 = -185259.436272 nChanged 40 SP:Iteration 17Q (686.638098 sec): 3 clusters Score: Raw -186030.256677 + Penalty 759.046629 = -185271.210048 nChanged 42 SP:Iteration 18Q (686.648813 sec): 3 clusters Score: Raw -186041.028519 + Penalty 759.046629 = -185281.981890 nChanged 41 SP:Iteration 19Q (686.659628 sec): 3 clusters Score: Raw -186053.964024 + Penalty 759.046629 = -185294.917395 nChanged 45 SP:Iteration 20F (686.670775 sec): 3 clusters Score: Raw -186066.590870 + Penalty 759.046629 = -185307.544241 nChanged 40 SP:Iteration 21Q (686.681520 sec): 3 clusters Score: Raw -186077.618107 + Penalty 759.046629 = -185318.571478 nChanged 41 SP:Iteration 22Q (686.692315 sec): 3 clusters Score: Raw -186088.818388 + Penalty 759.046629 = -185329.771759 nChanged 40 SP:Iteration 23Q (686.703045 sec): 3 clusters Score: Raw -186099.351030 + Penalty 759.046629 = -185340.304401 nChanged 28 SP:Iteration 24Q (686.713782 sec): 3 clusters Score: Raw -186108.471343 + Penalty 759.046629 = -185349.424714 nChanged 33 SP:Iteration 25Q (686.724559 sec): 3 clusters Score: Raw -186117.891525 + Penalty 759.046629 = -185358.844896 nChanged 37 SP:Iteration 26Q (686.735292 sec): 3 clusters Score: Raw -186125.240608 + Penalty 759.046629 = -185366.193979 nChanged 31 SP:Iteration 27Q (686.746191 sec): 3 clusters Score: Raw -186130.979980 + Penalty 759.046629 = -185371.933351 nChanged 26 SP:Iteration 28Q (686.756995 sec): 3 clusters Score: Raw -186136.571136 + Penalty 759.046629 = -185377.524507 nChanged 20 SP:Iteration 29Q (686.767737 sec): 3 clusters Score: Raw -186140.545019 + Penalty 759.046629 = -185381.498390 nChanged 23 SP:Iteration 30Q (686.778464 sec): 3 clusters Score: Raw -186143.922334 + Penalty 759.046629 = -185384.875705 nChanged 23 SP:Iteration 31Q (686.789232 sec): 3 clusters Score: Raw -186148.165806 + Penalty 759.046629 = -185389.119177 nChanged 27 SP:Iteration 32Q (686.799974 sec): 3 clusters Score: Raw -186153.619290 + Penalty 759.046629 = -185394.572661 nChanged 27 SP:Iteration 33Q (686.810709 sec): 3 clusters Score: Raw -186159.529541 + Penalty 759.046629 = -185400.482912 nChanged 19 SP:Iteration 34Q (686.821496 sec): 3 clusters Score: Raw -186163.520787 + Penalty 759.046629 = -185404.474158 nChanged 22 SP:Iteration 35Q (686.832229 sec): 3 clusters Score: Raw -186169.121487 + Penalty 759.046629 = -185410.074858 nChanged 27 SP:Iteration 36Q (686.843029 sec): 3 clusters Score: Raw -186177.153298 + Penalty 759.046629 = -185418.106669 nChanged 36 SP:Iteration 37Q (686.853835 sec): 3 clusters Score: Raw -186187.123880 + Penalty 759.046629 = -185428.077251 nChanged 25 SP:Iteration 38Q (686.864576 sec): 3 clusters Score: Raw -186191.586961 + Penalty 759.046629 = -185432.540332 nChanged 20 SP:Iteration 39Q (686.875253 sec): 3 clusters Score: Raw -186197.063389 + Penalty 759.046629 = -185438.016760 nChanged 21 SP:Iteration 40F (686.886143 sec): 3 clusters Score: Raw -186201.441153 + Penalty 759.046629 = -185442.394524 nChanged 20 SP:Iteration 41Q (686.896874 sec): 3 clusters Score: Raw -186204.713715 + Penalty 759.046629 = -185445.667086 nChanged 16 SP:Iteration 42Q (686.907616 sec): 3 clusters Score: Raw -186207.443084 + Penalty 759.046629 = -185448.396455 nChanged 12 SP:Iteration 43Q (686.918415 sec): 3 clusters Score: Raw -186209.112988 + Penalty 759.046629 = -185450.066359 nChanged 11 SP:Iteration 44Q (686.929162 sec): 3 clusters Score: Raw -186210.648995 + Penalty 759.046629 = -185451.602366 nChanged 7 SP:Iteration 45Q (686.939914 sec): 3 clusters Score: Raw -186211.334256 + Penalty 759.046629 = -185452.287627 nChanged 5 SP:Iteration 46Q (686.950723 sec): 3 clusters Score: Raw -186211.637131 + Penalty 759.046629 = -185452.590502 nChanged 6 SP:Iteration 47Q (686.961510 sec): 3 clusters Score: Raw -186212.291761 + Penalty 759.046629 = -185453.245132 nChanged 4 SP:Iteration 48Q (686.972245 sec): 3 clusters Score: Raw -186212.646577 + Penalty 759.046629 = -185453.599948 nChanged 3 SP:Iteration 49Q (686.983119 sec): 3 clusters Score: Raw -186212.821611 + Penalty 759.046629 = -185453.774982 nChanged 2 SP:Iteration 50Q (686.993889 sec): 3 clusters Score: Raw -186212.928674 + Penalty 759.046629 = -185453.882045 nChanged 2 SP:Iteration 51Q (687.004613 sec): 3 clusters Score: Raw -186213.088761 + Penalty 759.046629 = -185454.042133 nChanged 2 SP:Iteration 52Q (687.015462 sec): 3 clusters Score: Raw -186213.190430 + Penalty 759.046629 = -185454.143801 nChanged 1 SP:Iteration 53Q (687.026220 sec): 3 clusters Score: Raw -186213.244914 + Penalty 759.046629 = -185454.198285 nChanged 2 SP:Iteration 54Q (687.036967 sec): 3 clusters Score: Raw -186213.463081 + Penalty 759.046629 = -185454.416452 nChanged 2 SP:Iteration 55Q (687.047781 sec): 3 clusters Score: Raw -186213.549393 + Penalty 759.046629 = -185454.502764 nChanged 1 SP:Iteration 56Q (687.058588 sec): 3 clusters Score: Raw -186213.574145 + Penalty 759.046629 = -185454.527516 nChanged 0 SP:Iteration 57F (687.069623 sec): 3 clusters Score: Raw -186213.574145 + Penalty 759.046629 = -185454.527516 nChanged 0 Trying to split cluster 5 (7464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.087364 sec): 2 clusters Score: Raw -368449.102443 + Penalty 405.762027 = -368043.340417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.107073 sec): 3 clusters Score: Raw -363843.531881 + Penalty 811.524054 = -363032.007827 nChanged 3432 SP:Iteration 1F (687.125544 sec): 3 clusters Score: Raw -365879.879145 + Penalty 811.524054 = -365068.355091 nChanged 499 SP:Iteration 2F (687.144185 sec): 3 clusters Score: Raw -366219.071965 + Penalty 811.524054 = -365407.547912 nChanged 555 SP:Iteration 3F (687.162722 sec): 3 clusters Score: Raw -366697.240299 + Penalty 811.524054 = -365885.716246 nChanged 505 SP:Iteration 4F (687.181185 sec): 3 clusters Score: Raw -367159.178878 + Penalty 811.524054 = -366347.654824 nChanged 432 SP:Iteration 5F (687.199770 sec): 3 clusters Score: Raw -367502.521256 + Penalty 811.524054 = -366690.997203 nChanged 302 SP:Iteration 6Q (687.218225 sec): 3 clusters Score: Raw -367654.824603 + Penalty 811.524054 = -366843.300549 nChanged 190 SP:Iteration 7Q (687.236673 sec): 3 clusters Score: Raw -367725.845923 + Penalty 811.524054 = -366914.321869 nChanged 139 SP:Iteration 8Q (687.255147 sec): 3 clusters Score: Raw -367775.560732 + Penalty 811.524054 = -366964.036679 nChanged 124 SP:Iteration 9Q (687.273476 sec): 3 clusters Score: Raw -367822.607107 + Penalty 811.524054 = -367011.083054 nChanged 128 SP:Iteration 10Q (687.291783 sec): 3 clusters Score: Raw -367876.705336 + Penalty 811.524054 = -367065.181282 nChanged 131 SP:Iteration 11Q (687.310017 sec): 3 clusters Score: Raw -367934.949216 + Penalty 811.524054 = -367123.425162 nChanged 137 SP:Iteration 12Q (687.328267 sec): 3 clusters Score: Raw -367997.486860 + Penalty 811.524054 = -367185.962806 nChanged 130 SP:Iteration 13Q (687.346424 sec): 3 clusters Score: Raw -368052.790129 + Penalty 811.524054 = -367241.266076 nChanged 98 SP:Iteration 14Q (687.364582 sec): 3 clusters Score: Raw -368100.539695 + Penalty 811.524054 = -367289.015641 nChanged 103 SP:Iteration 15Q (687.382713 sec): 3 clusters Score: Raw -368150.069315 + Penalty 811.524054 = -367338.545261 nChanged 103 SP:Iteration 16Q (687.400831 sec): 3 clusters Score: Raw -368194.483940 + Penalty 811.524054 = -367382.959887 nChanged 75 SP:Iteration 17Q (687.418993 sec): 3 clusters Score: Raw -368223.879669 + Penalty 811.524054 = -367412.355615 nChanged 68 SP:Iteration 18Q (687.437049 sec): 3 clusters Score: Raw -368251.866108 + Penalty 811.524054 = -367440.342055 nChanged 72 SP:Iteration 19Q (687.455162 sec): 3 clusters Score: Raw -368282.578576 + Penalty 811.524054 = -367471.054523 nChanged 69 SP:Iteration 20F (687.473550 sec): 3 clusters Score: Raw -368312.198839 + Penalty 811.524054 = -367500.674785 nChanged 56 SP:Iteration 21Q (687.491582 sec): 3 clusters Score: Raw -368334.085261 + Penalty 811.524054 = -367522.561207 nChanged 52 SP:Iteration 22Q (687.509514 sec): 3 clusters Score: Raw -368353.083554 + Penalty 811.524054 = -367541.559500 nChanged 39 SP:Iteration 23Q (687.527466 sec): 3 clusters Score: Raw -368365.967326 + Penalty 811.524054 = -367554.443272 nChanged 37 SP:Iteration 24Q (687.545432 sec): 3 clusters Score: Raw -368377.756390 + Penalty 811.524054 = -367566.232336 nChanged 35 SP:Iteration 25Q (687.563307 sec): 3 clusters Score: Raw -368389.140357 + Penalty 811.524054 = -367577.616303 nChanged 34 SP:Iteration 26Q (687.581180 sec): 3 clusters Score: Raw -368401.450851 + Penalty 811.524054 = -367589.926797 nChanged 28 SP:Iteration 27Q (687.599036 sec): 3 clusters Score: Raw -368409.723489 + Penalty 811.524054 = -367598.199435 nChanged 20 SP:Iteration 28Q (687.616946 sec): 3 clusters Score: Raw -368416.621300 + Penalty 811.524054 = -367605.097247 nChanged 18 SP:Iteration 29Q (687.634766 sec): 3 clusters Score: Raw -368422.286270 + Penalty 811.524054 = -367610.762217 nChanged 16 SP:Iteration 30Q (687.652573 sec): 3 clusters Score: Raw -368427.775034 + Penalty 811.524054 = -367616.250980 nChanged 15 SP:Iteration 31Q (687.670425 sec): 3 clusters Score: Raw -368435.137016 + Penalty 811.524054 = -367623.612963 nChanged 17 SP:Iteration 32Q (687.688244 sec): 3 clusters Score: Raw -368443.290920 + Penalty 811.524054 = -367631.766867 nChanged 21 SP:Iteration 33Q (687.706085 sec): 3 clusters Score: Raw -368454.140575 + Penalty 811.524054 = -367642.616521 nChanged 22 SP:Iteration 34Q (687.723853 sec): 3 clusters Score: Raw -368461.021235 + Penalty 811.524054 = -367649.497181 nChanged 18 SP:Iteration 35Q (687.741652 sec): 3 clusters Score: Raw -368469.275940 + Penalty 811.524054 = -367657.751886 nChanged 14 SP:Iteration 36Q (687.759432 sec): 3 clusters Score: Raw -368473.181147 + Penalty 811.524054 = -367661.657093 nChanged 8 SP:Iteration 37Q (687.777276 sec): 3 clusters Score: Raw -368474.211915 + Penalty 811.524054 = -367662.687862 nChanged 4 SP:Iteration 38Q (687.795043 sec): 3 clusters Score: Raw -368475.275872 + Penalty 811.524054 = -367663.751818 nChanged 7 SP:Iteration 39Q (687.812859 sec): 3 clusters Score: Raw -368476.892393 + Penalty 811.524054 = -367665.368339 nChanged 7 SP:Iteration 40F (687.831239 sec): 3 clusters Score: Raw -368478.237068 + Penalty 811.524054 = -367666.713015 nChanged 3 SP:Iteration 41Q (687.848971 sec): 3 clusters Score: Raw -368478.790121 + Penalty 811.524054 = -367667.266067 nChanged 1 SP:Iteration 42Q (687.866774 sec): 3 clusters Score: Raw -368479.104171 + Penalty 811.524054 = -367667.580118 nChanged 2 SP:Iteration 43Q (687.884545 sec): 3 clusters Score: Raw -368479.761751 + Penalty 811.524054 = -367668.237697 nChanged 1 SP:Iteration 44Q (687.902343 sec): 3 clusters Score: Raw -368480.328281 + Penalty 811.524054 = -367668.804227 nChanged 3 SP:Iteration 45Q (687.920130 sec): 3 clusters Score: Raw -368481.609530 + Penalty 811.524054 = -367670.085476 nChanged 3 SP:Iteration 46Q (687.937945 sec): 3 clusters Score: Raw -368482.403950 + Penalty 811.524054 = -367670.879896 nChanged 5 SP:Iteration 47Q (687.955726 sec): 3 clusters Score: Raw -368484.008361 + Penalty 811.524054 = -367672.484308 nChanged 3 SP:Iteration 48Q (687.973495 sec): 3 clusters Score: Raw -368485.827076 + Penalty 811.524054 = -367674.303023 nChanged 3 SP:Iteration 49Q (687.991295 sec): 3 clusters Score: Raw -368488.156012 + Penalty 811.524054 = -367676.631958 nChanged 3 SP:Iteration 50Q (688.009059 sec): 3 clusters Score: Raw -368489.210447 + Penalty 811.524054 = -367677.686393 nChanged 4 SP:Iteration 51Q (688.026894 sec): 3 clusters Score: Raw -368490.026866 + Penalty 811.524054 = -367678.502812 nChanged 3 SP:Iteration 52Q (688.044599 sec): 3 clusters Score: Raw -368492.267640 + Penalty 811.524054 = -367680.743586 nChanged 5 SP:Iteration 53Q (688.062372 sec): 3 clusters Score: Raw -368493.730799 + Penalty 811.524054 = -367682.206745 nChanged 2 SP:Iteration 54Q (688.080130 sec): 3 clusters Score: Raw -368494.411328 + Penalty 811.524054 = -367682.887274 nChanged 2 SP:Iteration 55Q (688.097936 sec): 3 clusters Score: Raw -368495.148909 + Penalty 811.524054 = -367683.624856 nChanged 2 SP:Iteration 56Q (688.115653 sec): 3 clusters Score: Raw -368495.339830 + Penalty 811.524054 = -367683.815777 nChanged 0 SP:Iteration 57F (688.133932 sec): 3 clusters Score: Raw -368495.339830 + Penalty 811.524054 = -367683.815777 nChanged 0 Trying to split cluster 6 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.142288 sec): 2 clusters Score: Raw -24620.495027 + Penalty 288.244968 = -24332.250058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.144453 sec): 3 clusters Score: Raw -24381.354725 + Penalty 576.489937 = -23804.864788 nChanged 200 SP:Iteration 1F (688.146436 sec): 3 clusters Score: Raw -24598.736963 + Penalty 576.489937 = -24022.247026 nChanged 77 SP:Iteration 2F (688.148323 sec): 3 clusters Score: Raw -24784.988264 + Penalty 576.489937 = -24208.498327 nChanged 44 SP:Iteration 3F (688.150206 sec): 3 clusters Score: Raw -24946.712523 + Penalty 576.489937 = -24370.222586 nChanged 28 SP:Iteration 4Q (688.152088 sec): 3 clusters Score: Raw -24981.934438 + Penalty 576.489937 = -24405.444501 nChanged 8 SP:Iteration 5Q (688.153970 sec): 3 clusters Score: Raw -24990.747027 + Penalty 576.489937 = -24414.257090 nChanged 5 SP:Iteration 6Q (688.155834 sec): 3 clusters Score: Raw -24994.418664 + Penalty 576.489937 = -24417.928727 nChanged 1 SP:Iteration 7Q (688.157707 sec): 3 clusters Score: Raw -24995.031881 + Penalty 576.489937 = -24418.541944 nChanged 0 SP:Iteration 8F (688.159569 sec): 3 clusters Score: Raw -24995.031881 + Penalty 576.489937 = -24418.541944 nChanged 0 Score: Raw -13974433.409145 + Penalty 18981.655704 = -13955451.753441 Splitting cluster 6 changes total score from -13955652.288387 to -13955451.753441 So it's not getting split. Trying to split cluster 7 (2208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.593119 sec): 2 clusters Score: Raw -99985.253954 + Penalty 350.342830 = -99634.911125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.599938 sec): 3 clusters Score: Raw -98762.057097 + Penalty 700.685659 = -98061.371438 nChanged 936 SP:Iteration 1F (691.642056 sec): 3 clusters Score: Raw -99326.409197 + Penalty 700.685659 = -98625.723538 nChanged 160 SP:Iteration 2F (691.672414 sec): 3 clusters Score: Raw -99425.804127 + Penalty 700.685659 = -98725.118468 nChanged 126 SP:Iteration 3F (691.690887 sec): 3 clusters Score: Raw -99518.481065 + Penalty 700.685659 = -98817.795406 nChanged 127 SP:Iteration 4F (691.697187 sec): 3 clusters Score: Raw -99626.729547 + Penalty 700.685659 = -98926.043888 nChanged 116 SP:Iteration 5F (691.703160 sec): 3 clusters Score: Raw -99754.907088 + Penalty 700.685659 = -99054.221429 nChanged 114 SP:Iteration 6F (691.709122 sec): 3 clusters Score: Raw -99843.004558 + Penalty 700.685659 = -99142.318899 nChanged 75 SP:Iteration 7Q (691.715120 sec): 3 clusters Score: Raw -99885.405578 + Penalty 700.685659 = -99184.719919 nChanged 51 SP:Iteration 8Q (691.721101 sec): 3 clusters Score: Raw -99912.008498 + Penalty 700.685659 = -99211.322839 nChanged 48 SP:Iteration 9Q (691.727058 sec): 3 clusters Score: Raw -99928.379235 + Penalty 700.685659 = -99227.693576 nChanged 32 SP:Iteration 10Q (691.733033 sec): 3 clusters Score: Raw -99941.814634 + Penalty 700.685659 = -99241.128975 nChanged 23 SP:Iteration 11Q (691.738966 sec): 3 clusters Score: Raw -99952.135895 + Penalty 700.685659 = -99251.450235 nChanged 26 SP:Iteration 12Q (691.744889 sec): 3 clusters Score: Raw -99963.482432 + Penalty 700.685659 = -99262.796772 nChanged 16 SP:Iteration 13Q (691.750805 sec): 3 clusters Score: Raw -99968.396189 + Penalty 700.685659 = -99267.710530 nChanged 20 SP:Iteration 14Q (691.756732 sec): 3 clusters Score: Raw -99974.308212 + Penalty 700.685659 = -99273.622553 nChanged 17 SP:Iteration 15Q (691.762694 sec): 3 clusters Score: Raw -99978.316993 + Penalty 700.685659 = -99277.631334 nChanged 13 SP:Iteration 16Q (691.768621 sec): 3 clusters Score: Raw -99981.444446 + Penalty 700.685659 = -99280.758787 nChanged 6 SP:Iteration 17Q (691.774529 sec): 3 clusters Score: Raw -99982.477487 + Penalty 700.685659 = -99281.791828 nChanged 4 SP:Iteration 18Q (691.780475 sec): 3 clusters Score: Raw -99983.126633 + Penalty 700.685659 = -99282.440974 nChanged 5 SP:Iteration 19Q (691.786397 sec): 3 clusters Score: Raw -99983.739846 + Penalty 700.685659 = -99283.054187 nChanged 1 SP:Iteration 20F (691.792347 sec): 3 clusters Score: Raw -99983.915665 + Penalty 700.685659 = -99283.230006 nChanged 0 Trying to split cluster 8 (7186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.810585 sec): 2 clusters Score: Raw -337982.474029 + Penalty 404.034994 = -337578.439035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.830289 sec): 3 clusters Score: Raw -333563.285700 + Penalty 808.069987 = -332755.215713 nChanged 3315 SP:Iteration 1F (691.848497 sec): 3 clusters Score: Raw -335476.855497 + Penalty 808.069987 = -334668.785510 nChanged 438 SP:Iteration 2F (691.866627 sec): 3 clusters Score: Raw -335685.841573 + Penalty 808.069987 = -334877.771586 nChanged 465 SP:Iteration 3F (691.884708 sec): 3 clusters Score: Raw -335954.868262 + Penalty 808.069987 = -335146.798275 nChanged 462 SP:Iteration 4F (691.902976 sec): 3 clusters Score: Raw -336288.108008 + Penalty 808.069987 = -335480.038021 nChanged 468 SP:Iteration 5F (691.921300 sec): 3 clusters Score: Raw -336662.729387 + Penalty 808.069987 = -335854.659400 nChanged 427 SP:Iteration 6F (691.939810 sec): 3 clusters Score: Raw -336956.551458 + Penalty 808.069987 = -336148.481471 nChanged 305 SP:Iteration 7Q (691.958089 sec): 3 clusters Score: Raw -337109.248926 + Penalty 808.069987 = -336301.178939 nChanged 199 SP:Iteration 8Q (691.976147 sec): 3 clusters Score: Raw -337171.561559 + Penalty 808.069987 = -336363.491572 nChanged 110 SP:Iteration 9Q (691.994182 sec): 3 clusters Score: Raw -337204.195433 + Penalty 808.069987 = -336396.125446 nChanged 87 SP:Iteration 10Q (692.012241 sec): 3 clusters Score: Raw -337234.561729 + Penalty 808.069987 = -336426.491742 nChanged 89 SP:Iteration 11Q (692.030209 sec): 3 clusters Score: Raw -337267.331036 + Penalty 808.069987 = -336459.261049 nChanged 86 SP:Iteration 12Q (692.069657 sec): 3 clusters Score: Raw -337302.163547 + Penalty 808.069987 = -336494.093559 nChanged 101 SP:Iteration 13Q (692.107477 sec): 3 clusters Score: Raw -337351.428281 + Penalty 808.069987 = -336543.358294 nChanged 113 SP:Iteration 14Q (692.124757 sec): 3 clusters Score: Raw -337413.221625 + Penalty 808.069987 = -336605.151638 nChanged 104 SP:Iteration 15Q (692.142865 sec): 3 clusters Score: Raw -337459.448501 + Penalty 808.069987 = -336651.378514 nChanged 110 SP:Iteration 16Q (692.161024 sec): 3 clusters Score: Raw -337504.681774 + Penalty 808.069987 = -336696.611787 nChanged 107 SP:Iteration 17Q (692.178884 sec): 3 clusters Score: Raw -337541.599287 + Penalty 808.069987 = -336733.529299 nChanged 76 SP:Iteration 18Q (692.196873 sec): 3 clusters Score: Raw -337568.120627 + Penalty 808.069987 = -336760.050640 nChanged 70 SP:Iteration 19Q (692.214780 sec): 3 clusters Score: Raw -337587.445880 + Penalty 808.069987 = -336779.375893 nChanged 63 SP:Iteration 20F (692.244969 sec): 3 clusters Score: Raw -337606.284667 + Penalty 808.069987 = -336798.214680 nChanged 61 SP:Iteration 21Q (692.298065 sec): 3 clusters Score: Raw -337622.692938 + Penalty 808.069987 = -336814.622951 nChanged 67 SP:Iteration 22Q (692.331184 sec): 3 clusters Score: Raw -337640.570227 + Penalty 808.069987 = -336832.500240 nChanged 57 SP:Iteration 23Q (692.349340 sec): 3 clusters Score: Raw -337654.153494 + Penalty 808.069987 = -336846.083507 nChanged 45 SP:Iteration 24Q (692.367153 sec): 3 clusters Score: Raw -337661.937865 + Penalty 808.069987 = -336853.867878 nChanged 41 SP:Iteration 25Q (692.384859 sec): 3 clusters Score: Raw -337667.436710 + Penalty 808.069987 = -336859.366723 nChanged 29 SP:Iteration 26Q (692.402640 sec): 3 clusters Score: Raw -337671.770712 + Penalty 808.069987 = -336863.700725 nChanged 26 SP:Iteration 27Q (692.420533 sec): 3 clusters Score: Raw -337675.149933 + Penalty 808.069987 = -336867.079946 nChanged 22 SP:Iteration 28Q (692.438326 sec): 3 clusters Score: Raw -337677.766509 + Penalty 808.069987 = -336869.696522 nChanged 20 SP:Iteration 29Q (692.456133 sec): 3 clusters Score: Raw -337679.761898 + Penalty 808.069987 = -336871.691911 nChanged 16 SP:Iteration 30Q (692.473856 sec): 3 clusters Score: Raw -337681.223584 + Penalty 808.069987 = -336873.153596 nChanged 12 SP:Iteration 31Q (692.491513 sec): 3 clusters Score: Raw -337682.263930 + Penalty 808.069987 = -336874.193943 nChanged 8 SP:Iteration 32Q (692.509250 sec): 3 clusters Score: Raw -337683.493792 + Penalty 808.069987 = -336875.423805 nChanged 13 SP:Iteration 33Q (692.526963 sec): 3 clusters Score: Raw -337685.134519 + Penalty 808.069987 = -336877.064532 nChanged 9 SP:Iteration 34Q (692.544669 sec): 3 clusters Score: Raw -337686.115274 + Penalty 808.069987 = -336878.045287 nChanged 6 SP:Iteration 35Q (692.562455 sec): 3 clusters Score: Raw -337686.812458 + Penalty 808.069987 = -336878.742471 nChanged 12 SP:Iteration 36Q (692.580250 sec): 3 clusters Score: Raw -337687.609042 + Penalty 808.069987 = -336879.539055 nChanged 10 SP:Iteration 37Q (692.598054 sec): 3 clusters Score: Raw -337688.465311 + Penalty 808.069987 = -336880.395323 nChanged 8 SP:Iteration 38Q (692.615817 sec): 3 clusters Score: Raw -337689.006915 + Penalty 808.069987 = -336880.936928 nChanged 8 SP:Iteration 39Q (692.633523 sec): 3 clusters Score: Raw -337689.465133 + Penalty 808.069987 = -336881.395146 nChanged 4 SP:Iteration 40F (692.651936 sec): 3 clusters Score: Raw -337689.680243 + Penalty 808.069987 = -336881.610256 nChanged 5 SP:Iteration 41Q (692.669829 sec): 3 clusters Score: Raw -337690.056485 + Penalty 808.069987 = -336881.986498 nChanged 6 SP:Iteration 42Q (692.687596 sec): 3 clusters Score: Raw -337690.460589 + Penalty 808.069987 = -336882.390602 nChanged 9 SP:Iteration 43Q (692.705307 sec): 3 clusters Score: Raw -337691.169355 + Penalty 808.069987 = -336883.099368 nChanged 6 SP:Iteration 44Q (692.723081 sec): 3 clusters Score: Raw -337691.635895 + Penalty 808.069987 = -336883.565908 nChanged 5 SP:Iteration 45Q (692.740821 sec): 3 clusters Score: Raw -337692.443861 + Penalty 808.069987 = -336884.373874 nChanged 8 SP:Iteration 46Q (692.758559 sec): 3 clusters Score: Raw -337693.087200 + Penalty 808.069987 = -336885.017213 nChanged 9 SP:Iteration 47Q (692.776255 sec): 3 clusters Score: Raw -337693.868993 + Penalty 808.069987 = -336885.799006 nChanged 11 SP:Iteration 48Q (692.793953 sec): 3 clusters Score: Raw -337695.144730 + Penalty 808.069987 = -336887.074743 nChanged 13 SP:Iteration 49Q (692.811674 sec): 3 clusters Score: Raw -337696.579066 + Penalty 808.069987 = -336888.509079 nChanged 9 SP:Iteration 50Q (692.829313 sec): 3 clusters Score: Raw -337697.675249 + Penalty 808.069987 = -336889.605262 nChanged 3 SP:Iteration 51Q (692.847047 sec): 3 clusters Score: Raw -337697.836743 + Penalty 808.069987 = -336889.766756 nChanged 3 SP:Iteration 52Q (692.864750 sec): 3 clusters Score: Raw -337697.978542 + Penalty 808.069987 = -336889.908555 nChanged 4 SP:Iteration 53Q (692.882478 sec): 3 clusters Score: Raw -337698.216231 + Penalty 808.069987 = -336890.146244 nChanged 5 SP:Iteration 54Q (692.900180 sec): 3 clusters Score: Raw -337698.525939 + Penalty 808.069987 = -336890.455952 nChanged 5 SP:Iteration 55Q (692.917948 sec): 3 clusters Score: Raw -337699.016065 + Penalty 808.069987 = -336890.946078 nChanged 2 SP:Iteration 56Q (692.935696 sec): 3 clusters Score: Raw -337699.263535 + Penalty 808.069987 = -336891.193548 nChanged 2 SP:Iteration 57Q (692.953403 sec): 3 clusters Score: Raw -337699.338837 + Penalty 808.069987 = -336891.268850 nChanged 3 SP:Iteration 58Q (692.973183 sec): 3 clusters Score: Raw -337699.459440 + Penalty 808.069987 = -336891.389453 nChanged 2 SP:Iteration 59Q (692.991139 sec): 3 clusters Score: Raw -337699.559406 + Penalty 808.069987 = -336891.489419 nChanged 0 SP:Iteration 60F (693.009247 sec): 3 clusters Score: Raw -337699.559406 + Penalty 808.069987 = -336891.489419 nChanged 0 Trying to split cluster 9 (54140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.061236 sec): 2 clusters Score: Raw -2481966.001406 + Penalty 495.919450 = -2481470.081956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.123317 sec): 3 clusters Score: Raw -2445909.596902 + Penalty 991.838899 = -2444917.758002 nChanged 26230 SP:Iteration 1F (693.178601 sec): 3 clusters Score: Raw -2461554.973013 + Penalty 991.838899 = -2460563.134113 nChanged 2390 SP:Iteration 2Q (693.237758 sec): 3 clusters Score: Raw -2462402.763008 + Penalty 991.838899 = -2461410.924109 nChanged 2793 SP:Iteration 3F (693.293048 sec): 3 clusters Score: Raw -2463689.821762 + Penalty 991.838899 = -2462697.982863 nChanged 3352 SP:Iteration 4F (693.384132 sec): 3 clusters Score: Raw -2465632.561387 + Penalty 991.838899 = -2464640.722487 nChanged 3667 SP:Iteration 5F (693.451398 sec): 3 clusters Score: Raw -2468453.255902 + Penalty 991.838899 = -2467461.417003 nChanged 3848 SP:Iteration 6F (693.517503 sec): 3 clusters Score: Raw -2472206.488512 + Penalty 991.838899 = -2471214.649613 nChanged 3386 SP:Iteration 7F (693.573400 sec): 3 clusters Score: Raw -2475120.436299 + Penalty 991.838899 = -2474128.597400 nChanged 2305 SP:Iteration 8Q (693.631501 sec): 3 clusters Score: Raw -2476309.113738 + Penalty 991.838899 = -2475317.274839 nChanged 1267 SP:Iteration 9Q (693.688691 sec): 3 clusters Score: Raw -2476718.424440 + Penalty 991.838899 = -2475726.585541 nChanged 866 SP:Iteration 10Q (693.754121 sec): 3 clusters Score: Raw -2476974.327251 + Penalty 991.838899 = -2475982.488351 nChanged 760 SP:Iteration 11Q (693.838334 sec): 3 clusters Score: Raw -2477182.654579 + Penalty 991.838899 = -2476190.815680 nChanged 728 SP:Iteration 12Q (693.929358 sec): 3 clusters Score: Raw -2477378.480103 + Penalty 991.838899 = -2476386.641204 nChanged 734 SP:Iteration 13Q (693.987196 sec): 3 clusters Score: Raw -2477588.806243 + Penalty 991.838899 = -2476596.967344 nChanged 753 SP:Iteration 14Q (694.053364 sec): 3 clusters Score: Raw -2477808.837413 + Penalty 991.838899 = -2476816.998514 nChanged 749 SP:Iteration 15Q (694.109892 sec): 3 clusters Score: Raw -2478036.582142 + Penalty 991.838899 = -2477044.743243 nChanged 744 SP:Iteration 16Q (694.165548 sec): 3 clusters Score: Raw -2478260.531041 + Penalty 991.838899 = -2477268.692142 nChanged 729 SP:Iteration 17Q (694.221257 sec): 3 clusters Score: Raw -2478495.871656 + Penalty 991.838899 = -2477504.032757 nChanged 725 SP:Iteration 18Q (694.310857 sec): 3 clusters Score: Raw -2478731.579927 + Penalty 991.838899 = -2477739.741028 nChanged 712 SP:Iteration 19Q (694.366430 sec): 3 clusters Score: Raw -2478973.305252 + Penalty 991.838899 = -2477981.466353 nChanged 755 SP:Iteration 20F (694.455530 sec): 3 clusters Score: Raw -2479254.845675 + Penalty 991.838899 = -2478263.006776 nChanged 745 SP:Iteration 21Q (694.516242 sec): 3 clusters Score: Raw -2479529.937449 + Penalty 991.838899 = -2478538.098550 nChanged 661 SP:Iteration 22Q (694.581631 sec): 3 clusters Score: Raw -2479783.161976 + Penalty 991.838899 = -2478791.323077 nChanged 644 SP:Iteration 23Q (694.637748 sec): 3 clusters Score: Raw -2480039.256688 + Penalty 991.838899 = -2479047.417789 nChanged 598 SP:Iteration 24Q (694.692115 sec): 3 clusters Score: Raw -2480278.078031 + Penalty 991.838899 = -2479286.239132 nChanged 560 SP:Iteration 25Q (694.746048 sec): 3 clusters Score: Raw -2480520.033493 + Penalty 991.838899 = -2479528.194593 nChanged 534 SP:Iteration 26Q (694.799993 sec): 3 clusters Score: Raw -2480762.154226 + Penalty 991.838899 = -2479770.315327 nChanged 475 SP:Iteration 27Q (694.878270 sec): 3 clusters Score: Raw -2480979.345531 + Penalty 991.838899 = -2479987.506632 nChanged 468 SP:Iteration 28Q (694.941954 sec): 3 clusters Score: Raw -2481194.331233 + Penalty 991.838899 = -2480202.492334 nChanged 362 SP:Iteration 29Q (694.995909 sec): 3 clusters Score: Raw -2481356.096288 + Penalty 991.838899 = -2480364.257388 nChanged 304 SP:Iteration 30Q (695.049227 sec): 3 clusters Score: Raw -2481493.848551 + Penalty 991.838899 = -2480502.009651 nChanged 268 SP:Iteration 31Q (695.101518 sec): 3 clusters Score: Raw -2481603.496146 + Penalty 991.838899 = -2480611.657247 nChanged 209 SP:Iteration 32Q (695.153666 sec): 3 clusters Score: Raw -2481685.368866 + Penalty 991.838899 = -2480693.529966 nChanged 183 SP:Iteration 33Q (695.205663 sec): 3 clusters Score: Raw -2481755.155439 + Penalty 991.838899 = -2480763.316540 nChanged 148 SP:Iteration 34Q (695.267790 sec): 3 clusters Score: Raw -2481809.325466 + Penalty 991.838899 = -2480817.486567 nChanged 130 SP:Iteration 35Q (695.320307 sec): 3 clusters Score: Raw -2481853.772167 + Penalty 991.838899 = -2480861.933268 nChanged 101 SP:Iteration 36Q (695.372936 sec): 3 clusters Score: Raw -2481886.981312 + Penalty 991.838899 = -2480895.142413 nChanged 83 SP:Iteration 37Q (695.424604 sec): 3 clusters Score: Raw -2481916.555958 + Penalty 991.838899 = -2480924.717058 nChanged 64 SP:Iteration 38Q (695.504342 sec): 3 clusters Score: Raw -2481941.502934 + Penalty 991.838899 = -2480949.664035 nChanged 60 SP:Iteration 39Q (695.562435 sec): 3 clusters Score: Raw -2481967.437660 + Penalty 991.838899 = -2480975.598760 nChanged 52 SP:Iteration 40F (695.616657 sec): 3 clusters Score: Raw -2481994.721292 + Penalty 991.838899 = -2481002.882393 nChanged 42 SP:Iteration 41Q (695.667952 sec): 3 clusters Score: Raw -2482014.956194 + Penalty 991.838899 = -2481023.117294 nChanged 31 SP:Iteration 42Q (695.719331 sec): 3 clusters Score: Raw -2482025.736386 + Penalty 991.838899 = -2481033.897486 nChanged 25 SP:Iteration 43Q (695.770817 sec): 3 clusters Score: Raw -2482034.802826 + Penalty 991.838899 = -2481042.963927 nChanged 25 SP:Iteration 44Q (695.820943 sec): 3 clusters Score: Raw -2482043.130354 + Penalty 991.838899 = -2481051.291455 nChanged 14 SP:Iteration 45Q (695.876904 sec): 3 clusters Score: Raw -2482046.827461 + Penalty 991.838899 = -2481054.988562 nChanged 12 SP:Iteration 46Q (695.927962 sec): 3 clusters Score: Raw -2482055.227365 + Penalty 991.838899 = -2481063.388466 nChanged 14 SP:Iteration 47Q (695.979187 sec): 3 clusters Score: Raw -2482066.138626 + Penalty 991.838899 = -2481074.299727 nChanged 18 SP:Iteration 48Q (696.054324 sec): 3 clusters Score: Raw -2482074.719812 + Penalty 991.838899 = -2481082.880913 nChanged 11 SP:Iteration 49Q (696.129242 sec): 3 clusters Score: Raw -2482079.318480 + Penalty 991.838899 = -2481087.479581 nChanged 10 SP:Iteration 50Q (696.180285 sec): 3 clusters Score: Raw -2482081.749941 + Penalty 991.838899 = -2481089.911042 nChanged 6 SP:Iteration 51Q (696.231570 sec): 3 clusters Score: Raw -2482084.390465 + Penalty 991.838899 = -2481092.551566 nChanged 7 SP:Iteration 52Q (696.282856 sec): 3 clusters Score: Raw -2482087.147567 + Penalty 991.838899 = -2481095.308668 nChanged 6 SP:Iteration 53Q (696.334144 sec): 3 clusters Score: Raw -2482088.842958 + Penalty 991.838899 = -2481097.004059 nChanged 6 SP:Iteration 54Q (696.385495 sec): 3 clusters Score: Raw -2482090.873360 + Penalty 991.838899 = -2481099.034460 nChanged 5 SP:Iteration 55Q (696.436645 sec): 3 clusters Score: Raw -2482093.520165 + Penalty 991.838899 = -2481101.681265 nChanged 3 SP:Iteration 56Q (696.487667 sec): 3 clusters Score: Raw -2482094.236121 + Penalty 991.838899 = -2481102.397221 nChanged 3 SP:Iteration 57Q (696.538933 sec): 3 clusters Score: Raw -2482094.553138 + Penalty 991.838899 = -2481102.714239 nChanged 0 SP:Iteration 58F (696.593329 sec): 3 clusters Score: Raw -2482094.553138 + Penalty 991.838899 = -2481102.714239 nChanged 0 Trying to split cluster 10 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.597942 sec): 2 clusters Score: Raw -37127.875551 + Penalty 306.854693 = -36821.020858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.600924 sec): 3 clusters Score: Raw -36709.060785 + Penalty 613.709386 = -36095.351399 nChanged 333 SP:Iteration 1F (696.603535 sec): 3 clusters Score: Raw -36935.939536 + Penalty 613.709386 = -36322.230150 nChanged 65 SP:Iteration 2F (696.606143 sec): 3 clusters Score: Raw -36975.503266 + Penalty 613.709386 = -36361.793880 nChanged 45 SP:Iteration 3F (696.608742 sec): 3 clusters Score: Raw -37005.955621 + Penalty 613.709386 = -36392.246235 nChanged 31 SP:Iteration 4Q (696.611364 sec): 3 clusters Score: Raw -37027.365741 + Penalty 613.709386 = -36413.656355 nChanged 28 SP:Iteration 5Q (696.613982 sec): 3 clusters Score: Raw -37049.408708 + Penalty 613.709386 = -36435.699323 nChanged 23 SP:Iteration 6Q (696.616668 sec): 3 clusters Score: Raw -37063.987285 + Penalty 613.709386 = -36450.277899 nChanged 18 SP:Iteration 7Q (696.619316 sec): 3 clusters Score: Raw -37073.435268 + Penalty 613.709386 = -36459.725882 nChanged 10 SP:Iteration 8Q (696.621943 sec): 3 clusters Score: Raw -37078.085491 + Penalty 613.709386 = -36464.376105 nChanged 13 SP:Iteration 9Q (696.624558 sec): 3 clusters Score: Raw -37085.581886 + Penalty 613.709386 = -36471.872500 nChanged 10 SP:Iteration 10Q (696.627166 sec): 3 clusters Score: Raw -37089.317743 + Penalty 613.709386 = -36475.608357 nChanged 5 SP:Iteration 11Q (696.629770 sec): 3 clusters Score: Raw -37090.149875 + Penalty 613.709386 = -36476.440489 nChanged 0 SP:Iteration 12F (696.632354 sec): 3 clusters Score: Raw -37090.149875 + Penalty 613.709386 = -36476.440489 nChanged 0 Trying to split cluster 11 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.638263 sec): 2 clusters Score: Raw -18957.991594 + Penalty 275.155434 = -18682.836160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.640002 sec): 3 clusters Score: Raw -18787.294949 + Penalty 550.310868 = -18236.984081 nChanged 114 SP:Iteration 1F (696.641539 sec): 3 clusters Score: Raw -18869.454020 + Penalty 550.310868 = -18319.143151 nChanged 37 SP:Iteration 2F (696.643073 sec): 3 clusters Score: Raw -18905.333837 + Penalty 550.310868 = -18355.022969 nChanged 22 SP:Iteration 3F (696.644603 sec): 3 clusters Score: Raw -18922.908976 + Penalty 550.310868 = -18372.598107 nChanged 13 SP:Iteration 4Q (696.646137 sec): 3 clusters Score: Raw -18934.384237 + Penalty 550.310868 = -18384.073369 nChanged 6 SP:Iteration 5Q (696.647672 sec): 3 clusters Score: Raw -18937.671284 + Penalty 550.310868 = -18387.360416 nChanged 5 SP:Iteration 6Q (696.649229 sec): 3 clusters Score: Raw -18941.918897 + Penalty 550.310868 = -18391.608029 nChanged 7 SP:Iteration 7Q (696.650732 sec): 3 clusters Score: Raw -18946.065264 + Penalty 550.310868 = -18395.754396 nChanged 5 SP:Iteration 8Q (696.652261 sec): 3 clusters Score: Raw -18949.728615 + Penalty 550.310868 = -18399.417747 nChanged 2 SP:Iteration 9Q (696.653785 sec): 3 clusters Score: Raw -18951.315288 + Penalty 550.310868 = -18401.004419 nChanged 3 SP:Iteration 10Q (696.655307 sec): 3 clusters Score: Raw -18956.455485 + Penalty 550.310868 = -18406.144617 nChanged 2 SP:Iteration 11Q (696.656833 sec): 3 clusters Score: Raw -18957.535451 + Penalty 550.310868 = -18407.224583 nChanged 2 SP:Iteration 12Q (696.658358 sec): 3 clusters Score: Raw -18958.543531 + Penalty 550.310868 = -18408.232663 nChanged 0 SP:Iteration 13F (696.659872 sec): 3 clusters Score: Raw -18958.543531 + Penalty 550.310868 = -18408.232663 nChanged 0 Trying to split cluster 12 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.668029 sec): 2 clusters Score: Raw -73027.355382 + Penalty 329.220671 = -72698.134711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.672444 sec): 3 clusters Score: Raw -72333.466296 + Penalty 658.441342 = -71675.024955 nChanged 572 SP:Iteration 1F (696.676410 sec): 3 clusters Score: Raw -72685.191279 + Penalty 658.441342 = -72026.749937 nChanged 118 SP:Iteration 2F (696.680377 sec): 3 clusters Score: Raw -72762.637920 + Penalty 658.441342 = -72104.196578 nChanged 86 SP:Iteration 3F (696.684362 sec): 3 clusters Score: Raw -72818.933524 + Penalty 658.441342 = -72160.492182 nChanged 76 SP:Iteration 4F (696.688283 sec): 3 clusters Score: Raw -72877.489114 + Penalty 658.441342 = -72219.047772 nChanged 76 SP:Iteration 5F (696.692211 sec): 3 clusters Score: Raw -72940.304928 + Penalty 658.441342 = -72281.863586 nChanged 73 SP:Iteration 6F (696.696139 sec): 3 clusters Score: Raw -72993.291994 + Penalty 658.441342 = -72334.850653 nChanged 56 SP:Iteration 7Q (696.700078 sec): 3 clusters Score: Raw -73032.744763 + Penalty 658.441342 = -72374.303421 nChanged 49 SP:Iteration 8Q (696.704018 sec): 3 clusters Score: Raw -73061.064461 + Penalty 658.441342 = -72402.623120 nChanged 33 SP:Iteration 9Q (696.707969 sec): 3 clusters Score: Raw -73081.882061 + Penalty 658.441342 = -72423.440720 nChanged 32 SP:Iteration 10Q (696.711903 sec): 3 clusters Score: Raw -73104.851585 + Penalty 658.441342 = -72446.410243 nChanged 20 SP:Iteration 11Q (696.715832 sec): 3 clusters Score: Raw -73117.873347 + Penalty 658.441342 = -72459.432005 nChanged 17 SP:Iteration 12Q (696.719755 sec): 3 clusters Score: Raw -73127.630124 + Penalty 658.441342 = -72469.188782 nChanged 15 SP:Iteration 13Q (696.723660 sec): 3 clusters Score: Raw -73136.070673 + Penalty 658.441342 = -72477.629331 nChanged 11 SP:Iteration 14Q (696.727555 sec): 3 clusters Score: Raw -73140.300616 + Penalty 658.441342 = -72481.859274 nChanged 6 SP:Iteration 15Q (696.731451 sec): 3 clusters Score: Raw -73142.398779 + Penalty 658.441342 = -72483.957437 nChanged 4 SP:Iteration 16Q (696.735338 sec): 3 clusters Score: Raw -73143.246911 + Penalty 658.441342 = -72484.805569 nChanged 3 SP:Iteration 17Q (696.739223 sec): 3 clusters Score: Raw -73144.189907 + Penalty 658.441342 = -72485.748565 nChanged 2 SP:Iteration 18Q (696.743110 sec): 3 clusters Score: Raw -73144.572722 + Penalty 658.441342 = -72486.131380 nChanged 0 SP:Iteration 19F (696.747058 sec): 3 clusters Score: Raw -73144.572722 + Penalty 658.441342 = -72486.131380 nChanged 0 Trying to split cluster 13 (31033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.781707 sec): 2 clusters Score: Raw -1504953.175578 + Penalty 470.597693 = -1504482.577886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.822504 sec): 3 clusters Score: Raw -1484627.066104 + Penalty 941.195385 = -1483685.870718 nChanged 14853 SP:Iteration 1F (696.858934 sec): 3 clusters Score: Raw -1493812.673240 + Penalty 941.195385 = -1492871.477854 nChanged 1748 SP:Iteration 2F (696.895496 sec): 3 clusters Score: Raw -1494740.122256 + Penalty 941.195385 = -1493798.926870 nChanged 2130 SP:Iteration 3F (696.957343 sec): 3 clusters Score: Raw -1496140.612521 + Penalty 941.195385 = -1495199.417135 nChanged 2376 SP:Iteration 4F (696.994009 sec): 3 clusters Score: Raw -1498092.512314 + Penalty 941.195385 = -1497151.316928 nChanged 2488 SP:Iteration 5F (697.030705 sec): 3 clusters Score: Raw -1500378.321782 + Penalty 941.195385 = -1499437.126396 nChanged 2050 SP:Iteration 6F (697.067767 sec): 3 clusters Score: Raw -1502347.855005 + Penalty 941.195385 = -1501406.659620 nChanged 1333 SP:Iteration 7Q (697.104694 sec): 3 clusters Score: Raw -1503608.112174 + Penalty 941.195385 = -1502666.916789 nChanged 771 SP:Iteration 8Q (697.152556 sec): 3 clusters Score: Raw -1504309.137660 + Penalty 941.195385 = -1503367.942274 nChanged 440 SP:Iteration 9Q (697.188446 sec): 3 clusters Score: Raw -1504674.071152 + Penalty 941.195385 = -1503732.875766 nChanged 247 SP:Iteration 10Q (697.223101 sec): 3 clusters Score: Raw -1504840.500099 + Penalty 941.195385 = -1503899.304713 nChanged 145 SP:Iteration 11Q (697.257666 sec): 3 clusters Score: Raw -1504933.400489 + Penalty 941.195385 = -1503992.205104 nChanged 100 SP:Iteration 12Q (697.303011 sec): 3 clusters Score: Raw -1504980.689060 + Penalty 941.195385 = -1504039.493675 nChanged 67 SP:Iteration 13Q (697.337262 sec): 3 clusters Score: Raw -1505010.437244 + Penalty 941.195385 = -1504069.241859 nChanged 53 SP:Iteration 14Q (697.371814 sec): 3 clusters Score: Raw -1505029.912303 + Penalty 941.195385 = -1504088.716917 nChanged 39 SP:Iteration 15Q (697.406171 sec): 3 clusters Score: Raw -1505046.659179 + Penalty 941.195385 = -1504105.463794 nChanged 33 SP:Iteration 16Q (697.476571 sec): 3 clusters Score: Raw -1505063.457089 + Penalty 941.195385 = -1504122.261703 nChanged 36 SP:Iteration 17Q (697.510483 sec): 3 clusters Score: Raw -1505079.230804 + Penalty 941.195385 = -1504138.035418 nChanged 26 SP:Iteration 18Q (697.544783 sec): 3 clusters Score: Raw -1505088.432591 + Penalty 941.195385 = -1504147.237206 nChanged 21 SP:Iteration 19Q (697.588362 sec): 3 clusters Score: Raw -1505095.742972 + Penalty 941.195385 = -1504154.547586 nChanged 10 SP:Iteration 20F (697.653896 sec): 3 clusters Score: Raw -1505098.432286 + Penalty 941.195385 = -1504157.236901 nChanged 8 SP:Iteration 21Q (697.688043 sec): 3 clusters Score: Raw -1505100.896028 + Penalty 941.195385 = -1504159.700643 nChanged 4 SP:Iteration 22Q (697.722332 sec): 3 clusters Score: Raw -1505103.649910 + Penalty 941.195385 = -1504162.454524 nChanged 6 SP:Iteration 23Q (697.756406 sec): 3 clusters Score: Raw -1505105.812343 + Penalty 941.195385 = -1504164.616957 nChanged 6 SP:Iteration 24Q (697.826551 sec): 3 clusters Score: Raw -1505109.155572 + Penalty 941.195385 = -1504167.960187 nChanged 4 SP:Iteration 25Q (697.860566 sec): 3 clusters Score: Raw -1505110.379095 + Penalty 941.195385 = -1504169.183710 nChanged 6 SP:Iteration 26Q (697.894792 sec): 3 clusters Score: Raw -1505112.872203 + Penalty 941.195385 = -1504171.676817 nChanged 3 SP:Iteration 27Q (697.929144 sec): 3 clusters Score: Raw -1505113.873283 + Penalty 941.195385 = -1504172.677898 nChanged 2 SP:Iteration 28Q (697.963586 sec): 3 clusters Score: Raw -1505114.612441 + Penalty 941.195385 = -1504173.417056 nChanged 1 SP:Iteration 29Q (697.997821 sec): 3 clusters Score: Raw -1505114.807389 + Penalty 941.195385 = -1504173.612004 nChanged 2 SP:Iteration 30Q (698.032362 sec): 3 clusters Score: Raw -1505114.971884 + Penalty 941.195385 = -1504173.776499 nChanged 0 SP:Iteration 31F (698.103806 sec): 3 clusters Score: Raw -1505114.971884 + Penalty 941.195385 = -1504173.776499 nChanged 0 Trying to split cluster 14 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.114378 sec): 2 clusters Score: Raw -34972.508157 + Penalty 307.228302 = -34665.279855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.117364 sec): 3 clusters Score: Raw -34587.809859 + Penalty 614.456604 = -33973.353255 nChanged 332 SP:Iteration 1F (698.120048 sec): 3 clusters Score: Raw -34848.724982 + Penalty 614.456604 = -34234.268377 nChanged 50 SP:Iteration 2F (698.122675 sec): 3 clusters Score: Raw -34886.089752 + Penalty 614.456604 = -34271.633148 nChanged 39 SP:Iteration 3Q (698.125329 sec): 3 clusters Score: Raw -34909.760168 + Penalty 614.456604 = -34295.303564 nChanged 25 SP:Iteration 4Q (698.127977 sec): 3 clusters Score: Raw -34925.182194 + Penalty 614.456604 = -34310.725590 nChanged 28 SP:Iteration 5Q (698.130616 sec): 3 clusters Score: Raw -34941.670289 + Penalty 614.456604 = -34327.213685 nChanged 20 SP:Iteration 6Q (698.133253 sec): 3 clusters Score: Raw -34959.038396 + Penalty 614.456604 = -34344.581792 nChanged 19 SP:Iteration 7Q (698.135887 sec): 3 clusters Score: Raw -34971.792318 + Penalty 614.456604 = -34357.335714 nChanged 15 SP:Iteration 8Q (698.138513 sec): 3 clusters Score: Raw -34978.676331 + Penalty 614.456604 = -34364.219727 nChanged 15 SP:Iteration 9Q (698.141201 sec): 3 clusters Score: Raw -34988.936873 + Penalty 614.456604 = -34374.480268 nChanged 10 SP:Iteration 10Q (698.143832 sec): 3 clusters Score: Raw -34992.433321 + Penalty 614.456604 = -34377.976717 nChanged 7 SP:Iteration 11Q (698.146443 sec): 3 clusters Score: Raw -34994.850787 + Penalty 614.456604 = -34380.394183 nChanged 7 SP:Iteration 12Q (698.149061 sec): 3 clusters Score: Raw -34998.203646 + Penalty 614.456604 = -34383.747042 nChanged 9 SP:Iteration 13Q (698.151668 sec): 3 clusters Score: Raw -35001.805677 + Penalty 614.456604 = -34387.349073 nChanged 6 SP:Iteration 14Q (698.154280 sec): 3 clusters Score: Raw -35005.228955 + Penalty 614.456604 = -34390.772351 nChanged 4 SP:Iteration 15Q (698.156895 sec): 3 clusters Score: Raw -35010.298848 + Penalty 614.456604 = -34395.842244 nChanged 6 SP:Iteration 16Q (698.159500 sec): 3 clusters Score: Raw -35013.601158 + Penalty 614.456604 = -34399.144554 nChanged 4 SP:Iteration 17Q (698.162098 sec): 3 clusters Score: Raw -35015.671352 + Penalty 614.456604 = -34401.214747 nChanged 3 SP:Iteration 18Q (698.164701 sec): 3 clusters Score: Raw -35018.285047 + Penalty 614.456604 = -34403.828443 nChanged 1 SP:Iteration 19Q (698.167296 sec): 3 clusters Score: Raw -35018.504073 + Penalty 614.456604 = -34404.047469 nChanged 1 SP:Iteration 20F (698.169906 sec): 3 clusters Score: Raw -35019.751416 + Penalty 614.456604 = -34405.294812 nChanged 4 SP:Iteration 21Q (698.172504 sec): 3 clusters Score: Raw -35021.498063 + Penalty 614.456604 = -34407.041459 nChanged 2 SP:Iteration 22Q (698.175142 sec): 3 clusters Score: Raw -35021.997134 + Penalty 614.456604 = -34407.540529 nChanged 1 SP:Iteration 23Q (698.177755 sec): 3 clusters Score: Raw -35022.412349 + Penalty 614.456604 = -34407.955745 nChanged 1 SP:Iteration 24Q (698.217351 sec): 3 clusters Score: Raw -35022.971495 + Penalty 614.456604 = -34408.514891 nChanged 1 SP:Iteration 25Q (698.256607 sec): 3 clusters Score: Raw -35023.213423 + Penalty 614.456604 = -34408.756819 nChanged 0 SP:Iteration 26F (698.296344 sec): 3 clusters Score: Raw -35023.213423 + Penalty 614.456604 = -34408.756819 nChanged 0 Trying to split cluster 15 (3296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.322549 sec): 2 clusters Score: Raw -161075.999758 + Penalty 368.571153 = -160707.428606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.363896 sec): 3 clusters Score: Raw -159176.416364 + Penalty 737.142305 = -158439.274059 nChanged 1454 SP:Iteration 1F (698.372416 sec): 3 clusters Score: Raw -160016.748029 + Penalty 737.142305 = -159279.605724 nChanged 201 SP:Iteration 2F (698.381210 sec): 3 clusters Score: Raw -160105.796438 + Penalty 737.142305 = -159368.654133 nChanged 180 SP:Iteration 3F (698.389718 sec): 3 clusters Score: Raw -160175.508159 + Penalty 737.142305 = -159438.365854 nChanged 155 SP:Iteration 4Q (698.398429 sec): 3 clusters Score: Raw -160241.879538 + Penalty 737.142305 = -159504.737233 nChanged 147 SP:Iteration 5Q (698.407105 sec): 3 clusters Score: Raw -160314.389913 + Penalty 737.142305 = -159577.247608 nChanged 146 SP:Iteration 6Q (698.415768 sec): 3 clusters Score: Raw -160388.934142 + Penalty 737.142305 = -159651.791836 nChanged 145 SP:Iteration 7Q (698.424390 sec): 3 clusters Score: Raw -160479.287536 + Penalty 737.142305 = -159742.145231 nChanged 140 SP:Iteration 8Q (698.433069 sec): 3 clusters Score: Raw -160566.260550 + Penalty 737.142305 = -159829.118245 nChanged 141 SP:Iteration 9Q (698.441702 sec): 3 clusters Score: Raw -160662.427835 + Penalty 737.142305 = -159925.285530 nChanged 134 SP:Iteration 10Q (698.450325 sec): 3 clusters Score: Raw -160751.885388 + Penalty 737.142305 = -160014.743083 nChanged 118 SP:Iteration 11Q (698.458940 sec): 3 clusters Score: Raw -160849.850090 + Penalty 737.142305 = -160112.707785 nChanged 105 SP:Iteration 12Q (698.467591 sec): 3 clusters Score: Raw -160929.477128 + Penalty 737.142305 = -160192.334823 nChanged 74 SP:Iteration 13Q (698.476123 sec): 3 clusters Score: Raw -160997.199194 + Penalty 737.142305 = -160260.056889 nChanged 44 SP:Iteration 14Q (698.484566 sec): 3 clusters Score: Raw -161029.506153 + Penalty 737.142305 = -160292.363848 nChanged 23 SP:Iteration 15Q (698.492970 sec): 3 clusters Score: Raw -161045.161884 + Penalty 737.142305 = -160308.019579 nChanged 24 SP:Iteration 16Q (698.501471 sec): 3 clusters Score: Raw -161065.392634 + Penalty 737.142305 = -160328.250329 nChanged 21 SP:Iteration 17Q (698.509871 sec): 3 clusters Score: Raw -161092.097412 + Penalty 737.142305 = -160354.955107 nChanged 20 SP:Iteration 18Q (698.551812 sec): 3 clusters Score: Raw -161116.635852 + Penalty 737.142305 = -160379.493547 nChanged 12 SP:Iteration 19Q (698.560165 sec): 3 clusters Score: Raw -161126.914782 + Penalty 737.142305 = -160389.772477 nChanged 6 SP:Iteration 20F (698.568889 sec): 3 clusters Score: Raw -161130.403257 + Penalty 737.142305 = -160393.260952 nChanged 5 SP:Iteration 21Q (698.577149 sec): 3 clusters Score: Raw -161133.623471 + Penalty 737.142305 = -160396.481166 nChanged 3 SP:Iteration 22Q (698.585445 sec): 3 clusters Score: Raw -161137.396318 + Penalty 737.142305 = -160400.254013 nChanged 2 SP:Iteration 23Q (698.593548 sec): 3 clusters Score: Raw -161139.080148 + Penalty 737.142305 = -160401.937843 nChanged 1 SP:Iteration 24Q (698.601818 sec): 3 clusters Score: Raw -161139.609788 + Penalty 737.142305 = -160402.467483 nChanged 0 SP:Iteration 25F (698.610393 sec): 3 clusters Score: Raw -161139.609788 + Penalty 737.142305 = -160402.467483 nChanged 0 Trying to split cluster 16 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.615707 sec): 2 clusters Score: Raw -3591.360112 + Penalty 214.283624 = -3377.076488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.616593 sec): 3 clusters Score: Raw -3633.736019 + Penalty 428.567248 = -3205.168770 nChanged 26 SP:Iteration 1F (698.617418 sec): 3 clusters Score: Raw -3675.150444 + Penalty 428.567248 = -3246.583196 nChanged 5 SP:Iteration 2Q (698.618184 sec): 3 clusters Score: Raw -3684.602259 + Penalty 428.567248 = -3256.035011 nChanged 3 SP:Iteration 3Q (698.618921 sec): 3 clusters Score: Raw -3689.813361 + Penalty 428.567248 = -3261.246113 nChanged 0 SP:Iteration 4F (698.619805 sec): 3 clusters Score: Raw -3689.813361 + Penalty 428.567248 = -3261.246113 nChanged 0 Trying to split cluster 17 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.626123 sec): 2 clusters Score: Raw -32357.436122 + Penalty 298.333415 = -32059.102707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.628682 sec): 3 clusters Score: Raw -32030.203160 + Penalty 596.666830 = -31433.536329 nChanged 261 SP:Iteration 1F (698.630934 sec): 3 clusters Score: Raw -32193.905249 + Penalty 596.666830 = -31597.238418 nChanged 49 SP:Iteration 2F (698.633183 sec): 3 clusters Score: Raw -32223.699883 + Penalty 596.666830 = -31627.033052 nChanged 35 SP:Iteration 3Q (698.635449 sec): 3 clusters Score: Raw -32241.714514 + Penalty 596.666830 = -31645.047684 nChanged 23 SP:Iteration 4Q (698.637712 sec): 3 clusters Score: Raw -32257.746499 + Penalty 596.666830 = -31661.079669 nChanged 17 SP:Iteration 5Q (698.639974 sec): 3 clusters Score: Raw -32269.740332 + Penalty 596.666830 = -31673.073501 nChanged 18 SP:Iteration 6Q (698.642226 sec): 3 clusters Score: Raw -32287.366362 + Penalty 596.666830 = -31690.699532 nChanged 13 SP:Iteration 7Q (698.644476 sec): 3 clusters Score: Raw -32298.027558 + Penalty 596.666830 = -31701.360728 nChanged 13 SP:Iteration 8Q (698.646727 sec): 3 clusters Score: Raw -32306.700000 + Penalty 596.666830 = -31710.033170 nChanged 11 SP:Iteration 9Q (698.649034 sec): 3 clusters Score: Raw -32312.117830 + Penalty 596.666830 = -31715.450999 nChanged 7 SP:Iteration 10Q (698.651278 sec): 3 clusters Score: Raw -32316.443368 + Penalty 596.666830 = -31719.776538 nChanged 9 SP:Iteration 11Q (698.653514 sec): 3 clusters Score: Raw -32322.479159 + Penalty 596.666830 = -31725.812329 nChanged 9 SP:Iteration 12Q (698.655751 sec): 3 clusters Score: Raw -32327.235893 + Penalty 596.666830 = -31730.569063 nChanged 7 SP:Iteration 13Q (698.657994 sec): 3 clusters Score: Raw -32329.822975 + Penalty 596.666830 = -31733.156145 nChanged 4 SP:Iteration 14Q (698.660233 sec): 3 clusters Score: Raw -32331.372600 + Penalty 596.666830 = -31734.705770 nChanged 2 SP:Iteration 15Q (698.662465 sec): 3 clusters Score: Raw -32332.160133 + Penalty 596.666830 = -31735.493303 nChanged 1 SP:Iteration 16Q (698.664700 sec): 3 clusters Score: Raw -32332.251740 + Penalty 596.666830 = -31735.584910 nChanged 1 SP:Iteration 17Q (698.666926 sec): 3 clusters Score: Raw -32332.376241 + Penalty 596.666830 = -31735.709411 nChanged 1 SP:Iteration 18Q (698.669150 sec): 3 clusters Score: Raw -32332.616006 + Penalty 596.666830 = -31735.949176 nChanged 0 SP:Iteration 19F (698.671372 sec): 3 clusters Score: Raw -32332.616006 + Penalty 596.666830 = -31735.949176 nChanged 0 Trying to split cluster 18 (19558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.697504 sec): 2 clusters Score: Raw -941117.507001 + Penalty 449.591856 = -940667.915145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.727650 sec): 3 clusters Score: Raw -928452.229647 + Penalty 899.183712 = -927553.045935 nChanged 9399 SP:Iteration 1F (698.756126 sec): 3 clusters Score: Raw -933891.667363 + Penalty 899.183712 = -932992.483651 nChanged 1050 SP:Iteration 2F (698.820388 sec): 3 clusters Score: Raw -934337.683128 + Penalty 899.183712 = -933438.499416 nChanged 1188 SP:Iteration 3F (698.847739 sec): 3 clusters Score: Raw -934976.263724 + Penalty 899.183712 = -934077.080013 nChanged 1318 SP:Iteration 4F (698.887337 sec): 3 clusters Score: Raw -935858.670927 + Penalty 899.183712 = -934959.487215 nChanged 1373 SP:Iteration 5F (698.915292 sec): 3 clusters Score: Raw -936877.853081 + Penalty 899.183712 = -935978.669370 nChanged 1296 SP:Iteration 6F (698.943314 sec): 3 clusters Score: Raw -938016.893549 + Penalty 899.183712 = -937117.709838 nChanged 1029 SP:Iteration 7F (698.971457 sec): 3 clusters Score: Raw -938931.638592 + Penalty 899.183712 = -938032.454881 nChanged 717 SP:Iteration 8Q (699.008677 sec): 3 clusters Score: Raw -939536.115399 + Penalty 899.183712 = -938636.931688 nChanged 513 SP:Iteration 9Q (699.035924 sec): 3 clusters Score: Raw -939960.303877 + Penalty 899.183712 = -939061.120165 nChanged 361 SP:Iteration 10Q (699.062937 sec): 3 clusters Score: Raw -940309.420773 + Penalty 899.183712 = -939410.237061 nChanged 273 SP:Iteration 11Q (699.134698 sec): 3 clusters Score: Raw -940592.531574 + Penalty 899.183712 = -939693.347862 nChanged 218 SP:Iteration 12Q (699.150441 sec): 3 clusters Score: Raw -940779.997802 + Penalty 899.183712 = -939880.814090 nChanged 179 SP:Iteration 13Q (699.176495 sec): 3 clusters Score: Raw -940899.565358 + Penalty 899.183712 = -940000.381646 nChanged 153 SP:Iteration 14Q (699.202674 sec): 3 clusters Score: Raw -940983.601834 + Penalty 899.183712 = -940084.418123 nChanged 124 SP:Iteration 15Q (699.263523 sec): 3 clusters Score: Raw -941038.906520 + Penalty 899.183712 = -940139.722808 nChanged 98 SP:Iteration 16Q (699.289553 sec): 3 clusters Score: Raw -941080.125154 + Penalty 899.183712 = -940180.941443 nChanged 80 SP:Iteration 17Q (699.315594 sec): 3 clusters Score: Raw -941106.865153 + Penalty 899.183712 = -940207.681441 nChanged 51 SP:Iteration 18Q (699.373286 sec): 3 clusters Score: Raw -941121.054386 + Penalty 899.183712 = -940221.870675 nChanged 40 SP:Iteration 19Q (699.433360 sec): 3 clusters Score: Raw -941132.068815 + Penalty 899.183712 = -940232.885103 nChanged 39 SP:Iteration 20F (699.466620 sec): 3 clusters Score: Raw -941144.657439 + Penalty 899.183712 = -940245.473727 nChanged 35 SP:Iteration 21Q (699.492932 sec): 3 clusters Score: Raw -941152.578557 + Penalty 899.183712 = -940253.394845 nChanged 28 SP:Iteration 22Q (699.518981 sec): 3 clusters Score: Raw -941158.314239 + Penalty 899.183712 = -940259.130527 nChanged 21 SP:Iteration 23Q (699.557121 sec): 3 clusters Score: Raw -941161.754523 + Penalty 899.183712 = -940262.570811 nChanged 20 SP:Iteration 24Q (699.583007 sec): 3 clusters Score: Raw -941164.368147 + Penalty 899.183712 = -940265.184435 nChanged 18 SP:Iteration 25Q (699.608883 sec): 3 clusters Score: Raw -941167.343735 + Penalty 899.183712 = -940268.160024 nChanged 16 SP:Iteration 26Q (699.669590 sec): 3 clusters Score: Raw -941169.065570 + Penalty 899.183712 = -940269.881858 nChanged 11 SP:Iteration 27Q (699.695626 sec): 3 clusters Score: Raw -941171.327170 + Penalty 899.183712 = -940272.143459 nChanged 20 SP:Iteration 28Q (699.721594 sec): 3 clusters Score: Raw -941174.931294 + Penalty 899.183712 = -940275.747582 nChanged 17 SP:Iteration 29Q (699.773217 sec): 3 clusters Score: Raw -941177.056288 + Penalty 899.183712 = -940277.872576 nChanged 17 SP:Iteration 30Q (699.798608 sec): 3 clusters Score: Raw -941181.279111 + Penalty 899.183712 = -940282.095399 nChanged 21 SP:Iteration 31Q (699.846694 sec): 3 clusters Score: Raw -941185.135858 + Penalty 899.183712 = -940285.952146 nChanged 11 SP:Iteration 32Q (699.862039 sec): 3 clusters Score: Raw -941185.994529 + Penalty 899.183712 = -940286.810817 nChanged 8 SP:Iteration 33Q (699.888003 sec): 3 clusters Score: Raw -941186.675087 + Penalty 899.183712 = -940287.491375 nChanged 5 SP:Iteration 34Q (699.926049 sec): 3 clusters Score: Raw -941187.345283 + Penalty 899.183712 = -940288.161571 nChanged 5 SP:Iteration 35Q (699.952350 sec): 3 clusters Score: Raw -941187.652551 + Penalty 899.183712 = -940288.468840 nChanged 3 SP:Iteration 36Q (699.978411 sec): 3 clusters Score: Raw -941187.873800 + Penalty 899.183712 = -940288.690088 nChanged 1 SP:Iteration 37Q (700.004415 sec): 3 clusters Score: Raw -941188.000672 + Penalty 899.183712 = -940288.816960 nChanged 0 SP:Iteration 38F (700.068011 sec): 3 clusters Score: Raw -941188.000672 + Penalty 899.183712 = -940288.816960 nChanged 0 Trying to split cluster 19 (64726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.137736 sec): 2 clusters Score: Raw -3188338.633929 + Penalty 504.045281 = -3187834.588649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.206745 sec): 3 clusters Score: Raw -3145389.512042 + Penalty 1008.090561 = -3144381.421481 nChanged 31258 SP:Iteration 1F (700.305271 sec): 3 clusters Score: Raw -3164958.995282 + Penalty 1008.090561 = -3163950.904720 nChanged 2772 SP:Iteration 2Q (700.393817 sec): 3 clusters Score: Raw -3166086.952600 + Penalty 1008.090561 = -3165078.862039 nChanged 3265 SP:Iteration 3F (700.457713 sec): 3 clusters Score: Raw -3168006.088482 + Penalty 1008.090561 = -3166997.997921 nChanged 3874 SP:Iteration 4F (700.521454 sec): 3 clusters Score: Raw -3170888.710025 + Penalty 1008.090561 = -3169880.619464 nChanged 4226 SP:Iteration 5F (700.589008 sec): 3 clusters Score: Raw -3174221.122017 + Penalty 1008.090561 = -3173213.031456 nChanged 3887 SP:Iteration 6F (700.652875 sec): 3 clusters Score: Raw -3176579.033294 + Penalty 1008.090561 = -3175570.942733 nChanged 2762 SP:Iteration 7Q (700.721487 sec): 3 clusters Score: Raw -3177621.717301 + Penalty 1008.090561 = -3176613.626739 nChanged 1626 SP:Iteration 8Q (700.790244 sec): 3 clusters Score: Raw -3178037.811662 + Penalty 1008.090561 = -3177029.721101 nChanged 1100 SP:Iteration 9Q (700.858197 sec): 3 clusters Score: Raw -3178304.715404 + Penalty 1008.090561 = -3177296.624842 nChanged 976 SP:Iteration 10Q (700.937150 sec): 3 clusters Score: Raw -3178552.835432 + Penalty 1008.090561 = -3177544.744870 nChanged 966 SP:Iteration 11Q (701.035868 sec): 3 clusters Score: Raw -3178812.341132 + Penalty 1008.090561 = -3177804.250571 nChanged 998 SP:Iteration 12Q (701.112196 sec): 3 clusters Score: Raw -3179094.430486 + Penalty 1008.090561 = -3178086.339925 nChanged 1066 SP:Iteration 13Q (701.189564 sec): 3 clusters Score: Raw -3179424.912432 + Penalty 1008.090561 = -3178416.821871 nChanged 1128 SP:Iteration 14Q (701.275707 sec): 3 clusters Score: Raw -3179800.507817 + Penalty 1008.090561 = -3178792.417256 nChanged 1173 SP:Iteration 15Q (701.344425 sec): 3 clusters Score: Raw -3180230.958274 + Penalty 1008.090561 = -3179222.867712 nChanged 1218 SP:Iteration 16Q (701.411356 sec): 3 clusters Score: Raw -3180724.502248 + Penalty 1008.090561 = -3179716.411687 nChanged 1253 SP:Iteration 17Q (701.478240 sec): 3 clusters Score: Raw -3181232.197924 + Penalty 1008.090561 = -3180224.107363 nChanged 1278 SP:Iteration 18Q (701.544462 sec): 3 clusters Score: Raw -3181766.838838 + Penalty 1008.090561 = -3180758.748276 nChanged 1229 SP:Iteration 19Q (701.610672 sec): 3 clusters Score: Raw -3182257.503935 + Penalty 1008.090561 = -3181249.413374 nChanged 1137 SP:Iteration 20F (701.674736 sec): 3 clusters Score: Raw -3182700.465850 + Penalty 1008.090561 = -3181692.375289 nChanged 1119 SP:Iteration 21Q (701.740967 sec): 3 clusters Score: Raw -3183160.249487 + Penalty 1008.090561 = -3182152.158926 nChanged 1134 SP:Iteration 22Q (701.808363 sec): 3 clusters Score: Raw -3183639.019852 + Penalty 1008.090561 = -3182630.929290 nChanged 1101 SP:Iteration 23Q (701.892734 sec): 3 clusters Score: Raw -3184111.218170 + Penalty 1008.090561 = -3183103.127609 nChanged 1038 SP:Iteration 24Q (701.958583 sec): 3 clusters Score: Raw -3184541.245646 + Penalty 1008.090561 = -3183533.155085 nChanged 957 SP:Iteration 25Q (702.023859 sec): 3 clusters Score: Raw -3184933.739241 + Penalty 1008.090561 = -3183925.648680 nChanged 915 SP:Iteration 26Q (702.089483 sec): 3 clusters Score: Raw -3185317.957166 + Penalty 1008.090561 = -3184309.866605 nChanged 854 SP:Iteration 27Q (702.153901 sec): 3 clusters Score: Raw -3185671.227977 + Penalty 1008.090561 = -3184663.137416 nChanged 793 SP:Iteration 28Q (702.217544 sec): 3 clusters Score: Raw -3185998.660718 + Penalty 1008.090561 = -3184990.570157 nChanged 748 SP:Iteration 29Q (702.280936 sec): 3 clusters Score: Raw -3186317.441489 + Penalty 1008.090561 = -3185309.350928 nChanged 708 SP:Iteration 30Q (702.343495 sec): 3 clusters Score: Raw -3186631.255388 + Penalty 1008.090561 = -3185623.164827 nChanged 659 SP:Iteration 31Q (702.405578 sec): 3 clusters Score: Raw -3186927.791160 + Penalty 1008.090561 = -3185919.700599 nChanged 576 SP:Iteration 32Q (702.467170 sec): 3 clusters Score: Raw -3187179.694540 + Penalty 1008.090561 = -3186171.603978 nChanged 483 SP:Iteration 33Q (702.545004 sec): 3 clusters Score: Raw -3187397.103226 + Penalty 1008.090561 = -3186389.012665 nChanged 404 SP:Iteration 34Q (702.606315 sec): 3 clusters Score: Raw -3187576.754093 + Penalty 1008.090561 = -3186568.663532 nChanged 367 SP:Iteration 35Q (702.690495 sec): 3 clusters Score: Raw -3187739.552724 + Penalty 1008.090561 = -3186731.462162 nChanged 322 SP:Iteration 36Q (702.777078 sec): 3 clusters Score: Raw -3187878.441637 + Penalty 1008.090561 = -3186870.351076 nChanged 288 SP:Iteration 37Q (702.838367 sec): 3 clusters Score: Raw -3188001.232196 + Penalty 1008.090561 = -3186993.141635 nChanged 242 SP:Iteration 38Q (702.897476 sec): 3 clusters Score: Raw -3188105.563243 + Penalty 1008.090561 = -3187097.472682 nChanged 193 SP:Iteration 39Q (702.993031 sec): 3 clusters Score: Raw -3188185.691614 + Penalty 1008.090561 = -3187177.601053 nChanged 170 SP:Iteration 40F (703.092914 sec): 3 clusters Score: Raw -3188257.874232 + Penalty 1008.090561 = -3187249.783671 nChanged 133 SP:Iteration 41Q (703.164435 sec): 3 clusters Score: Raw -3188315.365725 + Penalty 1008.090561 = -3187307.275163 nChanged 104 SP:Iteration 42Q (703.223514 sec): 3 clusters Score: Raw -3188356.001911 + Penalty 1008.090561 = -3187347.911350 nChanged 72 SP:Iteration 43Q (703.281979 sec): 3 clusters Score: Raw -3188382.538172 + Penalty 1008.090561 = -3187374.447611 nChanged 53 SP:Iteration 44Q (703.340109 sec): 3 clusters Score: Raw -3188400.169464 + Penalty 1008.090561 = -3187392.078903 nChanged 41 SP:Iteration 45Q (703.398099 sec): 3 clusters Score: Raw -3188415.118666 + Penalty 1008.090561 = -3187407.028105 nChanged 46 SP:Iteration 46Q (703.456019 sec): 3 clusters Score: Raw -3188430.356234 + Penalty 1008.090561 = -3187422.265673 nChanged 39 SP:Iteration 47Q (703.513946 sec): 3 clusters Score: Raw -3188442.931869 + Penalty 1008.090561 = -3187434.841308 nChanged 33 SP:Iteration 48Q (703.575841 sec): 3 clusters Score: Raw -3188451.982632 + Penalty 1008.090561 = -3187443.892071 nChanged 17 SP:Iteration 49Q (703.668012 sec): 3 clusters Score: Raw -3188455.328466 + Penalty 1008.090561 = -3187447.237905 nChanged 14 SP:Iteration 50Q (703.726241 sec): 3 clusters Score: Raw -3188457.363655 + Penalty 1008.090561 = -3187449.273094 nChanged 7 SP:Iteration 51Q (703.784298 sec): 3 clusters Score: Raw -3188458.147414 + Penalty 1008.090561 = -3187450.056853 nChanged 4 SP:Iteration 52Q (703.842422 sec): 3 clusters Score: Raw -3188458.782045 + Penalty 1008.090561 = -3187450.691484 nChanged 7 SP:Iteration 53Q (703.900190 sec): 3 clusters Score: Raw -3188460.139603 + Penalty 1008.090561 = -3187452.049042 nChanged 10 SP:Iteration 54Q (703.958059 sec): 3 clusters Score: Raw -3188462.093962 + Penalty 1008.090561 = -3187454.003401 nChanged 9 SP:Iteration 55Q (704.015820 sec): 3 clusters Score: Raw -3188463.671969 + Penalty 1008.090561 = -3187455.581408 nChanged 10 SP:Iteration 56Q (704.073560 sec): 3 clusters Score: Raw -3188466.820789 + Penalty 1008.090561 = -3187458.730228 nChanged 15 SP:Iteration 57Q (704.131245 sec): 3 clusters Score: Raw -3188472.322206 + Penalty 1008.090561 = -3187464.231645 nChanged 18 SP:Iteration 58Q (704.188948 sec): 3 clusters Score: Raw -3188476.604476 + Penalty 1008.090561 = -3187468.513915 nChanged 8 SP:Iteration 59Q (704.246812 sec): 3 clusters Score: Raw -3188478.278419 + Penalty 1008.090561 = -3187470.187858 nChanged 10 SP:Iteration 60F (704.309410 sec): 3 clusters Score: Raw -3188479.967183 + Penalty 1008.090561 = -3187471.876622 nChanged 7 SP:Iteration 61Q (704.367663 sec): 3 clusters Score: Raw -3188481.921504 + Penalty 1008.090561 = -3187473.830942 nChanged 13 SP:Iteration 62Q (704.443187 sec): 3 clusters Score: Raw -3188486.223314 + Penalty 1008.090561 = -3187478.132753 nChanged 11 SP:Iteration 63Q (704.501425 sec): 3 clusters Score: Raw -3188488.741798 + Penalty 1008.090561 = -3187480.651237 nChanged 11 SP:Iteration 64Q (704.594535 sec): 3 clusters Score: Raw -3188490.920499 + Penalty 1008.090561 = -3187482.829938 nChanged 6 SP:Iteration 65Q (704.661697 sec): 3 clusters Score: Raw -3188491.971331 + Penalty 1008.090561 = -3187483.880770 nChanged 4 SP:Iteration 66Q (704.719416 sec): 3 clusters Score: Raw -3188492.996803 + Penalty 1008.090561 = -3187484.906242 nChanged 7 SP:Iteration 67Q (704.777324 sec): 3 clusters Score: Raw -3188494.429943 + Penalty 1008.090561 = -3187486.339382 nChanged 5 SP:Iteration 68Q (704.834600 sec): 3 clusters Score: Raw -3188495.100013 + Penalty 1008.090561 = -3187487.009452 nChanged 2 SP:Iteration 69Q (704.893091 sec): 3 clusters Score: Raw -3188495.418104 + Penalty 1008.090561 = -3187487.327543 nChanged 3 SP:Iteration 70Q (704.950901 sec): 3 clusters Score: Raw -3188495.684599 + Penalty 1008.090561 = -3187487.594038 nChanged 1 SP:Iteration 71Q (705.008736 sec): 3 clusters Score: Raw -3188495.715326 + Penalty 1008.090561 = -3187487.624765 nChanged 1 SP:Iteration 72Q (705.066663 sec): 3 clusters Score: Raw -3188495.748045 + Penalty 1008.090561 = -3187487.657483 nChanged 0 SP:Iteration 73F (705.129674 sec): 3 clusters Score: Raw -3188495.748045 + Penalty 1008.090561 = -3187487.657483 nChanged 0 Trying to split cluster 20 (2167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.146506 sec): 2 clusters Score: Raw -99812.838200 + Penalty 349.490005 = -99463.348196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.190440 sec): 3 clusters Score: Raw -98646.128876 + Penalty 698.980009 = -97947.148867 nChanged 914 SP:Iteration 1F (705.207873 sec): 3 clusters Score: Raw -99184.190863 + Penalty 698.980009 = -98485.210854 nChanged 170 SP:Iteration 2F (705.213901 sec): 3 clusters Score: Raw -99310.893562 + Penalty 698.980009 = -98611.913553 nChanged 173 SP:Iteration 3F (705.219855 sec): 3 clusters Score: Raw -99439.342018 + Penalty 698.980009 = -98740.362009 nChanged 150 SP:Iteration 4F (705.225813 sec): 3 clusters Score: Raw -99548.280974 + Penalty 698.980009 = -98849.300965 nChanged 126 SP:Iteration 5F (705.231788 sec): 3 clusters Score: Raw -99650.591803 + Penalty 698.980009 = -98951.611794 nChanged 102 SP:Iteration 6Q (705.237759 sec): 3 clusters Score: Raw -99742.164457 + Penalty 698.980009 = -99043.184448 nChanged 58 SP:Iteration 7Q (705.243835 sec): 3 clusters Score: Raw -99790.390251 + Penalty 698.980009 = -99091.410242 nChanged 36 SP:Iteration 8Q (705.249671 sec): 3 clusters Score: Raw -99826.249328 + Penalty 698.980009 = -99127.269319 nChanged 25 SP:Iteration 9Q (705.255467 sec): 3 clusters Score: Raw -99850.869118 + Penalty 698.980009 = -99151.889109 nChanged 23 SP:Iteration 10Q (705.270253 sec): 3 clusters Score: Raw -99872.183111 + Penalty 698.980009 = -99173.203101 nChanged 20 SP:Iteration 11Q (705.276075 sec): 3 clusters Score: Raw -99887.716756 + Penalty 698.980009 = -99188.736747 nChanged 16 SP:Iteration 12Q (705.281849 sec): 3 clusters Score: Raw -99896.166150 + Penalty 698.980009 = -99197.186141 nChanged 12 SP:Iteration 13Q (705.287676 sec): 3 clusters Score: Raw -99900.691494 + Penalty 698.980009 = -99201.711485 nChanged 10 SP:Iteration 14Q (705.293447 sec): 3 clusters Score: Raw -99904.423486 + Penalty 698.980009 = -99205.443477 nChanged 9 SP:Iteration 15Q (705.299221 sec): 3 clusters Score: Raw -99908.506012 + Penalty 698.980009 = -99209.526003 nChanged 8 SP:Iteration 16Q (705.304864 sec): 3 clusters Score: Raw -99913.835094 + Penalty 698.980009 = -99214.855085 nChanged 8 SP:Iteration 17Q (705.310616 sec): 3 clusters Score: Raw -99918.151764 + Penalty 698.980009 = -99219.171755 nChanged 7 SP:Iteration 18Q (705.316336 sec): 3 clusters Score: Raw -99922.055234 + Penalty 698.980009 = -99223.075225 nChanged 5 SP:Iteration 19Q (705.322035 sec): 3 clusters Score: Raw -99923.978028 + Penalty 698.980009 = -99224.998019 nChanged 5 SP:Iteration 20F (705.327978 sec): 3 clusters Score: Raw -99925.833045 + Penalty 698.980009 = -99226.853036 nChanged 4 SP:Iteration 21Q (705.333771 sec): 3 clusters Score: Raw -99926.516891 + Penalty 698.980009 = -99227.536882 nChanged 0 SP:Iteration 22F (705.339713 sec): 3 clusters Score: Raw -99926.516891 + Penalty 698.980009 = -99227.536882 nChanged 0 Trying to split cluster 21 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.346036 sec): 2 clusters Score: Raw -26503.438412 + Penalty 282.764668 = -26220.673743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.348012 sec): 3 clusters Score: Raw -26286.145771 + Penalty 565.529337 = -25720.616434 nChanged 169 SP:Iteration 1F (705.350347 sec): 3 clusters Score: Raw -26399.091969 + Penalty 565.529337 = -25833.562632 nChanged 41 SP:Iteration 2F (705.352096 sec): 3 clusters Score: Raw -26433.426872 + Penalty 565.529337 = -25867.897535 nChanged 23 SP:Iteration 3Q (705.353862 sec): 3 clusters Score: Raw -26450.641318 + Penalty 565.529337 = -25885.111981 nChanged 15 SP:Iteration 4Q (705.355623 sec): 3 clusters Score: Raw -26466.482181 + Penalty 565.529337 = -25900.952844 nChanged 21 SP:Iteration 5Q (705.357378 sec): 3 clusters Score: Raw -26484.904949 + Penalty 565.529337 = -25919.375612 nChanged 17 SP:Iteration 6Q (705.359118 sec): 3 clusters Score: Raw -26497.966111 + Penalty 565.529337 = -25932.436774 nChanged 10 SP:Iteration 7Q (705.360945 sec): 3 clusters Score: Raw -26504.471036 + Penalty 565.529337 = -25938.941699 nChanged 5 SP:Iteration 8Q (705.362683 sec): 3 clusters Score: Raw -26509.123413 + Penalty 565.529337 = -25943.594077 nChanged 4 SP:Iteration 9Q (705.364492 sec): 3 clusters Score: Raw -26511.783763 + Penalty 565.529337 = -25946.254426 nChanged 5 SP:Iteration 10Q (705.366241 sec): 3 clusters Score: Raw -26514.793873 + Penalty 565.529337 = -25949.264536 nChanged 5 SP:Iteration 11Q (705.367968 sec): 3 clusters Score: Raw -26518.484438 + Penalty 565.529337 = -25952.955101 nChanged 5 SP:Iteration 12Q (705.369699 sec): 3 clusters Score: Raw -26521.225294 + Penalty 565.529337 = -25955.695957 nChanged 4 SP:Iteration 13Q (705.371422 sec): 3 clusters Score: Raw -26522.925956 + Penalty 565.529337 = -25957.396619 nChanged 5 SP:Iteration 14Q (705.373145 sec): 3 clusters Score: Raw -26525.463006 + Penalty 565.529337 = -25959.933669 nChanged 3 SP:Iteration 15Q (705.374871 sec): 3 clusters Score: Raw -26526.294577 + Penalty 565.529337 = -25960.765240 nChanged 1 SP:Iteration 16Q (705.376615 sec): 3 clusters Score: Raw -26526.872382 + Penalty 565.529337 = -25961.343045 nChanged 2 SP:Iteration 17Q (705.378332 sec): 3 clusters Score: Raw -26529.534602 + Penalty 565.529337 = -25964.005265 nChanged 4 SP:Iteration 18Q (705.380077 sec): 3 clusters Score: Raw -26534.969602 + Penalty 565.529337 = -25969.440265 nChanged 6 SP:Iteration 19Q (705.415702 sec): 3 clusters Score: Raw -26540.024664 + Penalty 565.529337 = -25974.495327 nChanged 4 SP:Iteration 20F (705.417529 sec): 3 clusters Score: Raw -26542.858971 + Penalty 565.529337 = -25977.329634 nChanged 4 SP:Iteration 21Q (705.420301 sec): 3 clusters Score: Raw -26543.655491 + Penalty 565.529337 = -25978.126154 nChanged 2 SP:Iteration 22Q (705.422086 sec): 3 clusters Score: Raw -26544.096889 + Penalty 565.529337 = -25978.567552 nChanged 1 SP:Iteration 23Q (705.423848 sec): 3 clusters Score: Raw -26544.259882 + Penalty 565.529337 = -25978.730545 nChanged 0 SP:Iteration 24F (705.425557 sec): 3 clusters Score: Raw -26544.259882 + Penalty 565.529337 = -25978.730545 nChanged 0 Trying to split cluster 22 (6451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.443068 sec): 2 clusters Score: Raw -322286.052004 + Penalty 399.125565 = -321886.926439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.461302 sec): 3 clusters Score: Raw -318357.488351 + Penalty 798.251130 = -317559.237221 nChanged 2971 SP:Iteration 1F (705.477720 sec): 3 clusters Score: Raw -319874.381844 + Penalty 798.251130 = -319076.130715 nChanged 341 SP:Iteration 2F (705.494055 sec): 3 clusters Score: Raw -320012.915805 + Penalty 798.251130 = -319214.664676 nChanged 350 SP:Iteration 3F (705.510028 sec): 3 clusters Score: Raw -320175.146228 + Penalty 798.251130 = -319376.895098 nChanged 334 SP:Iteration 4F (705.526374 sec): 3 clusters Score: Raw -320331.483365 + Penalty 798.251130 = -319533.232235 nChanged 346 SP:Iteration 5F (705.542973 sec): 3 clusters Score: Raw -320501.919730 + Penalty 798.251130 = -319703.668600 nChanged 314 SP:Iteration 6Q (705.558878 sec): 3 clusters Score: Raw -320666.214602 + Penalty 798.251130 = -319867.963472 nChanged 306 SP:Iteration 7Q (705.575188 sec): 3 clusters Score: Raw -320862.051462 + Penalty 798.251130 = -320063.800333 nChanged 298 SP:Iteration 8Q (705.591569 sec): 3 clusters Score: Raw -321051.344802 + Penalty 798.251130 = -320253.093673 nChanged 261 SP:Iteration 9Q (705.608013 sec): 3 clusters Score: Raw -321201.132595 + Penalty 798.251130 = -320402.881465 nChanged 228 SP:Iteration 10Q (705.624041 sec): 3 clusters Score: Raw -321309.975679 + Penalty 798.251130 = -320511.724549 nChanged 193 SP:Iteration 11Q (705.640424 sec): 3 clusters Score: Raw -321388.469259 + Penalty 798.251130 = -320590.218129 nChanged 141 SP:Iteration 12Q (705.660454 sec): 3 clusters Score: Raw -321448.218180 + Penalty 798.251130 = -320649.967050 nChanged 122 SP:Iteration 13Q (705.676729 sec): 3 clusters Score: Raw -321492.013124 + Penalty 798.251130 = -320693.761994 nChanged 95 SP:Iteration 14Q (705.694376 sec): 3 clusters Score: Raw -321526.538973 + Penalty 798.251130 = -320728.287843 nChanged 84 SP:Iteration 15Q (705.710542 sec): 3 clusters Score: Raw -321553.725295 + Penalty 798.251130 = -320755.474165 nChanged 82 SP:Iteration 16Q (705.726691 sec): 3 clusters Score: Raw -321583.473946 + Penalty 798.251130 = -320785.222816 nChanged 81 SP:Iteration 17Q (705.742881 sec): 3 clusters Score: Raw -321606.765821 + Penalty 798.251130 = -320808.514691 nChanged 70 SP:Iteration 18Q (705.758951 sec): 3 clusters Score: Raw -321625.542362 + Penalty 798.251130 = -320827.291232 nChanged 76 SP:Iteration 19Q (705.775076 sec): 3 clusters Score: Raw -321646.588309 + Penalty 798.251130 = -320848.337179 nChanged 62 SP:Iteration 20F (705.791676 sec): 3 clusters Score: Raw -321662.040744 + Penalty 798.251130 = -320863.789614 nChanged 59 SP:Iteration 21Q (705.807741 sec): 3 clusters Score: Raw -321679.792988 + Penalty 798.251130 = -320881.541858 nChanged 69 SP:Iteration 22Q (705.823716 sec): 3 clusters Score: Raw -321701.026431 + Penalty 798.251130 = -320902.775301 nChanged 68 SP:Iteration 23Q (705.875762 sec): 3 clusters Score: Raw -321721.951008 + Penalty 798.251130 = -320923.699878 nChanged 69 SP:Iteration 24Q (705.890499 sec): 3 clusters Score: Raw -321743.099458 + Penalty 798.251130 = -320944.848329 nChanged 65 SP:Iteration 25Q (705.906442 sec): 3 clusters Score: Raw -321758.671003 + Penalty 798.251130 = -320960.419873 nChanged 66 SP:Iteration 26Q (705.922399 sec): 3 clusters Score: Raw -321775.756017 + Penalty 798.251130 = -320977.504888 nChanged 74 SP:Iteration 27Q (705.938410 sec): 3 clusters Score: Raw -321801.702837 + Penalty 798.251130 = -321003.451707 nChanged 66 SP:Iteration 28Q (705.954420 sec): 3 clusters Score: Raw -321824.909089 + Penalty 798.251130 = -321026.657959 nChanged 77 SP:Iteration 29Q (705.970340 sec): 3 clusters Score: Raw -321856.083699 + Penalty 798.251130 = -321057.832569 nChanged 79 SP:Iteration 30Q (705.986158 sec): 3 clusters Score: Raw -321889.821167 + Penalty 798.251130 = -321091.570037 nChanged 77 SP:Iteration 31Q (706.001825 sec): 3 clusters Score: Raw -321922.772230 + Penalty 798.251130 = -321124.521100 nChanged 77 SP:Iteration 32Q (706.017734 sec): 3 clusters Score: Raw -321957.391627 + Penalty 798.251130 = -321159.140497 nChanged 81 SP:Iteration 33Q (706.033602 sec): 3 clusters Score: Raw -321995.308461 + Penalty 798.251130 = -321197.057331 nChanged 85 SP:Iteration 34Q (706.049522 sec): 3 clusters Score: Raw -322033.509538 + Penalty 798.251130 = -321235.258408 nChanged 75 SP:Iteration 35Q (706.065350 sec): 3 clusters Score: Raw -322067.140705 + Penalty 798.251130 = -321268.889575 nChanged 65 SP:Iteration 36Q (706.081193 sec): 3 clusters Score: Raw -322094.468768 + Penalty 798.251130 = -321296.217638 nChanged 71 SP:Iteration 37Q (706.096902 sec): 3 clusters Score: Raw -322127.139861 + Penalty 798.251130 = -321328.888731 nChanged 61 SP:Iteration 38Q (706.112658 sec): 3 clusters Score: Raw -322156.593105 + Penalty 798.251130 = -321358.341976 nChanged 52 SP:Iteration 39Q (706.128319 sec): 3 clusters Score: Raw -322183.529228 + Penalty 798.251130 = -321385.278098 nChanged 51 SP:Iteration 40F (706.144446 sec): 3 clusters Score: Raw -322210.001097 + Penalty 798.251130 = -321411.749967 nChanged 40 SP:Iteration 41Q (706.160046 sec): 3 clusters Score: Raw -322231.058473 + Penalty 798.251130 = -321432.807343 nChanged 37 SP:Iteration 42Q (706.211946 sec): 3 clusters Score: Raw -322251.728892 + Penalty 798.251130 = -321453.477763 nChanged 28 SP:Iteration 43Q (706.263098 sec): 3 clusters Score: Raw -322263.913137 + Penalty 798.251130 = -321465.662007 nChanged 25 SP:Iteration 44Q (706.282909 sec): 3 clusters Score: Raw -322277.140822 + Penalty 798.251130 = -321478.889692 nChanged 25 SP:Iteration 45Q (706.298466 sec): 3 clusters Score: Raw -322292.598450 + Penalty 798.251130 = -321494.347320 nChanged 26 SP:Iteration 46Q (706.314040 sec): 3 clusters Score: Raw -322308.248871 + Penalty 798.251130 = -321509.997741 nChanged 22 SP:Iteration 47Q (706.329567 sec): 3 clusters Score: Raw -322319.716523 + Penalty 798.251130 = -321521.465393 nChanged 19 SP:Iteration 48Q (706.345111 sec): 3 clusters Score: Raw -322329.080351 + Penalty 798.251130 = -321530.829222 nChanged 16 SP:Iteration 49Q (706.360534 sec): 3 clusters Score: Raw -322339.019131 + Penalty 798.251130 = -321540.768001 nChanged 13 SP:Iteration 50Q (706.375964 sec): 3 clusters Score: Raw -322349.236024 + Penalty 798.251130 = -321550.984894 nChanged 10 SP:Iteration 51Q (706.426085 sec): 3 clusters Score: Raw -322355.558371 + Penalty 798.251130 = -321557.307242 nChanged 6 SP:Iteration 52Q (706.477700 sec): 3 clusters Score: Raw -322359.164455 + Penalty 798.251130 = -321560.913325 nChanged 2 SP:Iteration 53Q (706.529832 sec): 3 clusters Score: Raw -322359.891495 + Penalty 798.251130 = -321561.640365 nChanged 2 SP:Iteration 54Q (706.549276 sec): 3 clusters Score: Raw -322361.773449 + Penalty 798.251130 = -321563.522319 nChanged 2 SP:Iteration 55Q (706.564698 sec): 3 clusters Score: Raw -322362.444931 + Penalty 798.251130 = -321564.193801 nChanged 0 SP:Iteration 56F (706.581066 sec): 3 clusters Score: Raw -322362.444931 + Penalty 798.251130 = -321564.193801 nChanged 0 Trying to split cluster 23 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.588483 sec): 2 clusters Score: Raw -14737.772379 + Penalty 264.948588 = -14472.823791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.590051 sec): 3 clusters Score: Raw -14613.123016 + Penalty 529.897176 = -14083.225840 nChanged 100 SP:Iteration 1F (706.591402 sec): 3 clusters Score: Raw -14711.547397 + Penalty 529.897176 = -14181.650220 nChanged 18 SP:Iteration 2F (706.592743 sec): 3 clusters Score: Raw -14736.329945 + Penalty 529.897176 = -14206.432768 nChanged 13 SP:Iteration 3Q (706.594104 sec): 3 clusters Score: Raw -14747.076722 + Penalty 529.897176 = -14217.179546 nChanged 5 SP:Iteration 4Q (706.595442 sec): 3 clusters Score: Raw -14749.676037 + Penalty 529.897176 = -14219.778861 nChanged 2 SP:Iteration 5Q (706.596772 sec): 3 clusters Score: Raw -14750.384171 + Penalty 529.897176 = -14220.486995 nChanged 2 SP:Iteration 6Q (706.598113 sec): 3 clusters Score: Raw -14751.326796 + Penalty 529.897176 = -14221.429619 nChanged 4 SP:Iteration 7Q (706.599486 sec): 3 clusters Score: Raw -14754.131587 + Penalty 529.897176 = -14224.234411 nChanged 5 SP:Iteration 8Q (706.600828 sec): 3 clusters Score: Raw -14756.407212 + Penalty 529.897176 = -14226.510036 nChanged 4 SP:Iteration 9Q (706.602162 sec): 3 clusters Score: Raw -14758.638983 + Penalty 529.897176 = -14228.741807 nChanged 3 SP:Iteration 10Q (706.603494 sec): 3 clusters Score: Raw -14760.490971 + Penalty 529.897176 = -14230.593794 nChanged 0 SP:Iteration 11F (706.604820 sec): 3 clusters Score: Raw -14760.490971 + Penalty 529.897176 = -14230.593794 nChanged 0 Trying to split cluster 24 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.609924 sec): 2 clusters Score: Raw -12661.974323 + Penalty 262.883181 = -12399.091142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.611417 sec): 3 clusters Score: Raw -12549.405884 + Penalty 525.766361 = -12023.639522 nChanged 108 SP:Iteration 1F (706.612722 sec): 3 clusters Score: Raw -12647.453888 + Penalty 525.766361 = -12121.687527 nChanged 19 SP:Iteration 2F (706.614020 sec): 3 clusters Score: Raw -12664.889275 + Penalty 525.766361 = -12139.122913 nChanged 13 SP:Iteration 3Q (706.615322 sec): 3 clusters Score: Raw -12683.324821 + Penalty 525.766361 = -12157.558459 nChanged 10 SP:Iteration 4Q (706.616617 sec): 3 clusters Score: Raw -12692.833973 + Penalty 525.766361 = -12167.067612 nChanged 5 SP:Iteration 5Q (706.617915 sec): 3 clusters Score: Raw -12702.084561 + Penalty 525.766361 = -12176.318200 nChanged 5 SP:Iteration 6Q (706.619214 sec): 3 clusters Score: Raw -12707.727032 + Penalty 525.766361 = -12181.960671 nChanged 7 SP:Iteration 7Q (706.620518 sec): 3 clusters Score: Raw -12720.090415 + Penalty 525.766361 = -12194.324053 nChanged 4 SP:Iteration 8Q (706.621810 sec): 3 clusters Score: Raw -12732.521871 + Penalty 525.766361 = -12206.755510 nChanged 4 SP:Iteration 9Q (706.623096 sec): 3 clusters Score: Raw -12735.001073 + Penalty 525.766361 = -12209.234711 nChanged 3 SP:Iteration 10Q (706.624387 sec): 3 clusters Score: Raw -12735.959527 + Penalty 525.766361 = -12210.193165 nChanged 3 SP:Iteration 11Q (706.625678 sec): 3 clusters Score: Raw -12737.164166 + Penalty 525.766361 = -12211.397805 nChanged 4 SP:Iteration 12Q (706.626966 sec): 3 clusters Score: Raw -12738.607355 + Penalty 525.766361 = -12212.840994 nChanged 0 SP:Iteration 13F (706.628253 sec): 3 clusters Score: Raw -12738.607355 + Penalty 525.766361 = -12212.840994 nChanged 0 Trying to split cluster 25 (20442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.657036 sec): 2 clusters Score: Raw -1002349.011749 + Penalty 451.603283 = -1001897.408465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.698330 sec): 3 clusters Score: Raw -989158.003753 + Penalty 903.206567 = -988254.797186 nChanged 9738 SP:Iteration 1F (706.762594 sec): 3 clusters Score: Raw -995399.672888 + Penalty 903.206567 = -994496.466321 nChanged 1406 SP:Iteration 2F (706.791154 sec): 3 clusters Score: Raw -996361.271526 + Penalty 903.206567 = -995458.064959 nChanged 1548 SP:Iteration 3F (706.831736 sec): 3 clusters Score: Raw -997698.052161 + Penalty 903.206567 = -996794.845594 nChanged 1465 SP:Iteration 4F (706.860398 sec): 3 clusters Score: Raw -999071.892131 + Penalty 903.206567 = -998168.685564 nChanged 1141 SP:Iteration 5F (706.889169 sec): 3 clusters Score: Raw -1000028.336879 + Penalty 903.206567 = -999125.130312 nChanged 799 SP:Iteration 6Q (706.917904 sec): 3 clusters Score: Raw -1000545.047774 + Penalty 903.206567 = -999641.841207 nChanged 576 SP:Iteration 7Q (706.970504 sec): 3 clusters Score: Raw -1000867.142289 + Penalty 903.206567 = -999963.935723 nChanged 421 SP:Iteration 8Q (706.998663 sec): 3 clusters Score: Raw -1001102.392276 + Penalty 903.206567 = -1000199.185709 nChanged 336 SP:Iteration 9Q (707.026860 sec): 3 clusters Score: Raw -1001268.496446 + Penalty 903.206567 = -1000365.289879 nChanged 287 SP:Iteration 10Q (707.055120 sec): 3 clusters Score: Raw -1001408.275554 + Penalty 903.206567 = -1000505.068987 nChanged 269 SP:Iteration 11Q (707.083365 sec): 3 clusters Score: Raw -1001550.090766 + Penalty 903.206567 = -1000646.884199 nChanged 259 SP:Iteration 12Q (707.111545 sec): 3 clusters Score: Raw -1001678.412822 + Penalty 903.206567 = -1000775.206255 nChanged 231 SP:Iteration 13Q (707.169563 sec): 3 clusters Score: Raw -1001792.329648 + Penalty 903.206567 = -1000889.123082 nChanged 214 SP:Iteration 14Q (707.208005 sec): 3 clusters Score: Raw -1001890.142863 + Penalty 903.206567 = -1000986.936296 nChanged 188 SP:Iteration 15Q (707.235851 sec): 3 clusters Score: Raw -1001977.531917 + Penalty 903.206567 = -1001074.325351 nChanged 190 SP:Iteration 16Q (707.263574 sec): 3 clusters Score: Raw -1002071.319773 + Penalty 903.206567 = -1001168.113206 nChanged 178 SP:Iteration 17Q (707.291445 sec): 3 clusters Score: Raw -1002151.785355 + Penalty 903.206567 = -1001248.578788 nChanged 141 SP:Iteration 18Q (707.347938 sec): 3 clusters Score: Raw -1002219.981750 + Penalty 903.206567 = -1001316.775183 nChanged 113 SP:Iteration 19Q (707.375528 sec): 3 clusters Score: Raw -1002279.543788 + Penalty 903.206567 = -1001376.337222 nChanged 99 SP:Iteration 20F (707.403969 sec): 3 clusters Score: Raw -1002327.631750 + Penalty 903.206567 = -1001424.425184 nChanged 78 SP:Iteration 21Q (707.431432 sec): 3 clusters Score: Raw -1002360.921551 + Penalty 903.206567 = -1001457.714984 nChanged 60 SP:Iteration 22Q (707.458679 sec): 3 clusters Score: Raw -1002383.445538 + Penalty 903.206567 = -1001480.238971 nChanged 39 SP:Iteration 23Q (707.485854 sec): 3 clusters Score: Raw -1002399.211658 + Penalty 903.206567 = -1001496.005091 nChanged 33 SP:Iteration 24Q (707.513136 sec): 3 clusters Score: Raw -1002410.809889 + Penalty 903.206567 = -1001507.603323 nChanged 16 SP:Iteration 25Q (707.540311 sec): 3 clusters Score: Raw -1002415.252470 + Penalty 903.206567 = -1001512.045903 nChanged 17 SP:Iteration 26Q (707.574026 sec): 3 clusters Score: Raw -1002421.097804 + Penalty 903.206567 = -1001517.891237 nChanged 24 SP:Iteration 27Q (707.601248 sec): 3 clusters Score: Raw -1002427.821653 + Penalty 903.206567 = -1001524.615086 nChanged 17 SP:Iteration 28Q (707.640071 sec): 3 clusters Score: Raw -1002432.315671 + Penalty 903.206567 = -1001529.109105 nChanged 16 SP:Iteration 29Q (707.702238 sec): 3 clusters Score: Raw -1002435.065296 + Penalty 903.206567 = -1001531.858729 nChanged 14 SP:Iteration 30Q (707.758747 sec): 3 clusters Score: Raw -1002438.240803 + Penalty 903.206567 = -1001535.034237 nChanged 14 SP:Iteration 31Q (707.813311 sec): 3 clusters Score: Raw -1002442.879268 + Penalty 903.206567 = -1001539.672701 nChanged 13 SP:Iteration 32Q (707.840282 sec): 3 clusters Score: Raw -1002448.103716 + Penalty 903.206567 = -1001544.897150 nChanged 17 SP:Iteration 33Q (707.867392 sec): 3 clusters Score: Raw -1002455.140847 + Penalty 903.206567 = -1001551.934280 nChanged 14 SP:Iteration 34Q (707.894464 sec): 3 clusters Score: Raw -1002460.896544 + Penalty 903.206567 = -1001557.689977 nChanged 11 SP:Iteration 35Q (707.921419 sec): 3 clusters Score: Raw -1002468.467780 + Penalty 903.206567 = -1001565.261213 nChanged 16 SP:Iteration 36Q (707.951434 sec): 3 clusters Score: Raw -1002476.245211 + Penalty 903.206567 = -1001573.038644 nChanged 9 SP:Iteration 37Q (707.978338 sec): 3 clusters Score: Raw -1002479.411664 + Penalty 903.206567 = -1001576.205097 nChanged 9 SP:Iteration 38Q (708.005271 sec): 3 clusters Score: Raw -1002483.848838 + Penalty 903.206567 = -1001580.642271 nChanged 9 SP:Iteration 39Q (708.035915 sec): 3 clusters Score: Raw -1002486.780969 + Penalty 903.206567 = -1001583.574402 nChanged 5 SP:Iteration 40F (708.064265 sec): 3 clusters Score: Raw -1002488.467442 + Penalty 903.206567 = -1001585.260875 nChanged 5 SP:Iteration 41Q (708.091437 sec): 3 clusters Score: Raw -1002490.030560 + Penalty 903.206567 = -1001586.823994 nChanged 4 SP:Iteration 42Q (708.143537 sec): 3 clusters Score: Raw -1002491.456966 + Penalty 903.206567 = -1001588.250399 nChanged 2 SP:Iteration 43Q (708.170559 sec): 3 clusters Score: Raw -1002492.314737 + Penalty 903.206567 = -1001589.108170 nChanged 3 SP:Iteration 44Q (708.207649 sec): 3 clusters Score: Raw -1002493.945355 + Penalty 903.206567 = -1001590.738789 nChanged 1 SP:Iteration 45Q (708.234767 sec): 3 clusters Score: Raw -1002494.220446 + Penalty 903.206567 = -1001591.013879 nChanged 0 SP:Iteration 46F (708.263284 sec): 3 clusters Score: Raw -1002494.220446 + Penalty 903.206567 = -1001591.013879 nChanged 0 Trying to split cluster 26 (16657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.297363 sec): 2 clusters Score: Raw -746735.558820 + Penalty 442.286655 = -746293.272165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.334929 sec): 3 clusters Score: Raw -736139.608192 + Penalty 884.573310 = -735255.034882 nChanged 7855 SP:Iteration 1F (708.360594 sec): 3 clusters Score: Raw -741071.747537 + Penalty 884.573310 = -740187.174226 nChanged 1089 SP:Iteration 2F (708.397646 sec): 3 clusters Score: Raw -741652.142934 + Penalty 884.573310 = -740767.569623 nChanged 1140 SP:Iteration 3F (708.423433 sec): 3 clusters Score: Raw -742401.622566 + Penalty 884.573310 = -741517.049255 nChanged 1176 SP:Iteration 4F (708.449198 sec): 3 clusters Score: Raw -743301.635526 + Penalty 884.573310 = -742417.062216 nChanged 1082 SP:Iteration 5F (708.475005 sec): 3 clusters Score: Raw -744191.792104 + Penalty 884.573310 = -743307.218793 nChanged 881 SP:Iteration 6F (708.507127 sec): 3 clusters Score: Raw -744786.725579 + Penalty 884.573310 = -743902.152269 nChanged 588 SP:Iteration 7Q (708.533057 sec): 3 clusters Score: Raw -745092.630311 + Penalty 884.573310 = -744208.057001 nChanged 452 SP:Iteration 8Q (708.558874 sec): 3 clusters Score: Raw -745319.870461 + Penalty 884.573310 = -744435.297151 nChanged 427 SP:Iteration 9Q (708.584417 sec): 3 clusters Score: Raw -745534.146074 + Penalty 884.573310 = -744649.572764 nChanged 401 SP:Iteration 10Q (708.609731 sec): 3 clusters Score: Raw -745766.816314 + Penalty 884.573310 = -744882.243004 nChanged 365 SP:Iteration 11Q (708.635010 sec): 3 clusters Score: Raw -745958.179321 + Penalty 884.573310 = -745073.606011 nChanged 287 SP:Iteration 12Q (708.660456 sec): 3 clusters Score: Raw -746101.215926 + Penalty 884.573310 = -745216.642615 nChanged 241 SP:Iteration 13Q (708.685506 sec): 3 clusters Score: Raw -746220.438252 + Penalty 884.573310 = -745335.864942 nChanged 197 SP:Iteration 14Q (708.710451 sec): 3 clusters Score: Raw -746314.550873 + Penalty 884.573310 = -745429.977563 nChanged 171 SP:Iteration 15Q (708.753004 sec): 3 clusters Score: Raw -746397.367109 + Penalty 884.573310 = -745512.793799 nChanged 155 SP:Iteration 16Q (708.777766 sec): 3 clusters Score: Raw -746475.981259 + Penalty 884.573310 = -745591.407949 nChanged 126 SP:Iteration 17Q (708.802539 sec): 3 clusters Score: Raw -746524.926967 + Penalty 884.573310 = -745640.353657 nChanged 91 SP:Iteration 18Q (708.827059 sec): 3 clusters Score: Raw -746550.822388 + Penalty 884.573310 = -745666.249077 nChanged 82 SP:Iteration 19Q (708.851486 sec): 3 clusters Score: Raw -746572.752532 + Penalty 884.573310 = -745688.179221 nChanged 87 SP:Iteration 20F (708.877187 sec): 3 clusters Score: Raw -746597.124659 + Penalty 884.573310 = -745712.551348 nChanged 68 SP:Iteration 21Q (708.901662 sec): 3 clusters Score: Raw -746614.429812 + Penalty 884.573310 = -745729.856502 nChanged 55 SP:Iteration 22Q (708.938130 sec): 3 clusters Score: Raw -746629.666580 + Penalty 884.573310 = -745745.093269 nChanged 56 SP:Iteration 23Q (708.972476 sec): 3 clusters Score: Raw -746642.978203 + Penalty 884.573310 = -745758.404893 nChanged 50 SP:Iteration 24Q (708.999684 sec): 3 clusters Score: Raw -746654.211049 + Penalty 884.573310 = -745769.637739 nChanged 50 SP:Iteration 25Q (709.023966 sec): 3 clusters Score: Raw -746669.662913 + Penalty 884.573310 = -745785.089603 nChanged 66 SP:Iteration 26Q (709.048204 sec): 3 clusters Score: Raw -746694.347286 + Penalty 884.573310 = -745809.773975 nChanged 58 SP:Iteration 27Q (709.072227 sec): 3 clusters Score: Raw -746711.351139 + Penalty 884.573310 = -745826.777828 nChanged 47 SP:Iteration 28Q (709.131897 sec): 3 clusters Score: Raw -746723.437077 + Penalty 884.573310 = -745838.863766 nChanged 36 SP:Iteration 29Q (709.191030 sec): 3 clusters Score: Raw -746730.621600 + Penalty 884.573310 = -745846.048290 nChanged 25 SP:Iteration 30Q (709.238198 sec): 3 clusters Score: Raw -746734.586094 + Penalty 884.573310 = -745850.012784 nChanged 18 SP:Iteration 31Q (709.263001 sec): 3 clusters Score: Raw -746738.363591 + Penalty 884.573310 = -745853.790281 nChanged 19 SP:Iteration 32Q (709.287181 sec): 3 clusters Score: Raw -746742.792173 + Penalty 884.573310 = -745858.218862 nChanged 18 SP:Iteration 33Q (709.311375 sec): 3 clusters Score: Raw -746747.282512 + Penalty 884.573310 = -745862.709201 nChanged 21 SP:Iteration 34Q (709.335572 sec): 3 clusters Score: Raw -746753.531621 + Penalty 884.573310 = -745868.958311 nChanged 18 SP:Iteration 35Q (709.359852 sec): 3 clusters Score: Raw -746762.950799 + Penalty 884.573310 = -745878.377489 nChanged 27 SP:Iteration 36Q (709.412183 sec): 3 clusters Score: Raw -746772.613101 + Penalty 884.573310 = -745888.039790 nChanged 28 SP:Iteration 37Q (709.450983 sec): 3 clusters Score: Raw -746784.067170 + Penalty 884.573310 = -745899.493859 nChanged 21 SP:Iteration 38Q (709.475124 sec): 3 clusters Score: Raw -746790.321904 + Penalty 884.573310 = -745905.748594 nChanged 12 SP:Iteration 39Q (709.499344 sec): 3 clusters Score: Raw -746793.431241 + Penalty 884.573310 = -745908.857930 nChanged 13 SP:Iteration 40F (709.525033 sec): 3 clusters Score: Raw -746796.234990 + Penalty 884.573310 = -745911.661680 nChanged 7 SP:Iteration 41Q (709.549286 sec): 3 clusters Score: Raw -746797.470051 + Penalty 884.573310 = -745912.896740 nChanged 5 SP:Iteration 42Q (709.573341 sec): 3 clusters Score: Raw -746798.419041 + Penalty 884.573310 = -745913.845731 nChanged 4 SP:Iteration 43Q (709.597437 sec): 3 clusters Score: Raw -746799.121302 + Penalty 884.573310 = -745914.547992 nChanged 4 SP:Iteration 44Q (709.621644 sec): 3 clusters Score: Raw -746799.720448 + Penalty 884.573310 = -745915.147138 nChanged 4 SP:Iteration 45Q (709.645873 sec): 3 clusters Score: Raw -746800.227156 + Penalty 884.573310 = -745915.653845 nChanged 3 SP:Iteration 46Q (709.702820 sec): 3 clusters Score: Raw -746800.771595 + Penalty 884.573310 = -745916.198285 nChanged 6 SP:Iteration 47Q (709.733489 sec): 3 clusters Score: Raw -746801.654662 + Penalty 884.573310 = -745917.081351 nChanged 3 SP:Iteration 48Q (709.757333 sec): 3 clusters Score: Raw -746802.327327 + Penalty 884.573310 = -745917.754016 nChanged 7 SP:Iteration 49Q (709.781210 sec): 3 clusters Score: Raw -746803.346543 + Penalty 884.573310 = -745918.773233 nChanged 7 SP:Iteration 50Q (709.805150 sec): 3 clusters Score: Raw -746804.870802 + Penalty 884.573310 = -745920.297492 nChanged 6 SP:Iteration 51Q (709.829320 sec): 3 clusters Score: Raw -746806.501042 + Penalty 884.573310 = -745921.927731 nChanged 8 SP:Iteration 52Q (709.853297 sec): 3 clusters Score: Raw -746808.485034 + Penalty 884.573310 = -745923.911724 nChanged 3 SP:Iteration 53Q (709.911362 sec): 3 clusters Score: Raw -746808.690126 + Penalty 884.573310 = -745924.116816 nChanged 3 SP:Iteration 54Q (709.935260 sec): 3 clusters Score: Raw -746809.061817 + Penalty 884.573310 = -745924.488507 nChanged 3 SP:Iteration 55Q (709.959022 sec): 3 clusters Score: Raw -746809.312508 + Penalty 884.573310 = -745924.739197 nChanged 2 SP:Iteration 56Q (709.982981 sec): 3 clusters Score: Raw -746809.418614 + Penalty 884.573310 = -745924.845303 nChanged 0 SP:Iteration 57F (710.019038 sec): 3 clusters Score: Raw -746809.418614 + Penalty 884.573310 = -745924.845303 nChanged 0 Trying to split cluster 27 (34748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.058624 sec): 2 clusters Score: Raw -1720206.090087 + Penalty 475.742417 = -1719730.347670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.109697 sec): 3 clusters Score: Raw -1697410.172624 + Penalty 951.484834 = -1696458.687790 nChanged 16785 SP:Iteration 1F (710.148828 sec): 3 clusters Score: Raw -1707649.413945 + Penalty 951.484834 = -1706697.929111 nChanged 1942 SP:Iteration 2F (710.188542 sec): 3 clusters Score: Raw -1708592.613826 + Penalty 951.484834 = -1707641.128992 nChanged 2435 SP:Iteration 3F (710.227908 sec): 3 clusters Score: Raw -1710118.134600 + Penalty 951.484834 = -1709166.649766 nChanged 2772 SP:Iteration 4F (710.267421 sec): 3 clusters Score: Raw -1712355.184790 + Penalty 951.484834 = -1711403.699957 nChanged 2910 SP:Iteration 5F (710.307184 sec): 3 clusters Score: Raw -1715140.107996 + Penalty 951.484834 = -1714188.623162 nChanged 2465 SP:Iteration 6F (710.346519 sec): 3 clusters Score: Raw -1717653.296573 + Penalty 951.484834 = -1716701.811739 nChanged 1531 SP:Iteration 7Q (710.387750 sec): 3 clusters Score: Raw -1719164.531690 + Penalty 951.484834 = -1718213.046856 nChanged 776 SP:Iteration 8Q (710.426836 sec): 3 clusters Score: Raw -1719849.676913 + Penalty 951.484834 = -1718898.192079 nChanged 326 SP:Iteration 9Q (710.464610 sec): 3 clusters Score: Raw -1720097.925364 + Penalty 951.484834 = -1719146.440530 nChanged 162 SP:Iteration 10Q (710.501914 sec): 3 clusters Score: Raw -1720216.282600 + Penalty 951.484834 = -1719264.797767 nChanged 77 SP:Iteration 11Q (710.537723 sec): 3 clusters Score: Raw -1720262.603308 + Penalty 951.484834 = -1719311.118474 nChanged 42 SP:Iteration 12Q (710.573895 sec): 3 clusters Score: Raw -1720282.577581 + Penalty 951.484834 = -1719331.092748 nChanged 32 SP:Iteration 13Q (710.609991 sec): 3 clusters Score: Raw -1720300.781633 + Penalty 951.484834 = -1719349.296799 nChanged 22 SP:Iteration 14Q (710.681074 sec): 3 clusters Score: Raw -1720308.938423 + Penalty 951.484834 = -1719357.453589 nChanged 11 SP:Iteration 15Q (710.756688 sec): 3 clusters Score: Raw -1720316.797172 + Penalty 951.484834 = -1719365.312338 nChanged 11 SP:Iteration 16Q (710.820449 sec): 3 clusters Score: Raw -1720322.007541 + Penalty 951.484834 = -1719370.522707 nChanged 6 SP:Iteration 17Q (710.881121 sec): 3 clusters Score: Raw -1720326.066383 + Penalty 951.484834 = -1719374.581549 nChanged 6 SP:Iteration 18Q (710.916446 sec): 3 clusters Score: Raw -1720330.391044 + Penalty 951.484834 = -1719378.906210 nChanged 5 SP:Iteration 19Q (710.987915 sec): 3 clusters Score: Raw -1720332.232919 + Penalty 951.484834 = -1719380.748086 nChanged 3 SP:Iteration 20F (711.037094 sec): 3 clusters Score: Raw -1720332.690481 + Penalty 951.484834 = -1719381.205647 nChanged 1 SP:Iteration 21Q (711.072949 sec): 3 clusters Score: Raw -1720332.913937 + Penalty 951.484834 = -1719381.429103 nChanged 1 SP:Iteration 22Q (711.108559 sec): 3 clusters Score: Raw -1720333.090170 + Penalty 951.484834 = -1719381.605337 nChanged 1 SP:Iteration 23Q (711.144762 sec): 3 clusters Score: Raw -1720333.496580 + Penalty 951.484834 = -1719382.011746 nChanged 1 SP:Iteration 24Q (711.186386 sec): 3 clusters Score: Raw -1720334.745069 + Penalty 951.484834 = -1719383.260235 nChanged 3 SP:Iteration 25Q (711.221502 sec): 3 clusters Score: Raw -1720337.658572 + Penalty 951.484834 = -1719386.173739 nChanged 3 SP:Iteration 26Q (711.256929 sec): 3 clusters Score: Raw -1720338.711261 + Penalty 951.484834 = -1719387.226427 nChanged 4 SP:Iteration 27Q (711.294538 sec): 3 clusters Score: Raw -1720340.807651 + Penalty 951.484834 = -1719389.322817 nChanged 7 SP:Iteration 28Q (711.362963 sec): 3 clusters Score: Raw -1720343.370091 + Penalty 951.484834 = -1719391.885257 nChanged 3 SP:Iteration 29Q (711.397960 sec): 3 clusters Score: Raw -1720344.410692 + Penalty 951.484834 = -1719392.925858 nChanged 2 SP:Iteration 30Q (711.434069 sec): 3 clusters Score: Raw -1720344.664912 + Penalty 951.484834 = -1719393.180078 nChanged 0 SP:Iteration 31F (711.472870 sec): 3 clusters Score: Raw -1720344.664912 + Penalty 951.484834 = -1719393.180078 nChanged 0 Trying to split cluster 28 (9039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.500752 sec): 2 clusters Score: Raw -419129.079983 + Penalty 414.473324 = -418714.606659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.538886 sec): 3 clusters Score: Raw -413638.457028 + Penalty 828.946648 = -412809.510380 nChanged 4176 SP:Iteration 1F (711.558955 sec): 3 clusters Score: Raw -416705.509456 + Penalty 828.946648 = -415876.562808 nChanged 685 SP:Iteration 2F (711.580591 sec): 3 clusters Score: Raw -417265.951511 + Penalty 828.946648 = -416437.004863 nChanged 654 SP:Iteration 3F (711.611535 sec): 3 clusters Score: Raw -417869.309777 + Penalty 828.946648 = -417040.363129 nChanged 549 SP:Iteration 4F (711.631748 sec): 3 clusters Score: Raw -418268.458208 + Penalty 828.946648 = -417439.511559 nChanged 342 SP:Iteration 5Q (711.652128 sec): 3 clusters Score: Raw -418428.880983 + Penalty 828.946648 = -417599.934335 nChanged 219 SP:Iteration 6Q (711.672279 sec): 3 clusters Score: Raw -418498.839012 + Penalty 828.946648 = -417669.892364 nChanged 127 SP:Iteration 7Q (711.692484 sec): 3 clusters Score: Raw -418528.591327 + Penalty 828.946648 = -417699.644678 nChanged 92 SP:Iteration 8Q (711.712648 sec): 3 clusters Score: Raw -418549.683873 + Penalty 828.946648 = -417720.737225 nChanged 83 SP:Iteration 9Q (711.769030 sec): 3 clusters Score: Raw -418566.476822 + Penalty 828.946648 = -417737.530174 nChanged 74 SP:Iteration 10Q (711.817262 sec): 3 clusters Score: Raw -418581.550360 + Penalty 828.946648 = -417752.603712 nChanged 72 SP:Iteration 11Q (711.872067 sec): 3 clusters Score: Raw -418595.526174 + Penalty 828.946648 = -417766.579526 nChanged 69 SP:Iteration 12Q (711.927649 sec): 3 clusters Score: Raw -418608.167655 + Penalty 828.946648 = -417779.221006 nChanged 68 SP:Iteration 13Q (711.980100 sec): 3 clusters Score: Raw -418623.490683 + Penalty 828.946648 = -417794.544035 nChanged 66 SP:Iteration 14Q (712.034962 sec): 3 clusters Score: Raw -418638.231334 + Penalty 828.946648 = -417809.284685 nChanged 58 SP:Iteration 15Q (712.089856 sec): 3 clusters Score: Raw -418646.077063 + Penalty 828.946648 = -417817.130414 nChanged 33 SP:Iteration 16Q (712.141685 sec): 3 clusters Score: Raw -418650.950340 + Penalty 828.946648 = -417822.003692 nChanged 43 SP:Iteration 17Q (712.195167 sec): 3 clusters Score: Raw -418660.593749 + Penalty 828.946648 = -417831.647101 nChanged 53 SP:Iteration 18Q (712.247970 sec): 3 clusters Score: Raw -418671.213167 + Penalty 828.946648 = -417842.266518 nChanged 47 SP:Iteration 19Q (712.301184 sec): 3 clusters Score: Raw -418680.427095 + Penalty 828.946648 = -417851.480446 nChanged 59 SP:Iteration 20F (712.330976 sec): 3 clusters Score: Raw -418692.018829 + Penalty 828.946648 = -417863.072180 nChanged 57 SP:Iteration 21Q (712.350883 sec): 3 clusters Score: Raw -418702.102522 + Penalty 828.946648 = -417873.155874 nChanged 53 SP:Iteration 22Q (712.370881 sec): 3 clusters Score: Raw -418713.802808 + Penalty 828.946648 = -417884.856159 nChanged 56 SP:Iteration 23Q (712.391064 sec): 3 clusters Score: Raw -418725.706853 + Penalty 828.946648 = -417896.760204 nChanged 55 SP:Iteration 24Q (712.410875 sec): 3 clusters Score: Raw -418734.864965 + Penalty 828.946648 = -417905.918317 nChanged 44 SP:Iteration 25Q (712.431001 sec): 3 clusters Score: Raw -418740.860336 + Penalty 828.946648 = -417911.913687 nChanged 38 SP:Iteration 26Q (712.451136 sec): 3 clusters Score: Raw -418745.904131 + Penalty 828.946648 = -417916.957483 nChanged 30 SP:Iteration 27Q (712.471104 sec): 3 clusters Score: Raw -418749.963189 + Penalty 828.946648 = -417921.016541 nChanged 33 SP:Iteration 28Q (712.491205 sec): 3 clusters Score: Raw -418754.165984 + Penalty 828.946648 = -417925.219336 nChanged 28 SP:Iteration 29Q (712.511158 sec): 3 clusters Score: Raw -418757.891029 + Penalty 828.946648 = -417928.944380 nChanged 26 SP:Iteration 30Q (712.531256 sec): 3 clusters Score: Raw -418760.458955 + Penalty 828.946648 = -417931.512307 nChanged 23 SP:Iteration 31Q (712.551265 sec): 3 clusters Score: Raw -418762.495490 + Penalty 828.946648 = -417933.548842 nChanged 17 SP:Iteration 32Q (712.571109 sec): 3 clusters Score: Raw -418764.135713 + Penalty 828.946648 = -417935.189065 nChanged 21 SP:Iteration 33Q (712.591207 sec): 3 clusters Score: Raw -418766.113968 + Penalty 828.946648 = -417937.167319 nChanged 16 SP:Iteration 34Q (712.611029 sec): 3 clusters Score: Raw -418767.504334 + Penalty 828.946648 = -417938.557686 nChanged 17 SP:Iteration 35Q (712.630992 sec): 3 clusters Score: Raw -418768.689679 + Penalty 828.946648 = -417939.743030 nChanged 16 SP:Iteration 36Q (712.651124 sec): 3 clusters Score: Raw -418770.005956 + Penalty 828.946648 = -417941.059308 nChanged 16 SP:Iteration 37Q (712.671308 sec): 3 clusters Score: Raw -418771.401185 + Penalty 828.946648 = -417942.454536 nChanged 14 SP:Iteration 38Q (712.691365 sec): 3 clusters Score: Raw -418772.935399 + Penalty 828.946648 = -417943.988751 nChanged 15 SP:Iteration 39Q (712.711438 sec): 3 clusters Score: Raw -418774.363903 + Penalty 828.946648 = -417945.417254 nChanged 14 SP:Iteration 40F (712.731507 sec): 3 clusters Score: Raw -418775.932080 + Penalty 828.946648 = -417946.985432 nChanged 20 SP:Iteration 41Q (712.751306 sec): 3 clusters Score: Raw -418778.185106 + Penalty 828.946648 = -417949.238458 nChanged 21 SP:Iteration 42Q (712.771389 sec): 3 clusters Score: Raw -418781.705614 + Penalty 828.946648 = -417952.758965 nChanged 25 SP:Iteration 43Q (712.791142 sec): 3 clusters Score: Raw -418784.756752 + Penalty 828.946648 = -417955.810103 nChanged 28 SP:Iteration 44Q (712.811282 sec): 3 clusters Score: Raw -418789.057835 + Penalty 828.946648 = -417960.111187 nChanged 37 SP:Iteration 45Q (712.831316 sec): 3 clusters Score: Raw -418795.634652 + Penalty 828.946648 = -417966.688004 nChanged 41 SP:Iteration 46Q (712.851395 sec): 3 clusters Score: Raw -418802.876772 + Penalty 828.946648 = -417973.930123 nChanged 38 SP:Iteration 47Q (712.871308 sec): 3 clusters Score: Raw -418809.293695 + Penalty 828.946648 = -417980.347047 nChanged 55 SP:Iteration 48Q (712.891391 sec): 3 clusters Score: Raw -418823.120562 + Penalty 828.946648 = -417994.173913 nChanged 64 SP:Iteration 49Q (712.911392 sec): 3 clusters Score: Raw -418839.081925 + Penalty 828.946648 = -418010.135277 nChanged 64 SP:Iteration 50Q (712.930233 sec): 3 clusters Score: Raw -418858.087896 + Penalty 828.946648 = -418029.141248 nChanged 63 SP:Iteration 51Q (712.950012 sec): 3 clusters Score: Raw -418878.079855 + Penalty 828.946648 = -418049.133206 nChanged 80 SP:Iteration 52Q (712.970082 sec): 3 clusters Score: Raw -418899.410551 + Penalty 828.946648 = -418070.463902 nChanged 72 SP:Iteration 53Q (712.990186 sec): 3 clusters Score: Raw -418917.526246 + Penalty 828.946648 = -418088.579598 nChanged 77 SP:Iteration 54Q (713.009947 sec): 3 clusters Score: Raw -418938.046665 + Penalty 828.946648 = -418109.100017 nChanged 67 SP:Iteration 55Q (713.029848 sec): 3 clusters Score: Raw -418958.394134 + Penalty 828.946648 = -418129.447486 nChanged 69 SP:Iteration 56Q (713.049583 sec): 3 clusters Score: Raw -418978.740135 + Penalty 828.946648 = -418149.793486 nChanged 61 SP:Iteration 57Q (713.069702 sec): 3 clusters Score: Raw -418996.468397 + Penalty 828.946648 = -418167.521749 nChanged 58 SP:Iteration 58Q (713.089685 sec): 3 clusters Score: Raw -419014.630822 + Penalty 828.946648 = -418185.684173 nChanged 55 SP:Iteration 59Q (713.109455 sec): 3 clusters Score: Raw -419028.834566 + Penalty 828.946648 = -418199.887918 nChanged 39 SP:Iteration 60F (713.130387 sec): 3 clusters Score: Raw -419037.185758 + Penalty 828.946648 = -418208.239110 nChanged 47 SP:Iteration 61Q (713.150399 sec): 3 clusters Score: Raw -419046.987203 + Penalty 828.946648 = -418218.040555 nChanged 43 SP:Iteration 62Q (713.170202 sec): 3 clusters Score: Raw -419057.732928 + Penalty 828.946648 = -418228.786280 nChanged 41 SP:Iteration 63Q (713.190203 sec): 3 clusters Score: Raw -419068.003016 + Penalty 828.946648 = -418239.056368 nChanged 42 SP:Iteration 64Q (713.210059 sec): 3 clusters Score: Raw -419082.243594 + Penalty 828.946648 = -418253.296946 nChanged 48 SP:Iteration 65Q (713.229934 sec): 3 clusters Score: Raw -419097.788402 + Penalty 828.946648 = -418268.841754 nChanged 38 SP:Iteration 66Q (713.249851 sec): 3 clusters Score: Raw -419107.888962 + Penalty 828.946648 = -418278.942313 nChanged 37 SP:Iteration 67Q (713.269537 sec): 3 clusters Score: Raw -419115.868317 + Penalty 828.946648 = -418286.921669 nChanged 27 SP:Iteration 68Q (713.289346 sec): 3 clusters Score: Raw -419120.377793 + Penalty 828.946648 = -418291.431145 nChanged 33 SP:Iteration 69Q (713.309039 sec): 3 clusters Score: Raw -419126.602191 + Penalty 828.946648 = -418297.655542 nChanged 31 SP:Iteration 70Q (713.328877 sec): 3 clusters Score: Raw -419137.837056 + Penalty 828.946648 = -418308.890408 nChanged 32 SP:Iteration 71Q (713.348444 sec): 3 clusters Score: Raw -419151.978720 + Penalty 828.946648 = -418323.032072 nChanged 32 SP:Iteration 72Q (713.368059 sec): 3 clusters Score: Raw -419161.596131 + Penalty 828.946648 = -418332.649482 nChanged 29 SP:Iteration 73Q (713.387582 sec): 3 clusters Score: Raw -419169.894249 + Penalty 828.946648 = -418340.947600 nChanged 27 SP:Iteration 74Q (713.407257 sec): 3 clusters Score: Raw -419181.981163 + Penalty 828.946648 = -418353.034515 nChanged 24 SP:Iteration 75Q (713.426943 sec): 3 clusters Score: Raw -419188.702664 + Penalty 828.946648 = -418359.756016 nChanged 18 SP:Iteration 76Q (713.446534 sec): 3 clusters Score: Raw -419193.023476 + Penalty 828.946648 = -418364.076827 nChanged 17 SP:Iteration 77Q (713.465968 sec): 3 clusters Score: Raw -419198.045427 + Penalty 828.946648 = -418369.098778 nChanged 16 SP:Iteration 78Q (713.485921 sec): 3 clusters Score: Raw -419202.796024 + Penalty 828.946648 = -418373.849376 nChanged 18 SP:Iteration 79Q (713.505310 sec): 3 clusters Score: Raw -419209.404097 + Penalty 828.946648 = -418380.457449 nChanged 18 SP:Iteration 80F (713.524905 sec): 3 clusters Score: Raw -419216.101542 + Penalty 828.946648 = -418387.154894 nChanged 17 SP:Iteration 81Q (713.544320 sec): 3 clusters Score: Raw -419221.073521 + Penalty 828.946648 = -418392.126872 nChanged 12 SP:Iteration 82Q (713.564131 sec): 3 clusters Score: Raw -419224.751102 + Penalty 828.946648 = -418395.804454 nChanged 15 SP:Iteration 83Q (713.584208 sec): 3 clusters Score: Raw -419229.272950 + Penalty 828.946648 = -418400.326302 nChanged 14 SP:Iteration 84Q (713.603512 sec): 3 clusters Score: Raw -419233.136564 + Penalty 828.946648 = -418404.189915 nChanged 15 SP:Iteration 85Q (713.622977 sec): 3 clusters Score: Raw -419238.087104 + Penalty 828.946648 = -418409.140456 nChanged 10 SP:Iteration 86Q (713.653192 sec): 3 clusters Score: Raw -419242.675104 + Penalty 828.946648 = -418413.728455 nChanged 9 SP:Iteration 87Q (713.672782 sec): 3 clusters Score: Raw -419246.266374 + Penalty 828.946648 = -418417.319725 nChanged 11 SP:Iteration 88Q (713.692277 sec): 3 clusters Score: Raw -419249.410869 + Penalty 828.946648 = -418420.464221 nChanged 11 SP:Iteration 89Q (713.711906 sec): 3 clusters Score: Raw -419253.542353 + Penalty 828.946648 = -418424.595705 nChanged 13 SP:Iteration 90Q (713.731427 sec): 3 clusters Score: Raw -419257.455456 + Penalty 828.946648 = -418428.508808 nChanged 9 SP:Iteration 91Q (713.751067 sec): 3 clusters Score: Raw -419260.812432 + Penalty 828.946648 = -418431.865784 nChanged 10 SP:Iteration 92Q (713.770427 sec): 3 clusters Score: Raw -419264.962099 + Penalty 828.946648 = -418436.015450 nChanged 9 SP:Iteration 93Q (713.789828 sec): 3 clusters Score: Raw -419267.869722 + Penalty 828.946648 = -418438.923074 nChanged 11 SP:Iteration 94Q (713.809456 sec): 3 clusters Score: Raw -419271.028436 + Penalty 828.946648 = -418442.081788 nChanged 8 SP:Iteration 95Q (713.828577 sec): 3 clusters Score: Raw -419273.146674 + Penalty 828.946648 = -418444.200026 nChanged 6 SP:Iteration 96Q (713.847989 sec): 3 clusters Score: Raw -419274.795877 + Penalty 828.946648 = -418445.849228 nChanged 6 SP:Iteration 97Q (713.867435 sec): 3 clusters Score: Raw -419275.494626 + Penalty 828.946648 = -418446.547978 nChanged 3 SP:Iteration 98Q (713.886687 sec): 3 clusters Score: Raw -419276.127283 + Penalty 828.946648 = -418447.180635 nChanged 1 SP:Iteration 99Q (713.906219 sec): 3 clusters Score: Raw -419276.311970 + Penalty 828.946648 = -418447.365322 nChanged 1 SP:Iteration 100F (713.926232 sec): 3 clusters Score: Raw -419276.364925 + Penalty 828.946648 = -418447.418276 nChanged 2 SP:Iteration 101Q (713.956579 sec): 3 clusters Score: Raw -419277.096602 + Penalty 828.946648 = -418448.149954 nChanged 2 SP:Iteration 102Q (713.975999 sec): 3 clusters Score: Raw -419278.746099 + Penalty 828.946648 = -418449.799450 nChanged 2 SP:Iteration 103Q (713.995253 sec): 3 clusters Score: Raw -419279.259229 + Penalty 828.946648 = -418450.312581 nChanged 1 SP:Iteration 104Q (714.014874 sec): 3 clusters Score: Raw -419279.315956 + Penalty 828.946648 = -418450.369307 nChanged 0 SP:Iteration 105F (714.035161 sec): 3 clusters Score: Raw -419279.315956 + Penalty 828.946648 = -418450.369307 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.042721 sec): 2 clusters Score: Raw -6163.282221 + Penalty 237.771474 = -5925.510747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.043851 sec): 3 clusters Score: Raw -6126.332935 + Penalty 475.542947 = -5650.789988 nChanged 53 SP:Iteration 1F (714.044812 sec): 3 clusters Score: Raw -6215.374670 + Penalty 475.542947 = -5739.831723 nChanged 12 SP:Iteration 2F (714.045770 sec): 3 clusters Score: Raw -6243.475173 + Penalty 475.542947 = -5767.932225 nChanged 7 SP:Iteration 3Q (714.046720 sec): 3 clusters Score: Raw -6255.604254 + Penalty 475.542947 = -5780.061307 nChanged 7 SP:Iteration 4Q (714.047666 sec): 3 clusters Score: Raw -6267.155775 + Penalty 475.542947 = -5791.612828 nChanged 6 SP:Iteration 5Q (714.048609 sec): 3 clusters Score: Raw -6286.300870 + Penalty 475.542947 = -5810.757923 nChanged 4 SP:Iteration 6Q (714.049552 sec): 3 clusters Score: Raw -6297.487262 + Penalty 475.542947 = -5821.944315 nChanged 1 SP:Iteration 7Q (714.050485 sec): 3 clusters Score: Raw -6298.193752 + Penalty 475.542947 = -5822.650805 nChanged 2 SP:Iteration 8Q (714.051419 sec): 3 clusters Score: Raw -6302.147112 + Penalty 475.542947 = -5826.604164 nChanged 1 SP:Iteration 9Q (714.052352 sec): 3 clusters Score: Raw -6303.841313 + Penalty 475.542947 = -5828.298365 nChanged 0 SP:Iteration 10F (714.053290 sec): 3 clusters Score: Raw -6303.841313 + Penalty 475.542947 = -5828.298365 nChanged 0 Trying to split cluster 30 (2702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.068451 sec): 2 clusters Score: Raw -131516.634088 + Penalty 359.529512 = -131157.104576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.076498 sec): 3 clusters Score: Raw -129986.240608 + Penalty 719.059024 = -129267.181584 nChanged 1170 SP:Iteration 1F (714.083713 sec): 3 clusters Score: Raw -130827.233370 + Penalty 719.059024 = -130108.174346 nChanged 240 SP:Iteration 2F (714.090900 sec): 3 clusters Score: Raw -131023.194180 + Penalty 719.059024 = -130304.135156 nChanged 189 SP:Iteration 3F (714.106029 sec): 3 clusters Score: Raw -131200.982710 + Penalty 719.059024 = -130481.923686 nChanged 166 SP:Iteration 4F (714.113248 sec): 3 clusters Score: Raw -131353.992191 + Penalty 719.059024 = -130634.933167 nChanged 106 SP:Iteration 5Q (714.120525 sec): 3 clusters Score: Raw -131436.871418 + Penalty 719.059024 = -130717.812393 nChanged 67 SP:Iteration 6Q (714.127804 sec): 3 clusters Score: Raw -131486.818217 + Penalty 719.059024 = -130767.759193 nChanged 51 SP:Iteration 7Q (714.134964 sec): 3 clusters Score: Raw -131533.503322 + Penalty 719.059024 = -130814.444298 nChanged 35 SP:Iteration 8Q (714.142063 sec): 3 clusters Score: Raw -131568.826986 + Penalty 719.059024 = -130849.767962 nChanged 40 SP:Iteration 9Q (714.149136 sec): 3 clusters Score: Raw -131596.041948 + Penalty 719.059024 = -130876.982924 nChanged 24 SP:Iteration 10Q (714.156208 sec): 3 clusters Score: Raw -131603.169132 + Penalty 719.059024 = -130884.110108 nChanged 14 SP:Iteration 11Q (714.163266 sec): 3 clusters Score: Raw -131610.190159 + Penalty 719.059024 = -130891.131135 nChanged 16 SP:Iteration 12Q (714.170331 sec): 3 clusters Score: Raw -131617.249119 + Penalty 719.059024 = -130898.190095 nChanged 9 SP:Iteration 13Q (714.177373 sec): 3 clusters Score: Raw -131619.224263 + Penalty 719.059024 = -130900.165239 nChanged 9 SP:Iteration 14Q (714.184421 sec): 3 clusters Score: Raw -131622.451490 + Penalty 719.059024 = -130903.392466 nChanged 5 SP:Iteration 15Q (714.191337 sec): 3 clusters Score: Raw -131623.954286 + Penalty 719.059024 = -130904.895262 nChanged 4 SP:Iteration 16Q (714.198374 sec): 3 clusters Score: Raw -131625.202819 + Penalty 719.059024 = -130906.143795 nChanged 2 SP:Iteration 17Q (714.205390 sec): 3 clusters Score: Raw -131625.557552 + Penalty 719.059024 = -130906.498528 nChanged 2 SP:Iteration 18Q (714.212421 sec): 3 clusters Score: Raw -131625.774921 + Penalty 719.059024 = -130906.715897 nChanged 1 SP:Iteration 19Q (714.219486 sec): 3 clusters Score: Raw -131626.513309 + Penalty 719.059024 = -130907.454285 nChanged 3 SP:Iteration 20F (714.226663 sec): 3 clusters Score: Raw -131627.505860 + Penalty 719.059024 = -130908.446836 nChanged 2 SP:Iteration 21Q (714.233691 sec): 3 clusters Score: Raw -131627.993227 + Penalty 719.059024 = -130908.934202 nChanged 2 SP:Iteration 22Q (714.241183 sec): 3 clusters Score: Raw -131628.793642 + Penalty 719.059024 = -130909.734618 nChanged 1 SP:Iteration 23Q (714.248230 sec): 3 clusters Score: Raw -131628.912447 + Penalty 719.059024 = -130909.853422 nChanged 0 SP:Iteration 24F (714.255417 sec): 3 clusters Score: Raw -131628.912447 + Penalty 719.059024 = -130909.853422 nChanged 0 Trying to split cluster 31 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.260595 sec): 2 clusters Score: Raw -5268.040264 + Penalty 231.765634 = -5036.274630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.261645 sec): 3 clusters Score: Raw -5245.679807 + Penalty 463.531268 = -4782.148539 nChanged 41 SP:Iteration 1F (714.262560 sec): 3 clusters Score: Raw -5307.325134 + Penalty 463.531268 = -4843.793866 nChanged 17 SP:Iteration 2F (714.263465 sec): 3 clusters Score: Raw -5358.941693 + Penalty 463.531268 = -4895.410424 nChanged 5 SP:Iteration 3Q (714.264372 sec): 3 clusters Score: Raw -5368.206504 + Penalty 463.531268 = -4904.675236 nChanged 2 SP:Iteration 4Q (714.265267 sec): 3 clusters Score: Raw -5370.024550 + Penalty 463.531268 = -4906.493281 nChanged 0 SP:Iteration 5F (714.266161 sec): 3 clusters Score: Raw -5370.024550 + Penalty 463.531268 = -4906.493281 nChanged 0 Trying to split cluster 32 (3348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.281853 sec): 2 clusters Score: Raw -136268.000678 + Penalty 369.283389 = -135898.717289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.291680 sec): 3 clusters Score: Raw -134332.348884 + Penalty 738.566777 = -133593.782107 nChanged 1468 SP:Iteration 1F (714.300509 sec): 3 clusters Score: Raw -135262.206240 + Penalty 738.566777 = -134523.639462 nChanged 266 SP:Iteration 2F (714.321803 sec): 3 clusters Score: Raw -135454.426494 + Penalty 738.566777 = -134715.859716 nChanged 260 SP:Iteration 3F (714.330871 sec): 3 clusters Score: Raw -135642.813025 + Penalty 738.566777 = -134904.246247 nChanged 247 SP:Iteration 4F (714.339688 sec): 3 clusters Score: Raw -135829.601559 + Penalty 738.566777 = -135091.034782 nChanged 199 SP:Iteration 5F (714.348466 sec): 3 clusters Score: Raw -135957.170269 + Penalty 738.566777 = -135218.603492 nChanged 159 SP:Iteration 6Q (714.357389 sec): 3 clusters Score: Raw -136047.401513 + Penalty 738.566777 = -135308.834736 nChanged 139 SP:Iteration 7Q (714.366247 sec): 3 clusters Score: Raw -136133.993820 + Penalty 738.566777 = -135395.427043 nChanged 125 SP:Iteration 8Q (714.375108 sec): 3 clusters Score: Raw -136231.336682 + Penalty 738.566777 = -135492.769905 nChanged 116 SP:Iteration 9Q (714.383949 sec): 3 clusters Score: Raw -136303.455253 + Penalty 738.566777 = -135564.888476 nChanged 92 SP:Iteration 10Q (714.392832 sec): 3 clusters Score: Raw -136351.174514 + Penalty 738.566777 = -135612.607737 nChanged 70 SP:Iteration 11Q (714.401625 sec): 3 clusters Score: Raw -136379.063342 + Penalty 738.566777 = -135640.496565 nChanged 50 SP:Iteration 12Q (714.410429 sec): 3 clusters Score: Raw -136394.322081 + Penalty 738.566777 = -135655.755304 nChanged 39 SP:Iteration 13Q (714.419243 sec): 3 clusters Score: Raw -136405.976323 + Penalty 738.566777 = -135667.409546 nChanged 32 SP:Iteration 14Q (714.434419 sec): 3 clusters Score: Raw -136415.411349 + Penalty 738.566777 = -135676.844572 nChanged 33 SP:Iteration 15Q (714.443250 sec): 3 clusters Score: Raw -136424.609252 + Penalty 738.566777 = -135686.042474 nChanged 23 SP:Iteration 16Q (714.452115 sec): 3 clusters Score: Raw -136429.674352 + Penalty 738.566777 = -135691.107575 nChanged 23 SP:Iteration 17Q (714.460933 sec): 3 clusters Score: Raw -136436.176663 + Penalty 738.566777 = -135697.609886 nChanged 27 SP:Iteration 18Q (714.469716 sec): 3 clusters Score: Raw -136444.320728 + Penalty 738.566777 = -135705.753951 nChanged 29 SP:Iteration 19Q (714.478489 sec): 3 clusters Score: Raw -136453.844649 + Penalty 738.566777 = -135715.277872 nChanged 37 SP:Iteration 20F (714.508196 sec): 3 clusters Score: Raw -136465.844802 + Penalty 738.566777 = -135727.278025 nChanged 23 SP:Iteration 21Q (714.517008 sec): 3 clusters Score: Raw -136472.094996 + Penalty 738.566777 = -135733.528218 nChanged 21 SP:Iteration 22Q (714.525765 sec): 3 clusters Score: Raw -136477.913490 + Penalty 738.566777 = -135739.346713 nChanged 19 SP:Iteration 23Q (714.534514 sec): 3 clusters Score: Raw -136483.778437 + Penalty 738.566777 = -135745.211660 nChanged 19 SP:Iteration 24Q (714.543320 sec): 3 clusters Score: Raw -136491.496235 + Penalty 738.566777 = -135752.929458 nChanged 26 SP:Iteration 25Q (714.552083 sec): 3 clusters Score: Raw -136501.380104 + Penalty 738.566777 = -135762.813327 nChanged 17 SP:Iteration 26Q (714.560778 sec): 3 clusters Score: Raw -136507.600029 + Penalty 738.566777 = -135769.033252 nChanged 12 SP:Iteration 27Q (714.569512 sec): 3 clusters Score: Raw -136512.062922 + Penalty 738.566777 = -135773.496145 nChanged 13 SP:Iteration 28Q (714.578294 sec): 3 clusters Score: Raw -136517.753272 + Penalty 738.566777 = -135779.186495 nChanged 13 SP:Iteration 29Q (714.587023 sec): 3 clusters Score: Raw -136522.952909 + Penalty 738.566777 = -135784.386131 nChanged 8 SP:Iteration 30Q (714.595740 sec): 3 clusters Score: Raw -136525.985603 + Penalty 738.566777 = -135787.418825 nChanged 5 SP:Iteration 31Q (714.604471 sec): 3 clusters Score: Raw -136527.772961 + Penalty 738.566777 = -135789.206184 nChanged 6 SP:Iteration 32Q (714.613163 sec): 3 clusters Score: Raw -136530.127989 + Penalty 738.566777 = -135791.561212 nChanged 4 SP:Iteration 33Q (714.621865 sec): 3 clusters Score: Raw -136531.971189 + Penalty 738.566777 = -135793.404412 nChanged 4 SP:Iteration 34Q (714.630567 sec): 3 clusters Score: Raw -136533.036525 + Penalty 738.566777 = -135794.469748 nChanged 1 SP:Iteration 35Q (714.650790 sec): 3 clusters Score: Raw -136533.166412 + Penalty 738.566777 = -135794.599635 nChanged 2 SP:Iteration 36Q (714.659479 sec): 3 clusters Score: Raw -136533.867612 + Penalty 738.566777 = -135795.300835 nChanged 3 SP:Iteration 37Q (714.668214 sec): 3 clusters Score: Raw -136535.348063 + Penalty 738.566777 = -135796.781286 nChanged 3 SP:Iteration 38Q (714.676917 sec): 3 clusters Score: Raw -136536.370934 + Penalty 738.566777 = -135797.804157 nChanged 3 SP:Iteration 39Q (714.685616 sec): 3 clusters Score: Raw -136536.887141 + Penalty 738.566777 = -135798.320363 nChanged 0 SP:Iteration 40F (714.694278 sec): 3 clusters Score: Raw -136536.887141 + Penalty 738.566777 = -135798.320363 nChanged 0 Iteration 219Q (717.289151 sec): 33 clusters Score: Raw -13974058.922602 + Penalty 18406.454016 = -13955652.468586 nChanged 17 Iteration 220F (720.473100 sec): 33 clusters Score: Raw -13974059.079650 + Penalty 18406.454016 = -13955652.625634 nChanged 14 Iteration 221Q (723.018618 sec): 33 clusters Score: Raw -13974059.202089 + Penalty 18406.454016 = -13955652.748072 nChanged 6 Iteration 222Q (725.595942 sec): 33 clusters Score: Raw -13974059.281602 + Penalty 18406.454016 = -13955652.827586 nChanged 12 Iteration 223Q (728.165075 sec): 33 clusters Score: Raw -13974059.393984 + Penalty 18406.454016 = -13955652.939968 nChanged 13 Iteration 224Q (730.739321 sec): 33 clusters Score: Raw -13974059.580901 + Penalty 18406.454016 = -13955653.126885 nChanged 10 Iteration 225Q (733.324441 sec): 33 clusters Score: Raw -13974059.641814 + Penalty 18406.454016 = -13955653.187798 nChanged 3 Iteration 226Q (735.926154 sec): 33 clusters Score: Raw -13974059.658743 + Penalty 18406.454016 = -13955653.204726 nChanged 2 Iteration 227Q (738.511919 sec): 33 clusters Score: Raw -13974059.666152 + Penalty 18406.454016 = -13955653.212136 nChanged 2 Iteration 228Q (741.090508 sec): 33 clusters Score: Raw -13974059.679992 + Penalty 18406.454016 = -13955653.225976 nChanged 6 Iteration 229Q (743.667333 sec): 33 clusters Score: Raw -13974059.727046 + Penalty 18406.454016 = -13955653.273030 nChanged 7 Iteration 230Q (746.300608 sec): 33 clusters Score: Raw -13974059.762065 + Penalty 18406.454016 = -13955653.308048 nChanged 8 Iteration 231Q (748.870683 sec): 33 clusters Score: Raw -13974059.794408 + Penalty 18406.454016 = -13955653.340392 nChanged 4 Iteration 232Q (751.460489 sec): 33 clusters Score: Raw -13974059.820693 + Penalty 18406.454016 = -13955653.366677 nChanged 2 Iteration 233Q (754.045515 sec): 33 clusters Score: Raw -13974059.824170 + Penalty 18406.454016 = -13955653.370154 nChanged 0 Iteration 234F (757.313674 sec): 33 clusters Score: Raw -13974059.824170 + Penalty 18406.454016 = -13955653.370154 nChanged 0 Compute initial score before splitting: Score: Raw -13974059.824170 + Penalty 18406.454016 = -13955653.370154 Trying to split cluster 1 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.345109 sec): 2 clusters Score: Raw -23613.094722 + Penalty 278.871785 = -23334.222938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.347208 sec): 3 clusters Score: Raw -23433.337725 + Penalty 557.743569 = -22875.594155 nChanged 153 SP:Iteration 1F (757.348880 sec): 3 clusters Score: Raw -23541.654341 + Penalty 557.743569 = -22983.910772 nChanged 34 SP:Iteration 2F (757.350531 sec): 3 clusters Score: Raw -23565.820631 + Penalty 557.743569 = -23008.077062 nChanged 15 SP:Iteration 3Q (757.352148 sec): 3 clusters Score: Raw -23574.467480 + Penalty 557.743569 = -23016.723911 nChanged 9 SP:Iteration 4Q (757.353817 sec): 3 clusters Score: Raw -23581.883964 + Penalty 557.743569 = -23024.140395 nChanged 5 SP:Iteration 5Q (757.355467 sec): 3 clusters Score: Raw -23585.218212 + Penalty 557.743569 = -23027.474643 nChanged 3 SP:Iteration 6Q (757.357126 sec): 3 clusters Score: Raw -23587.421975 + Penalty 557.743569 = -23029.678405 nChanged 3 SP:Iteration 7Q (757.358765 sec): 3 clusters Score: Raw -23589.467980 + Penalty 557.743569 = -23031.724411 nChanged 5 SP:Iteration 8Q (757.360429 sec): 3 clusters Score: Raw -23592.868095 + Penalty 557.743569 = -23035.124526 nChanged 7 SP:Iteration 9Q (757.362076 sec): 3 clusters Score: Raw -23597.644249 + Penalty 557.743569 = -23039.900680 nChanged 4 SP:Iteration 10Q (757.363734 sec): 3 clusters Score: Raw -23601.489152 + Penalty 557.743569 = -23043.745583 nChanged 4 SP:Iteration 11Q (757.365382 sec): 3 clusters Score: Raw -23604.237479 + Penalty 557.743569 = -23046.493910 nChanged 4 SP:Iteration 12Q (757.367024 sec): 3 clusters Score: Raw -23606.977651 + Penalty 557.743569 = -23049.234082 nChanged 3 SP:Iteration 13Q (757.368654 sec): 3 clusters Score: Raw -23608.723736 + Penalty 557.743569 = -23050.980167 nChanged 1 SP:Iteration 14Q (757.370292 sec): 3 clusters Score: Raw -23608.838435 + Penalty 557.743569 = -23051.094866 nChanged 0 SP:Iteration 15F (757.371943 sec): 3 clusters Score: Raw -23608.838435 + Penalty 557.743569 = -23051.094866 nChanged 0 Trying to split cluster 2 (7261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.390146 sec): 2 clusters Score: Raw -346743.100723 + Penalty 404.507414 = -346338.593309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.410230 sec): 3 clusters Score: Raw -342222.431442 + Penalty 809.014828 = -341413.416614 nChanged 3415 SP:Iteration 1F (757.428336 sec): 3 clusters Score: Raw -344424.088791 + Penalty 809.014828 = -343615.073962 nChanged 550 SP:Iteration 2F (757.446526 sec): 3 clusters Score: Raw -344748.754992 + Penalty 809.014828 = -343939.740164 nChanged 514 SP:Iteration 3F (757.465127 sec): 3 clusters Score: Raw -345074.962548 + Penalty 809.014828 = -344265.947720 nChanged 448 SP:Iteration 4F (757.482989 sec): 3 clusters Score: Raw -345413.107632 + Penalty 809.014828 = -344604.092804 nChanged 476 SP:Iteration 5F (757.501052 sec): 3 clusters Score: Raw -345796.346122 + Penalty 809.014828 = -344987.331294 nChanged 402 SP:Iteration 6F (757.519161 sec): 3 clusters Score: Raw -346124.437028 + Penalty 809.014828 = -345315.422199 nChanged 308 SP:Iteration 7Q (757.537311 sec): 3 clusters Score: Raw -346397.241829 + Penalty 809.014828 = -345588.227001 nChanged 211 SP:Iteration 8Q (757.555305 sec): 3 clusters Score: Raw -346559.314931 + Penalty 809.014828 = -345750.300102 nChanged 135 SP:Iteration 9Q (757.573215 sec): 3 clusters Score: Raw -346660.653331 + Penalty 809.014828 = -345851.638503 nChanged 87 SP:Iteration 10Q (757.591008 sec): 3 clusters Score: Raw -346721.250618 + Penalty 809.014828 = -345912.235789 nChanged 56 SP:Iteration 11Q (757.608789 sec): 3 clusters Score: Raw -346756.640998 + Penalty 809.014828 = -345947.626170 nChanged 39 SP:Iteration 12Q (757.625460 sec): 3 clusters Score: Raw -346774.752733 + Penalty 809.014828 = -345965.737905 nChanged 23 SP:Iteration 13Q (757.643125 sec): 3 clusters Score: Raw -346784.031783 + Penalty 809.014828 = -345975.016955 nChanged 20 SP:Iteration 14Q (757.660700 sec): 3 clusters Score: Raw -346789.656959 + Penalty 809.014828 = -345980.642130 nChanged 10 SP:Iteration 15Q (757.678336 sec): 3 clusters Score: Raw -346792.210765 + Penalty 809.014828 = -345983.195937 nChanged 8 SP:Iteration 16Q (757.695941 sec): 3 clusters Score: Raw -346795.646382 + Penalty 809.014828 = -345986.631554 nChanged 11 SP:Iteration 17Q (757.713601 sec): 3 clusters Score: Raw -346798.640875 + Penalty 809.014828 = -345989.626047 nChanged 5 SP:Iteration 18Q (757.731235 sec): 3 clusters Score: Raw -346799.755215 + Penalty 809.014828 = -345990.740386 nChanged 6 SP:Iteration 19Q (757.748766 sec): 3 clusters Score: Raw -346800.823571 + Penalty 809.014828 = -345991.808743 nChanged 5 SP:Iteration 20F (757.767158 sec): 3 clusters Score: Raw -346801.827121 + Penalty 809.014828 = -345992.812292 nChanged 4 SP:Iteration 21Q (757.784713 sec): 3 clusters Score: Raw -346802.678270 + Penalty 809.014828 = -345993.663442 nChanged 3 SP:Iteration 22Q (757.802207 sec): 3 clusters Score: Raw -346803.369584 + Penalty 809.014828 = -345994.354756 nChanged 1 SP:Iteration 23Q (757.819661 sec): 3 clusters Score: Raw -346803.450546 + Penalty 809.014828 = -345994.435717 nChanged 1 SP:Iteration 24Q (757.837141 sec): 3 clusters Score: Raw -346803.758717 + Penalty 809.014828 = -345994.743889 nChanged 2 SP:Iteration 25Q (757.854580 sec): 3 clusters Score: Raw -346805.896422 + Penalty 809.014828 = -345996.881594 nChanged 4 SP:Iteration 26Q (757.872070 sec): 3 clusters Score: Raw -346809.131549 + Penalty 809.014828 = -346000.116721 nChanged 5 SP:Iteration 27Q (757.889495 sec): 3 clusters Score: Raw -346811.392475 + Penalty 809.014828 = -346002.377647 nChanged 4 SP:Iteration 28Q (757.906957 sec): 3 clusters Score: Raw -346813.622088 + Penalty 809.014828 = -346004.607259 nChanged 5 SP:Iteration 29Q (757.924411 sec): 3 clusters Score: Raw -346815.301007 + Penalty 809.014828 = -346006.286179 nChanged 2 SP:Iteration 30Q (757.941823 sec): 3 clusters Score: Raw -346816.115781 + Penalty 809.014828 = -346007.100952 nChanged 3 SP:Iteration 31Q (757.959240 sec): 3 clusters Score: Raw -346816.841515 + Penalty 809.014828 = -346007.826687 nChanged 2 SP:Iteration 32Q (757.976699 sec): 3 clusters Score: Raw -346817.015430 + Penalty 809.014828 = -346008.000602 nChanged 1 SP:Iteration 33Q (757.994237 sec): 3 clusters Score: Raw -346817.484209 + Penalty 809.014828 = -346008.469381 nChanged 3 SP:Iteration 34Q (758.011667 sec): 3 clusters Score: Raw -346818.863119 + Penalty 809.014828 = -346009.848291 nChanged 2 SP:Iteration 35Q (758.029138 sec): 3 clusters Score: Raw -346820.064569 + Penalty 809.014828 = -346011.049741 nChanged 0 SP:Iteration 36F (758.046999 sec): 3 clusters Score: Raw -346820.064569 + Penalty 809.014828 = -346011.049741 nChanged 0 Trying to split cluster 3 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.063503 sec): 2 clusters Score: Raw -253113.956431 + Penalty 393.661400 = -252720.295031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.079742 sec): 3 clusters Score: Raw -249680.372670 + Penalty 787.322799 = -248893.049871 nChanged 2586 SP:Iteration 1F (758.095015 sec): 3 clusters Score: Raw -251352.361223 + Penalty 787.322799 = -250565.038424 nChanged 428 SP:Iteration 2F (758.109581 sec): 3 clusters Score: Raw -251602.503062 + Penalty 787.322799 = -250815.180263 nChanged 362 SP:Iteration 3F (758.124154 sec): 3 clusters Score: Raw -251829.690829 + Penalty 787.322799 = -251042.368029 nChanged 342 SP:Iteration 4F (758.138753 sec): 3 clusters Score: Raw -252048.627981 + Penalty 787.322799 = -251261.305182 nChanged 289 SP:Iteration 5F (758.153713 sec): 3 clusters Score: Raw -252234.096832 + Penalty 787.322799 = -251446.774033 nChanged 252 SP:Iteration 6Q (758.168385 sec): 3 clusters Score: Raw -252379.507067 + Penalty 787.322799 = -251592.184267 nChanged 188 SP:Iteration 7Q (758.183050 sec): 3 clusters Score: Raw -252499.355546 + Penalty 787.322799 = -251712.032747 nChanged 151 SP:Iteration 8Q (758.197685 sec): 3 clusters Score: Raw -252566.767362 + Penalty 787.322799 = -251779.444562 nChanged 132 SP:Iteration 9Q (758.212331 sec): 3 clusters Score: Raw -252617.406645 + Penalty 787.322799 = -251830.083846 nChanged 108 SP:Iteration 10Q (758.226921 sec): 3 clusters Score: Raw -252649.879245 + Penalty 787.322799 = -251862.556446 nChanged 85 SP:Iteration 11Q (758.241519 sec): 3 clusters Score: Raw -252668.437117 + Penalty 787.322799 = -251881.114317 nChanged 73 SP:Iteration 12Q (758.256089 sec): 3 clusters Score: Raw -252685.426901 + Penalty 787.322799 = -251898.104102 nChanged 47 SP:Iteration 13Q (758.270656 sec): 3 clusters Score: Raw -252699.617842 + Penalty 787.322799 = -251912.295042 nChanged 66 SP:Iteration 14Q (758.285227 sec): 3 clusters Score: Raw -252713.996855 + Penalty 787.322799 = -251926.674055 nChanged 58 SP:Iteration 15Q (758.335002 sec): 3 clusters Score: Raw -252724.761182 + Penalty 787.322799 = -251937.438383 nChanged 36 SP:Iteration 16Q (758.385200 sec): 3 clusters Score: Raw -252730.054777 + Penalty 787.322799 = -251942.731978 nChanged 33 SP:Iteration 17Q (758.399833 sec): 3 clusters Score: Raw -252737.387579 + Penalty 787.322799 = -251950.064779 nChanged 32 SP:Iteration 18Q (758.414434 sec): 3 clusters Score: Raw -252741.614604 + Penalty 787.322799 = -251954.291804 nChanged 26 SP:Iteration 19Q (758.463979 sec): 3 clusters Score: Raw -252745.520045 + Penalty 787.322799 = -251958.197246 nChanged 24 SP:Iteration 20F (758.505388 sec): 3 clusters Score: Raw -252749.585413 + Penalty 787.322799 = -251962.262614 nChanged 31 SP:Iteration 21Q (758.556734 sec): 3 clusters Score: Raw -252755.173910 + Penalty 787.322799 = -251967.851111 nChanged 40 SP:Iteration 22Q (758.575554 sec): 3 clusters Score: Raw -252763.303765 + Penalty 787.322799 = -251975.980966 nChanged 30 SP:Iteration 23Q (758.590099 sec): 3 clusters Score: Raw -252769.001715 + Penalty 787.322799 = -251981.678916 nChanged 33 SP:Iteration 24Q (758.604668 sec): 3 clusters Score: Raw -252772.539840 + Penalty 787.322799 = -251985.217041 nChanged 25 SP:Iteration 25Q (758.619326 sec): 3 clusters Score: Raw -252776.917896 + Penalty 787.322799 = -251989.595097 nChanged 24 SP:Iteration 26Q (758.633906 sec): 3 clusters Score: Raw -252781.197840 + Penalty 787.322799 = -251993.875040 nChanged 24 SP:Iteration 27Q (758.648475 sec): 3 clusters Score: Raw -252784.523766 + Penalty 787.322799 = -251997.200967 nChanged 25 SP:Iteration 28Q (758.663020 sec): 3 clusters Score: Raw -252788.544753 + Penalty 787.322799 = -252001.221953 nChanged 25 SP:Iteration 29Q (758.677654 sec): 3 clusters Score: Raw -252792.779834 + Penalty 787.322799 = -252005.457035 nChanged 25 SP:Iteration 30Q (758.692183 sec): 3 clusters Score: Raw -252796.612560 + Penalty 787.322799 = -252009.289761 nChanged 21 SP:Iteration 31Q (758.706720 sec): 3 clusters Score: Raw -252799.321513 + Penalty 787.322799 = -252011.998713 nChanged 22 SP:Iteration 32Q (758.721254 sec): 3 clusters Score: Raw -252803.029051 + Penalty 787.322799 = -252015.706251 nChanged 26 SP:Iteration 33Q (758.735832 sec): 3 clusters Score: Raw -252808.444102 + Penalty 787.322799 = -252021.121302 nChanged 33 SP:Iteration 34Q (758.786482 sec): 3 clusters Score: Raw -252818.029545 + Penalty 787.322799 = -252030.706746 nChanged 41 SP:Iteration 35Q (758.815116 sec): 3 clusters Score: Raw -252826.644225 + Penalty 787.322799 = -252039.321426 nChanged 34 SP:Iteration 36Q (758.829662 sec): 3 clusters Score: Raw -252833.728100 + Penalty 787.322799 = -252046.405301 nChanged 39 SP:Iteration 37Q (758.844278 sec): 3 clusters Score: Raw -252842.392740 + Penalty 787.322799 = -252055.069941 nChanged 45 SP:Iteration 38Q (758.858822 sec): 3 clusters Score: Raw -252852.438745 + Penalty 787.322799 = -252065.115946 nChanged 46 SP:Iteration 39Q (758.873328 sec): 3 clusters Score: Raw -252864.969345 + Penalty 787.322799 = -252077.646545 nChanged 49 SP:Iteration 40F (758.887881 sec): 3 clusters Score: Raw -252879.935647 + Penalty 787.322799 = -252092.612848 nChanged 57 SP:Iteration 41Q (758.902390 sec): 3 clusters Score: Raw -252900.136931 + Penalty 787.322799 = -252112.814132 nChanged 61 SP:Iteration 42Q (758.916921 sec): 3 clusters Score: Raw -252922.620549 + Penalty 787.322799 = -252135.297749 nChanged 61 SP:Iteration 43Q (758.931389 sec): 3 clusters Score: Raw -252943.366137 + Penalty 787.322799 = -252156.043337 nChanged 56 SP:Iteration 44Q (758.945955 sec): 3 clusters Score: Raw -252965.711933 + Penalty 787.322799 = -252178.389133 nChanged 69 SP:Iteration 45Q (758.960524 sec): 3 clusters Score: Raw -252990.708763 + Penalty 787.322799 = -252203.385963 nChanged 62 SP:Iteration 46Q (758.974994 sec): 3 clusters Score: Raw -253012.565625 + Penalty 787.322799 = -252225.242826 nChanged 60 SP:Iteration 47Q (758.989481 sec): 3 clusters Score: Raw -253034.681271 + Penalty 787.322799 = -252247.358472 nChanged 60 SP:Iteration 48Q (759.003875 sec): 3 clusters Score: Raw -253058.278460 + Penalty 787.322799 = -252270.955661 nChanged 60 SP:Iteration 49Q (759.018187 sec): 3 clusters Score: Raw -253078.750189 + Penalty 787.322799 = -252291.427390 nChanged 56 SP:Iteration 50Q (759.032967 sec): 3 clusters Score: Raw -253095.002476 + Penalty 787.322799 = -252307.679677 nChanged 42 SP:Iteration 51Q (759.047322 sec): 3 clusters Score: Raw -253104.864060 + Penalty 787.322799 = -252317.541260 nChanged 35 SP:Iteration 52Q (759.061608 sec): 3 clusters Score: Raw -253111.554084 + Penalty 787.322799 = -252324.231285 nChanged 25 SP:Iteration 53Q (759.075900 sec): 3 clusters Score: Raw -253115.916546 + Penalty 787.322799 = -252328.593746 nChanged 21 SP:Iteration 54Q (759.090230 sec): 3 clusters Score: Raw -253118.636577 + Penalty 787.322799 = -252331.313778 nChanged 12 SP:Iteration 55Q (759.104517 sec): 3 clusters Score: Raw -253119.896300 + Penalty 787.322799 = -252332.573501 nChanged 12 SP:Iteration 56Q (759.121553 sec): 3 clusters Score: Raw -253121.214879 + Penalty 787.322799 = -252333.892080 nChanged 13 SP:Iteration 57Q (759.135921 sec): 3 clusters Score: Raw -253122.617100 + Penalty 787.322799 = -252335.294300 nChanged 13 SP:Iteration 58Q (759.150288 sec): 3 clusters Score: Raw -253123.881346 + Penalty 787.322799 = -252336.558547 nChanged 12 SP:Iteration 59Q (759.164610 sec): 3 clusters Score: Raw -253125.071906 + Penalty 787.322799 = -252337.749106 nChanged 11 SP:Iteration 60F (759.179048 sec): 3 clusters Score: Raw -253126.040017 + Penalty 787.322799 = -252338.717218 nChanged 7 SP:Iteration 61Q (759.193369 sec): 3 clusters Score: Raw -253126.459120 + Penalty 787.322799 = -252339.136321 nChanged 5 SP:Iteration 62Q (759.207671 sec): 3 clusters Score: Raw -253127.165292 + Penalty 787.322799 = -252339.842493 nChanged 7 SP:Iteration 63Q (759.221990 sec): 3 clusters Score: Raw -253128.229436 + Penalty 787.322799 = -252340.906637 nChanged 12 SP:Iteration 64Q (759.238878 sec): 3 clusters Score: Raw -253130.109583 + Penalty 787.322799 = -252342.786784 nChanged 17 SP:Iteration 65Q (759.253358 sec): 3 clusters Score: Raw -253132.971467 + Penalty 787.322799 = -252345.648667 nChanged 20 SP:Iteration 66Q (759.277561 sec): 3 clusters Score: Raw -253136.165415 + Penalty 787.322799 = -252348.842616 nChanged 21 SP:Iteration 67Q (759.291867 sec): 3 clusters Score: Raw -253139.394365 + Penalty 787.322799 = -252352.071565 nChanged 28 SP:Iteration 68Q (759.306174 sec): 3 clusters Score: Raw -253143.835705 + Penalty 787.322799 = -252356.512906 nChanged 28 SP:Iteration 69Q (759.320532 sec): 3 clusters Score: Raw -253148.780380 + Penalty 787.322799 = -252361.457580 nChanged 26 SP:Iteration 70Q (759.334780 sec): 3 clusters Score: Raw -253152.827241 + Penalty 787.322799 = -252365.504442 nChanged 24 SP:Iteration 71Q (759.349115 sec): 3 clusters Score: Raw -253156.838731 + Penalty 787.322799 = -252369.515932 nChanged 23 SP:Iteration 72Q (759.363383 sec): 3 clusters Score: Raw -253162.654335 + Penalty 787.322799 = -252375.331536 nChanged 26 SP:Iteration 73Q (759.377645 sec): 3 clusters Score: Raw -253169.000338 + Penalty 787.322799 = -252381.677538 nChanged 22 SP:Iteration 74Q (759.392408 sec): 3 clusters Score: Raw -253173.115256 + Penalty 787.322799 = -252385.792457 nChanged 23 SP:Iteration 75Q (759.406701 sec): 3 clusters Score: Raw -253178.121393 + Penalty 787.322799 = -252390.798594 nChanged 30 SP:Iteration 76Q (759.433164 sec): 3 clusters Score: Raw -253184.186004 + Penalty 787.322799 = -252396.863204 nChanged 24 SP:Iteration 77Q (759.484707 sec): 3 clusters Score: Raw -253188.594762 + Penalty 787.322799 = -252401.271962 nChanged 21 SP:Iteration 78Q (759.512007 sec): 3 clusters Score: Raw -253192.072992 + Penalty 787.322799 = -252404.750193 nChanged 15 SP:Iteration 79Q (759.527657 sec): 3 clusters Score: Raw -253195.030789 + Penalty 787.322799 = -252407.707990 nChanged 16 SP:Iteration 80F (759.545702 sec): 3 clusters Score: Raw -253198.542408 + Penalty 787.322799 = -252411.219608 nChanged 14 SP:Iteration 81Q (759.560001 sec): 3 clusters Score: Raw -253201.043258 + Penalty 787.322799 = -252413.720459 nChanged 13 SP:Iteration 82Q (759.574320 sec): 3 clusters Score: Raw -253203.231727 + Penalty 787.322799 = -252415.908927 nChanged 8 SP:Iteration 83Q (759.588621 sec): 3 clusters Score: Raw -253204.345386 + Penalty 787.322799 = -252417.022586 nChanged 9 SP:Iteration 84Q (759.602852 sec): 3 clusters Score: Raw -253205.259148 + Penalty 787.322799 = -252417.936348 nChanged 7 SP:Iteration 85Q (759.617116 sec): 3 clusters Score: Raw -253205.827970 + Penalty 787.322799 = -252418.505170 nChanged 5 SP:Iteration 86Q (759.632819 sec): 3 clusters Score: Raw -253206.238240 + Penalty 787.322799 = -252418.915441 nChanged 4 SP:Iteration 87Q (759.647129 sec): 3 clusters Score: Raw -253206.540105 + Penalty 787.322799 = -252419.217306 nChanged 4 SP:Iteration 88Q (759.661411 sec): 3 clusters Score: Raw -253206.768144 + Penalty 787.322799 = -252419.445345 nChanged 2 SP:Iteration 89Q (759.675708 sec): 3 clusters Score: Raw -253206.874732 + Penalty 787.322799 = -252419.551933 nChanged 1 SP:Iteration 90Q (759.689962 sec): 3 clusters Score: Raw -253206.894137 + Penalty 787.322799 = -252419.571338 nChanged 1 SP:Iteration 91Q (759.704267 sec): 3 clusters Score: Raw -253206.922008 + Penalty 787.322799 = -252419.599208 nChanged 1 SP:Iteration 92Q (759.718542 sec): 3 clusters Score: Raw -253206.962907 + Penalty 787.322799 = -252419.640108 nChanged 2 SP:Iteration 93Q (759.732840 sec): 3 clusters Score: Raw -253207.056118 + Penalty 787.322799 = -252419.733319 nChanged 0 SP:Iteration 94F (759.747323 sec): 3 clusters Score: Raw -253207.056118 + Penalty 787.322799 = -252419.733319 nChanged 0 Trying to split cluster 4 (4193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.774213 sec): 2 clusters Score: Raw -186105.216697 + Penalty 379.523314 = -185725.693383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.786330 sec): 3 clusters Score: Raw -183697.039159 + Penalty 759.046629 = -182937.992530 nChanged 1820 SP:Iteration 1F (759.797218 sec): 3 clusters Score: Raw -184830.727870 + Penalty 759.046629 = -184071.681241 nChanged 297 SP:Iteration 2F (759.808123 sec): 3 clusters Score: Raw -185055.861178 + Penalty 759.046629 = -184296.814549 nChanged 284 SP:Iteration 3F (759.818973 sec): 3 clusters Score: Raw -185294.058567 + Penalty 759.046629 = -184535.011938 nChanged 268 SP:Iteration 4F (759.829789 sec): 3 clusters Score: Raw -185517.993125 + Penalty 759.046629 = -184758.946496 nChanged 225 SP:Iteration 5F (759.840887 sec): 3 clusters Score: Raw -185691.176295 + Penalty 759.046629 = -184932.129666 nChanged 202 SP:Iteration 6Q (759.851733 sec): 3 clusters Score: Raw -185843.970212 + Penalty 759.046629 = -185084.923583 nChanged 165 SP:Iteration 7Q (759.862577 sec): 3 clusters Score: Raw -185950.483142 + Penalty 759.046629 = -185191.436513 nChanged 120 SP:Iteration 8Q (759.873335 sec): 3 clusters Score: Raw -186027.489462 + Penalty 759.046629 = -185268.442833 nChanged 95 SP:Iteration 9Q (759.884129 sec): 3 clusters Score: Raw -186087.785118 + Penalty 759.046629 = -185328.738489 nChanged 81 SP:Iteration 10Q (759.894986 sec): 3 clusters Score: Raw -186140.867250 + Penalty 759.046629 = -185381.820621 nChanged 77 SP:Iteration 11Q (759.905664 sec): 3 clusters Score: Raw -186185.012024 + Penalty 759.046629 = -185425.965395 nChanged 60 SP:Iteration 12Q (759.916392 sec): 3 clusters Score: Raw -186214.745621 + Penalty 759.046629 = -185455.698992 nChanged 42 SP:Iteration 13Q (759.927023 sec): 3 clusters Score: Raw -186229.932309 + Penalty 759.046629 = -185470.885680 nChanged 33 SP:Iteration 14Q (759.937681 sec): 3 clusters Score: Raw -186238.924885 + Penalty 759.046629 = -185479.878256 nChanged 21 SP:Iteration 15Q (759.948436 sec): 3 clusters Score: Raw -186241.748192 + Penalty 759.046629 = -185482.701563 nChanged 9 SP:Iteration 16Q (759.959038 sec): 3 clusters Score: Raw -186242.707966 + Penalty 759.046629 = -185483.661337 nChanged 7 SP:Iteration 17Q (759.969645 sec): 3 clusters Score: Raw -186243.408043 + Penalty 759.046629 = -185484.361414 nChanged 5 SP:Iteration 18Q (759.980347 sec): 3 clusters Score: Raw -186244.481512 + Penalty 759.046629 = -185485.434883 nChanged 6 SP:Iteration 19Q (759.990952 sec): 3 clusters Score: Raw -186245.708569 + Penalty 759.046629 = -185486.661940 nChanged 5 SP:Iteration 20F (760.002040 sec): 3 clusters Score: Raw -186246.643020 + Penalty 759.046629 = -185487.596391 nChanged 5 SP:Iteration 21Q (760.012674 sec): 3 clusters Score: Raw -186247.514591 + Penalty 759.046629 = -185488.467962 nChanged 8 SP:Iteration 22Q (760.023339 sec): 3 clusters Score: Raw -186248.434250 + Penalty 759.046629 = -185489.387621 nChanged 2 SP:Iteration 23Q (760.033996 sec): 3 clusters Score: Raw -186248.758479 + Penalty 759.046629 = -185489.711850 nChanged 2 SP:Iteration 24Q (760.044633 sec): 3 clusters Score: Raw -186248.843250 + Penalty 759.046629 = -185489.796621 nChanged 2 SP:Iteration 25Q (760.055248 sec): 3 clusters Score: Raw -186249.119053 + Penalty 759.046629 = -185490.072424 nChanged 5 SP:Iteration 26Q (760.065855 sec): 3 clusters Score: Raw -186249.719582 + Penalty 759.046629 = -185490.672953 nChanged 5 SP:Iteration 27Q (760.076490 sec): 3 clusters Score: Raw -186250.056773 + Penalty 759.046629 = -185491.010144 nChanged 1 SP:Iteration 28Q (760.087109 sec): 3 clusters Score: Raw -186250.108969 + Penalty 759.046629 = -185491.062340 nChanged 1 SP:Iteration 29Q (760.097742 sec): 3 clusters Score: Raw -186250.194536 + Penalty 759.046629 = -185491.147908 nChanged 3 SP:Iteration 30Q (760.108413 sec): 3 clusters Score: Raw -186250.452864 + Penalty 759.046629 = -185491.406235 nChanged 0 SP:Iteration 31F (760.119477 sec): 3 clusters Score: Raw -186250.452864 + Penalty 759.046629 = -185491.406235 nChanged 0 Trying to split cluster 5 (7464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (760.137245 sec): 2 clusters Score: Raw -368449.102443 + Penalty 405.762027 = -368043.340417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (760.156935 sec): 3 clusters Score: Raw -363877.468069 + Penalty 811.524054 = -363065.944016 nChanged 3449 SP:Iteration 1F (760.175525 sec): 3 clusters Score: Raw -365939.736818 + Penalty 811.524054 = -365128.212764 nChanged 506 SP:Iteration 2F (760.193983 sec): 3 clusters Score: Raw -366234.832228 + Penalty 811.524054 = -365423.308174 nChanged 502 SP:Iteration 3F (760.212652 sec): 3 clusters Score: Raw -366606.274337 + Penalty 811.524054 = -365794.750283 nChanged 517 SP:Iteration 4F (760.231330 sec): 3 clusters Score: Raw -367005.017868 + Penalty 811.524054 = -366193.493815 nChanged 412 SP:Iteration 5F (760.249893 sec): 3 clusters Score: Raw -367284.933191 + Penalty 811.524054 = -366473.409137 nChanged 330 SP:Iteration 6Q (760.282029 sec): 3 clusters Score: Raw -367472.300514 + Penalty 811.524054 = -366660.776460 nChanged 247 SP:Iteration 7Q (760.326404 sec): 3 clusters Score: Raw -367559.270534 + Penalty 811.524054 = -366747.746481 nChanged 136 SP:Iteration 8Q (760.379265 sec): 3 clusters Score: Raw -367599.772228 + Penalty 811.524054 = -366788.248174 nChanged 117 SP:Iteration 9Q (760.432798 sec): 3 clusters Score: Raw -367644.796810 + Penalty 811.524054 = -366833.272757 nChanged 125 SP:Iteration 10Q (760.453209 sec): 3 clusters Score: Raw -367691.593181 + Penalty 811.524054 = -366880.069128 nChanged 125 SP:Iteration 11Q (760.472012 sec): 3 clusters Score: Raw -367746.760920 + Penalty 811.524054 = -366935.236867 nChanged 150 SP:Iteration 12Q (760.490536 sec): 3 clusters Score: Raw -367819.279539 + Penalty 811.524054 = -367007.755486 nChanged 155 SP:Iteration 13Q (760.509122 sec): 3 clusters Score: Raw -367895.062121 + Penalty 811.524054 = -367083.538068 nChanged 153 SP:Iteration 14Q (760.527561 sec): 3 clusters Score: Raw -367976.610474 + Penalty 811.524054 = -367165.086421 nChanged 169 SP:Iteration 15Q (760.546105 sec): 3 clusters Score: Raw -368067.305770 + Penalty 811.524054 = -367255.781717 nChanged 140 SP:Iteration 16Q (760.564553 sec): 3 clusters Score: Raw -368125.268438 + Penalty 811.524054 = -367313.744385 nChanged 107 SP:Iteration 17Q (760.582981 sec): 3 clusters Score: Raw -368169.445343 + Penalty 811.524054 = -367357.921290 nChanged 103 SP:Iteration 18Q (760.601396 sec): 3 clusters Score: Raw -368214.780924 + Penalty 811.524054 = -367403.256871 nChanged 114 SP:Iteration 19Q (760.619796 sec): 3 clusters Score: Raw -368267.384071 + Penalty 811.524054 = -367455.860017 nChanged 115 SP:Iteration 20F (760.638196 sec): 3 clusters Score: Raw -368315.679134 + Penalty 811.524054 = -367504.155081 nChanged 98 SP:Iteration 21Q (760.656371 sec): 3 clusters Score: Raw -368351.751091 + Penalty 811.524054 = -367540.227037 nChanged 84 SP:Iteration 22Q (760.674742 sec): 3 clusters Score: Raw -368381.628247 + Penalty 811.524054 = -367570.104193 nChanged 73 SP:Iteration 23Q (760.693067 sec): 3 clusters Score: Raw -368400.832569 + Penalty 811.524054 = -367589.308515 nChanged 57 SP:Iteration 24Q (760.711367 sec): 3 clusters Score: Raw -368413.064716 + Penalty 811.524054 = -367601.540663 nChanged 40 SP:Iteration 25Q (760.729595 sec): 3 clusters Score: Raw -368420.609306 + Penalty 811.524054 = -367609.085252 nChanged 28 SP:Iteration 26Q (760.747856 sec): 3 clusters Score: Raw -368425.218870 + Penalty 811.524054 = -367613.694817 nChanged 25 SP:Iteration 27Q (760.766247 sec): 3 clusters Score: Raw -368428.448447 + Penalty 811.524054 = -367616.924393 nChanged 21 SP:Iteration 28Q (760.784457 sec): 3 clusters Score: Raw -368431.211384 + Penalty 811.524054 = -367619.687330 nChanged 18 SP:Iteration 29Q (760.802754 sec): 3 clusters Score: Raw -368432.999992 + Penalty 811.524054 = -367621.475939 nChanged 14 SP:Iteration 30Q (760.820992 sec): 3 clusters Score: Raw -368434.304772 + Penalty 811.524054 = -367622.780719 nChanged 14 SP:Iteration 31Q (760.839309 sec): 3 clusters Score: Raw -368435.490092 + Penalty 811.524054 = -367623.966038 nChanged 10 SP:Iteration 32Q (760.857509 sec): 3 clusters Score: Raw -368436.014337 + Penalty 811.524054 = -367624.490283 nChanged 8 SP:Iteration 33Q (760.875826 sec): 3 clusters Score: Raw -368436.651357 + Penalty 811.524054 = -367625.127304 nChanged 12 SP:Iteration 34Q (760.929660 sec): 3 clusters Score: Raw -368437.636981 + Penalty 811.524054 = -367626.112927 nChanged 15 SP:Iteration 35Q (760.981616 sec): 3 clusters Score: Raw -368438.989364 + Penalty 811.524054 = -367627.465310 nChanged 11 SP:Iteration 36Q (761.030714 sec): 3 clusters Score: Raw -368440.083714 + Penalty 811.524054 = -367628.559661 nChanged 9 SP:Iteration 37Q (761.082034 sec): 3 clusters Score: Raw -368441.098123 + Penalty 811.524054 = -367629.574070 nChanged 8 SP:Iteration 38Q (761.135034 sec): 3 clusters Score: Raw -368441.467966 + Penalty 811.524054 = -367629.943912 nChanged 4 SP:Iteration 39Q (761.168126 sec): 3 clusters Score: Raw -368441.700430 + Penalty 811.524054 = -367630.176376 nChanged 6 SP:Iteration 40F (761.186634 sec): 3 clusters Score: Raw -368442.015330 + Penalty 811.524054 = -367630.491277 nChanged 9 SP:Iteration 41Q (761.204833 sec): 3 clusters Score: Raw -368442.690711 + Penalty 811.524054 = -367631.166657 nChanged 12 SP:Iteration 42Q (761.223143 sec): 3 clusters Score: Raw -368443.846984 + Penalty 811.524054 = -367632.322931 nChanged 10 SP:Iteration 43Q (761.241534 sec): 3 clusters Score: Raw -368444.909615 + Penalty 811.524054 = -367633.385562 nChanged 15 SP:Iteration 44Q (761.259777 sec): 3 clusters Score: Raw -368446.528343 + Penalty 811.524054 = -367635.004289 nChanged 13 SP:Iteration 45Q (761.278062 sec): 3 clusters Score: Raw -368448.081045 + Penalty 811.524054 = -367636.556992 nChanged 9 SP:Iteration 46Q (761.296177 sec): 3 clusters Score: Raw -368449.213039 + Penalty 811.524054 = -367637.688986 nChanged 8 SP:Iteration 47Q (761.314445 sec): 3 clusters Score: Raw -368450.032452 + Penalty 811.524054 = -367638.508398 nChanged 6 SP:Iteration 48Q (761.332685 sec): 3 clusters Score: Raw -368450.378744 + Penalty 811.524054 = -367638.854691 nChanged 6 SP:Iteration 49Q (761.350929 sec): 3 clusters Score: Raw -368450.687593 + Penalty 811.524054 = -367639.163540 nChanged 6 SP:Iteration 50Q (761.369169 sec): 3 clusters Score: Raw -368450.913395 + Penalty 811.524054 = -367639.389342 nChanged 2 SP:Iteration 51Q (761.387288 sec): 3 clusters Score: Raw -368450.983955 + Penalty 811.524054 = -367639.459902 nChanged 2 SP:Iteration 52Q (761.405545 sec): 3 clusters Score: Raw -368451.078871 + Penalty 811.524054 = -367639.554818 nChanged 4 SP:Iteration 53Q (761.423705 sec): 3 clusters Score: Raw -368451.378455 + Penalty 811.524054 = -367639.854401 nChanged 2 SP:Iteration 54Q (761.441939 sec): 3 clusters Score: Raw -368451.410849 + Penalty 811.524054 = -367639.886795 nChanged 0 SP:Iteration 55F (761.460479 sec): 3 clusters Score: Raw -368451.410849 + Penalty 811.524054 = -367639.886795 nChanged 0 Trying to split cluster 6 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (761.469094 sec): 2 clusters Score: Raw -24620.495027 + Penalty 288.244968 = -24332.250058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (761.471267 sec): 3 clusters Score: Raw -24411.596061 + Penalty 576.489937 = -23835.106124 nChanged 227 SP:Iteration 1F (761.473174 sec): 3 clusters Score: Raw -24634.146785 + Penalty 576.489937 = -24057.656848 nChanged 63 SP:Iteration 2F (761.475079 sec): 3 clusters Score: Raw -24724.117034 + Penalty 576.489937 = -24147.627097 nChanged 36 SP:Iteration 3F (761.476968 sec): 3 clusters Score: Raw -24809.196134 + Penalty 576.489937 = -24232.706197 nChanged 30 SP:Iteration 4F (761.478866 sec): 3 clusters Score: Raw -24948.851610 + Penalty 576.489937 = -24372.361673 nChanged 20 SP:Iteration 5Q (761.480751 sec): 3 clusters Score: Raw -24983.912089 + Penalty 576.489937 = -24407.422153 nChanged 13 SP:Iteration 6Q (761.482684 sec): 3 clusters Score: Raw -24998.057025 + Penalty 576.489937 = -24421.567088 nChanged 10 SP:Iteration 7Q (761.484567 sec): 3 clusters Score: Raw -25007.268227 + Penalty 576.489937 = -24430.778290 nChanged 3 SP:Iteration 8Q (761.486446 sec): 3 clusters Score: Raw -25008.452731 + Penalty 576.489937 = -24431.962794 nChanged 2 SP:Iteration 9Q (761.488319 sec): 3 clusters Score: Raw -25009.762360 + Penalty 576.489937 = -24433.272423 nChanged 0 SP:Iteration 10F (761.490203 sec): 3 clusters Score: Raw -25009.762360 + Penalty 576.489937 = -24433.272423 nChanged 0 Score: Raw -13974449.091503 + Penalty 18981.655704 = -13955467.435799 Splitting cluster 6 changes total score from -13955653.370154 to -13955467.435799 So it's not getting split. Trying to split cluster 7 (2208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.826474 sec): 2 clusters Score: Raw -99985.253954 + Penalty 350.342830 = -99634.911125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.833352 sec): 3 clusters Score: Raw -98772.947354 + Penalty 700.685659 = -98072.261695 nChanged 933 SP:Iteration 1F (764.839337 sec): 3 clusters Score: Raw -99275.473496 + Penalty 700.685659 = -98574.787837 nChanged 153 SP:Iteration 2F (764.845316 sec): 3 clusters Score: Raw -99375.227829 + Penalty 700.685659 = -98674.542170 nChanged 149 SP:Iteration 3F (764.851258 sec): 3 clusters Score: Raw -99501.662279 + Penalty 700.685659 = -98800.976619 nChanged 163 SP:Iteration 4F (764.857200 sec): 3 clusters Score: Raw -99650.380188 + Penalty 700.685659 = -98949.694528 nChanged 165 SP:Iteration 5F (764.863176 sec): 3 clusters Score: Raw -99809.794125 + Penalty 700.685659 = -99109.108466 nChanged 117 SP:Iteration 6F (764.869083 sec): 3 clusters Score: Raw -99932.285997 + Penalty 700.685659 = -99231.600338 nChanged 96 SP:Iteration 7Q (764.875016 sec): 3 clusters Score: Raw -100029.704638 + Penalty 700.685659 = -99329.018979 nChanged 54 SP:Iteration 8Q (764.880903 sec): 3 clusters Score: Raw -100091.827752 + Penalty 700.685659 = -99391.142093 nChanged 44 SP:Iteration 9Q (764.886767 sec): 3 clusters Score: Raw -100142.493911 + Penalty 700.685659 = -99441.808252 nChanged 34 SP:Iteration 10Q (764.892602 sec): 3 clusters Score: Raw -100180.133398 + Penalty 700.685659 = -99479.447739 nChanged 28 SP:Iteration 11Q (764.898453 sec): 3 clusters Score: Raw -100197.155938 + Penalty 700.685659 = -99496.470279 nChanged 17 SP:Iteration 12Q (764.904273 sec): 3 clusters Score: Raw -100210.029966 + Penalty 700.685659 = -99509.344307 nChanged 16 SP:Iteration 13Q (764.910107 sec): 3 clusters Score: Raw -100218.568105 + Penalty 700.685659 = -99517.882446 nChanged 14 SP:Iteration 14Q (764.915928 sec): 3 clusters Score: Raw -100224.925530 + Penalty 700.685659 = -99524.239871 nChanged 7 SP:Iteration 15Q (764.921737 sec): 3 clusters Score: Raw -100228.211744 + Penalty 700.685659 = -99527.526085 nChanged 6 SP:Iteration 16Q (764.927580 sec): 3 clusters Score: Raw -100230.264304 + Penalty 700.685659 = -99529.578645 nChanged 4 SP:Iteration 17Q (764.933417 sec): 3 clusters Score: Raw -100231.043630 + Penalty 700.685659 = -99530.357971 nChanged 1 SP:Iteration 18Q (764.939207 sec): 3 clusters Score: Raw -100231.253258 + Penalty 700.685659 = -99530.567599 nChanged 1 SP:Iteration 19Q (764.945003 sec): 3 clusters Score: Raw -100231.309288 + Penalty 700.685659 = -99530.623629 nChanged 0 SP:Iteration 20F (764.950918 sec): 3 clusters Score: Raw -100233.623381 + Penalty 700.685659 = -99532.937722 nChanged 1 SP:Iteration 21Q (764.956727 sec): 3 clusters Score: Raw -100234.100642 + Penalty 700.685659 = -99533.414983 nChanged 0 SP:Iteration 22F (764.962692 sec): 3 clusters Score: Raw -100234.100642 + Penalty 700.685659 = -99533.414983 nChanged 0 Trying to split cluster 8 (7167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.980898 sec): 2 clusters Score: Raw -337101.254701 + Penalty 403.914531 = -336697.340170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (765.000358 sec): 3 clusters Score: Raw -332656.853504 + Penalty 807.829062 = -331849.024442 nChanged 3315 SP:Iteration 1F (765.018894 sec): 3 clusters Score: Raw -334558.326090 + Penalty 807.829062 = -333750.497028 nChanged 390 SP:Iteration 2F (765.037162 sec): 3 clusters Score: Raw -334715.919070 + Penalty 807.829062 = -333908.090008 nChanged 360 SP:Iteration 3F (765.055178 sec): 3 clusters Score: Raw -334901.947072 + Penalty 807.829062 = -334094.118011 nChanged 397 SP:Iteration 4F (765.073146 sec): 3 clusters Score: Raw -335112.450584 + Penalty 807.829062 = -334304.621522 nChanged 418 SP:Iteration 5F (765.091313 sec): 3 clusters Score: Raw -335371.586880 + Penalty 807.829062 = -334563.757818 nChanged 456 SP:Iteration 6F (765.109216 sec): 3 clusters Score: Raw -335697.576354 + Penalty 807.829062 = -334889.747292 nChanged 412 SP:Iteration 7F (765.127433 sec): 3 clusters Score: Raw -335986.523246 + Penalty 807.829062 = -335178.694184 nChanged 341 SP:Iteration 8Q (765.145395 sec): 3 clusters Score: Raw -336219.688394 + Penalty 807.829062 = -335411.859332 nChanged 303 SP:Iteration 9Q (765.163297 sec): 3 clusters Score: Raw -336404.630248 + Penalty 807.829062 = -335596.801186 nChanged 246 SP:Iteration 10Q (765.181176 sec): 3 clusters Score: Raw -336545.143328 + Penalty 807.829062 = -335737.314266 nChanged 179 SP:Iteration 11Q (765.198845 sec): 3 clusters Score: Raw -336668.132778 + Penalty 807.829062 = -335860.303716 nChanged 141 SP:Iteration 12Q (765.216510 sec): 3 clusters Score: Raw -336757.854953 + Penalty 807.829062 = -335950.025891 nChanged 116 SP:Iteration 13Q (765.234142 sec): 3 clusters Score: Raw -336826.829936 + Penalty 807.829062 = -336019.000874 nChanged 100 SP:Iteration 14Q (765.251793 sec): 3 clusters Score: Raw -336882.920545 + Penalty 807.829062 = -336075.091483 nChanged 95 SP:Iteration 15Q (765.269422 sec): 3 clusters Score: Raw -336943.080233 + Penalty 807.829062 = -336135.251171 nChanged 86 SP:Iteration 16Q (765.286962 sec): 3 clusters Score: Raw -336987.479240 + Penalty 807.829062 = -336179.650178 nChanged 66 SP:Iteration 17Q (765.304483 sec): 3 clusters Score: Raw -337015.261096 + Penalty 807.829062 = -336207.432034 nChanged 57 SP:Iteration 18Q (765.321995 sec): 3 clusters Score: Raw -337036.292493 + Penalty 807.829062 = -336228.463431 nChanged 46 SP:Iteration 19Q (765.339491 sec): 3 clusters Score: Raw -337053.497590 + Penalty 807.829062 = -336245.668529 nChanged 41 SP:Iteration 20F (765.357733 sec): 3 clusters Score: Raw -337068.230813 + Penalty 807.829062 = -336260.401751 nChanged 37 SP:Iteration 21Q (765.375154 sec): 3 clusters Score: Raw -337081.575645 + Penalty 807.829062 = -336273.746584 nChanged 26 SP:Iteration 22Q (765.393066 sec): 3 clusters Score: Raw -337090.797553 + Penalty 807.829062 = -336282.968491 nChanged 21 SP:Iteration 23Q (765.410473 sec): 3 clusters Score: Raw -337096.933424 + Penalty 807.829062 = -336289.104362 nChanged 16 SP:Iteration 24Q (765.427849 sec): 3 clusters Score: Raw -337102.664281 + Penalty 807.829062 = -336294.835219 nChanged 13 SP:Iteration 25Q (765.445227 sec): 3 clusters Score: Raw -337107.524209 + Penalty 807.829062 = -336299.695148 nChanged 17 SP:Iteration 26Q (765.462719 sec): 3 clusters Score: Raw -337111.852987 + Penalty 807.829062 = -336304.023926 nChanged 12 SP:Iteration 27Q (765.480145 sec): 3 clusters Score: Raw -337115.849762 + Penalty 807.829062 = -336308.020700 nChanged 9 SP:Iteration 28Q (765.497695 sec): 3 clusters Score: Raw -337118.596747 + Penalty 807.829062 = -336310.767685 nChanged 11 SP:Iteration 29Q (765.515079 sec): 3 clusters Score: Raw -337122.444678 + Penalty 807.829062 = -336314.615616 nChanged 12 SP:Iteration 30Q (765.532577 sec): 3 clusters Score: Raw -337126.518167 + Penalty 807.829062 = -336318.689105 nChanged 8 SP:Iteration 31Q (765.549990 sec): 3 clusters Score: Raw -337130.402391 + Penalty 807.829062 = -336322.573330 nChanged 11 SP:Iteration 32Q (765.567346 sec): 3 clusters Score: Raw -337133.193643 + Penalty 807.829062 = -336325.364581 nChanged 7 SP:Iteration 33Q (765.584795 sec): 3 clusters Score: Raw -337134.302887 + Penalty 807.829062 = -336326.473825 nChanged 4 SP:Iteration 34Q (765.602157 sec): 3 clusters Score: Raw -337134.665323 + Penalty 807.829062 = -336326.836262 nChanged 2 SP:Iteration 35Q (765.619572 sec): 3 clusters Score: Raw -337134.861162 + Penalty 807.829062 = -336327.032100 nChanged 1 SP:Iteration 36Q (765.636903 sec): 3 clusters Score: Raw -337134.908198 + Penalty 807.829062 = -336327.079136 nChanged 0 SP:Iteration 37F (765.654658 sec): 3 clusters Score: Raw -337134.908198 + Penalty 807.829062 = -336327.079136 nChanged 0 Trying to split cluster 9 (54196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (765.706592 sec): 2 clusters Score: Raw -2484508.514043 + Penalty 495.966488 = -2484012.547555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (765.768719 sec): 3 clusters Score: Raw -2448541.787099 + Penalty 991.932977 = -2447549.854122 nChanged 26307 SP:Iteration 1F (765.823954 sec): 3 clusters Score: Raw -2464990.129588 + Penalty 991.932977 = -2463998.196611 nChanged 2928 SP:Iteration 2F (765.879120 sec): 3 clusters Score: Raw -2466174.966934 + Penalty 991.932977 = -2465183.033957 nChanged 3293 SP:Iteration 3F (765.934362 sec): 3 clusters Score: Raw -2467793.977968 + Penalty 991.932977 = -2466802.044991 nChanged 3582 SP:Iteration 4F (765.989419 sec): 3 clusters Score: Raw -2469890.105186 + Penalty 991.932977 = -2468898.172209 nChanged 3548 SP:Iteration 5F (766.044613 sec): 3 clusters Score: Raw -2472362.416377 + Penalty 991.932977 = -2471370.483400 nChanged 3416 SP:Iteration 6F (766.099899 sec): 3 clusters Score: Raw -2475258.569329 + Penalty 991.932977 = -2474266.636352 nChanged 2881 SP:Iteration 7F (766.155272 sec): 3 clusters Score: Raw -2477913.371466 + Penalty 991.932977 = -2476921.438489 nChanged 2064 SP:Iteration 8Q (766.212389 sec): 3 clusters Score: Raw -2479596.248842 + Penalty 991.932977 = -2478604.315865 nChanged 1469 SP:Iteration 9Q (766.267941 sec): 3 clusters Score: Raw -2480583.332456 + Penalty 991.932977 = -2479591.399479 nChanged 1091 SP:Iteration 10Q (766.323352 sec): 3 clusters Score: Raw -2481207.057270 + Penalty 991.932977 = -2480215.124293 nChanged 961 SP:Iteration 11Q (766.378317 sec): 3 clusters Score: Raw -2481738.795921 + Penalty 991.932977 = -2480746.862945 nChanged 929 SP:Iteration 12Q (766.432580 sec): 3 clusters Score: Raw -2482270.783360 + Penalty 991.932977 = -2481278.850383 nChanged 799 SP:Iteration 13Q (766.486726 sec): 3 clusters Score: Raw -2482713.387435 + Penalty 991.932977 = -2481721.454458 nChanged 645 SP:Iteration 14Q (766.540444 sec): 3 clusters Score: Raw -2483064.355909 + Penalty 991.932977 = -2482072.422932 nChanged 587 SP:Iteration 15Q (766.593856 sec): 3 clusters Score: Raw -2483385.442557 + Penalty 991.932977 = -2482393.509580 nChanged 477 SP:Iteration 16Q (766.646828 sec): 3 clusters Score: Raw -2483650.854264 + Penalty 991.932977 = -2482658.921287 nChanged 400 SP:Iteration 17Q (766.698911 sec): 3 clusters Score: Raw -2483882.202602 + Penalty 991.932977 = -2482890.269625 nChanged 328 SP:Iteration 18Q (766.750451 sec): 3 clusters Score: Raw -2484063.091854 + Penalty 991.932977 = -2483071.158877 nChanged 254 SP:Iteration 19Q (766.802376 sec): 3 clusters Score: Raw -2484214.017194 + Penalty 991.932977 = -2483222.084217 nChanged 222 SP:Iteration 20F (766.856621 sec): 3 clusters Score: Raw -2484346.669268 + Penalty 991.932977 = -2483354.736291 nChanged 162 SP:Iteration 21Q (766.907936 sec): 3 clusters Score: Raw -2484447.054941 + Penalty 991.932977 = -2483455.121964 nChanged 109 SP:Iteration 22Q (766.959028 sec): 3 clusters Score: Raw -2484516.098415 + Penalty 991.932977 = -2483524.165438 nChanged 61 SP:Iteration 23Q (767.010306 sec): 3 clusters Score: Raw -2484547.235345 + Penalty 991.932977 = -2483555.302368 nChanged 41 SP:Iteration 24Q (767.060627 sec): 3 clusters Score: Raw -2484564.337618 + Penalty 991.932977 = -2483572.404641 nChanged 28 SP:Iteration 25Q (767.146285 sec): 3 clusters Score: Raw -2484576.518668 + Penalty 991.932977 = -2483584.585691 nChanged 26 SP:Iteration 26Q (767.226539 sec): 3 clusters Score: Raw -2484586.808583 + Penalty 991.932977 = -2483594.875606 nChanged 26 SP:Iteration 27Q (767.301630 sec): 3 clusters Score: Raw -2484599.248865 + Penalty 991.932977 = -2483607.315888 nChanged 24 SP:Iteration 28Q (767.352542 sec): 3 clusters Score: Raw -2484610.354818 + Penalty 991.932977 = -2483618.421841 nChanged 16 SP:Iteration 29Q (767.403629 sec): 3 clusters Score: Raw -2484617.096253 + Penalty 991.932977 = -2483625.163276 nChanged 15 SP:Iteration 30Q (767.454951 sec): 3 clusters Score: Raw -2484627.522347 + Penalty 991.932977 = -2483635.589370 nChanged 13 SP:Iteration 31Q (767.509469 sec): 3 clusters Score: Raw -2484634.101816 + Penalty 991.932977 = -2483642.168839 nChanged 16 SP:Iteration 32Q (767.560081 sec): 3 clusters Score: Raw -2484640.250888 + Penalty 991.932977 = -2483648.317911 nChanged 12 SP:Iteration 33Q (767.616426 sec): 3 clusters Score: Raw -2484645.571249 + Penalty 991.932977 = -2483653.638272 nChanged 8 SP:Iteration 34Q (767.668146 sec): 3 clusters Score: Raw -2484649.699083 + Penalty 991.932977 = -2483657.766106 nChanged 10 SP:Iteration 35Q (767.741035 sec): 3 clusters Score: Raw -2484655.698982 + Penalty 991.932977 = -2483663.766005 nChanged 12 SP:Iteration 36Q (767.826532 sec): 3 clusters Score: Raw -2484661.192846 + Penalty 991.932977 = -2483669.259870 nChanged 11 SP:Iteration 37Q (767.886632 sec): 3 clusters Score: Raw -2484665.119542 + Penalty 991.932977 = -2483673.186565 nChanged 6 SP:Iteration 38Q (767.938376 sec): 3 clusters Score: Raw -2484667.189501 + Penalty 991.932977 = -2483675.256524 nChanged 7 SP:Iteration 39Q (767.990808 sec): 3 clusters Score: Raw -2484670.419256 + Penalty 991.932977 = -2483678.486279 nChanged 9 SP:Iteration 40F (768.045784 sec): 3 clusters Score: Raw -2484673.836331 + Penalty 991.932977 = -2483681.903354 nChanged 1 SP:Iteration 41Q (768.097620 sec): 3 clusters Score: Raw -2484673.968655 + Penalty 991.932977 = -2483682.035678 nChanged 0 SP:Iteration 42F (768.152213 sec): 3 clusters Score: Raw -2484673.968655 + Penalty 991.932977 = -2483682.035678 nChanged 0 Trying to split cluster 10 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.157578 sec): 2 clusters Score: Raw -37217.435772 + Penalty 306.961752 = -36910.474020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.180443 sec): 3 clusters Score: Raw -36801.606064 + Penalty 613.923504 = -36187.682560 nChanged 321 SP:Iteration 1F (768.183135 sec): 3 clusters Score: Raw -36973.699415 + Penalty 613.923504 = -36359.775912 nChanged 71 SP:Iteration 2F (768.185603 sec): 3 clusters Score: Raw -37032.199015 + Penalty 613.923504 = -36418.275511 nChanged 64 SP:Iteration 3F (768.188275 sec): 3 clusters Score: Raw -37097.633953 + Penalty 613.923504 = -36483.710449 nChanged 48 SP:Iteration 4F (768.190942 sec): 3 clusters Score: Raw -37155.957101 + Penalty 613.923504 = -36542.033598 nChanged 26 SP:Iteration 5Q (768.193620 sec): 3 clusters Score: Raw -37179.884599 + Penalty 613.923504 = -36565.961095 nChanged 24 SP:Iteration 6Q (768.196286 sec): 3 clusters Score: Raw -37208.527637 + Penalty 613.923504 = -36594.604134 nChanged 20 SP:Iteration 7Q (768.198925 sec): 3 clusters Score: Raw -37238.522434 + Penalty 613.923504 = -36624.598931 nChanged 17 SP:Iteration 8Q (768.201550 sec): 3 clusters Score: Raw -37258.014723 + Penalty 613.923504 = -36644.091219 nChanged 9 SP:Iteration 9Q (768.204157 sec): 3 clusters Score: Raw -37265.478038 + Penalty 613.923504 = -36651.554534 nChanged 3 SP:Iteration 10Q (768.206757 sec): 3 clusters Score: Raw -37269.720954 + Penalty 613.923504 = -36655.797450 nChanged 2 SP:Iteration 11Q (768.209407 sec): 3 clusters Score: Raw -37271.362573 + Penalty 613.923504 = -36657.439070 nChanged 2 SP:Iteration 12Q (768.211983 sec): 3 clusters Score: Raw -37272.527377 + Penalty 613.923504 = -36658.603873 nChanged 1 SP:Iteration 13Q (768.214575 sec): 3 clusters Score: Raw -37273.190547 + Penalty 613.923504 = -36659.267044 nChanged 1 SP:Iteration 14Q (768.217268 sec): 3 clusters Score: Raw -37274.085806 + Penalty 613.923504 = -36660.162302 nChanged 1 SP:Iteration 15Q (768.219940 sec): 3 clusters Score: Raw -37275.996033 + Penalty 613.923504 = -36662.072530 nChanged 1 SP:Iteration 16Q (768.222606 sec): 3 clusters Score: Raw -37276.869733 + Penalty 613.923504 = -36662.946229 nChanged 0 SP:Iteration 17F (768.225239 sec): 3 clusters Score: Raw -37276.869733 + Penalty 613.923504 = -36662.946229 nChanged 0 Trying to split cluster 11 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.231246 sec): 2 clusters Score: Raw -18957.991594 + Penalty 275.155434 = -18682.836160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.233033 sec): 3 clusters Score: Raw -18790.428233 + Penalty 550.310868 = -18240.117365 nChanged 143 SP:Iteration 1F (768.234607 sec): 3 clusters Score: Raw -18885.869793 + Penalty 550.310868 = -18335.558924 nChanged 34 SP:Iteration 2F (768.236179 sec): 3 clusters Score: Raw -18911.763511 + Penalty 550.310868 = -18361.452643 nChanged 18 SP:Iteration 3Q (768.237756 sec): 3 clusters Score: Raw -18931.609782 + Penalty 550.310868 = -18381.298914 nChanged 14 SP:Iteration 4Q (768.239329 sec): 3 clusters Score: Raw -18943.547616 + Penalty 550.310868 = -18393.236748 nChanged 6 SP:Iteration 5Q (768.240962 sec): 3 clusters Score: Raw -18948.339424 + Penalty 550.310868 = -18398.028556 nChanged 7 SP:Iteration 6Q (768.242540 sec): 3 clusters Score: Raw -18954.449472 + Penalty 550.310868 = -18404.138604 nChanged 4 SP:Iteration 7Q (768.244103 sec): 3 clusters Score: Raw -18956.628136 + Penalty 550.310868 = -18406.317267 nChanged 1 SP:Iteration 8Q (768.245673 sec): 3 clusters Score: Raw -18956.995569 + Penalty 550.310868 = -18406.684701 nChanged 2 SP:Iteration 9Q (768.247235 sec): 3 clusters Score: Raw -18958.764422 + Penalty 550.310868 = -18408.453553 nChanged 3 SP:Iteration 10Q (768.248820 sec): 3 clusters Score: Raw -18960.366043 + Penalty 550.310868 = -18410.055175 nChanged 0 SP:Iteration 11F (768.250376 sec): 3 clusters Score: Raw -18960.366043 + Penalty 550.310868 = -18410.055175 nChanged 0 Trying to split cluster 12 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.258581 sec): 2 clusters Score: Raw -73027.355382 + Penalty 329.220671 = -72698.134711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.263050 sec): 3 clusters Score: Raw -72345.607447 + Penalty 658.441342 = -71687.166106 nChanged 551 SP:Iteration 1F (768.267057 sec): 3 clusters Score: Raw -72703.163891 + Penalty 658.441342 = -72044.722550 nChanged 106 SP:Iteration 2F (768.271052 sec): 3 clusters Score: Raw -72766.590817 + Penalty 658.441342 = -72108.149475 nChanged 82 SP:Iteration 3F (768.275108 sec): 3 clusters Score: Raw -72824.975258 + Penalty 658.441342 = -72166.533916 nChanged 64 SP:Iteration 4Q (768.300866 sec): 3 clusters Score: Raw -72885.835867 + Penalty 658.441342 = -72227.394525 nChanged 70 SP:Iteration 5F (768.304888 sec): 3 clusters Score: Raw -72945.883266 + Penalty 658.441342 = -72287.441925 nChanged 54 SP:Iteration 6Q (768.308880 sec): 3 clusters Score: Raw -72981.040164 + Penalty 658.441342 = -72322.598823 nChanged 43 SP:Iteration 7Q (768.312864 sec): 3 clusters Score: Raw -73005.938240 + Penalty 658.441342 = -72347.496898 nChanged 30 SP:Iteration 8Q (768.316837 sec): 3 clusters Score: Raw -73024.089024 + Penalty 658.441342 = -72365.647682 nChanged 22 SP:Iteration 9Q (768.320797 sec): 3 clusters Score: Raw -73037.557728 + Penalty 658.441342 = -72379.116387 nChanged 13 SP:Iteration 10Q (768.324757 sec): 3 clusters Score: Raw -73042.745666 + Penalty 658.441342 = -72384.304324 nChanged 7 SP:Iteration 11Q (768.328716 sec): 3 clusters Score: Raw -73044.909693 + Penalty 658.441342 = -72386.468351 nChanged 4 SP:Iteration 12Q (768.332690 sec): 3 clusters Score: Raw -73046.511197 + Penalty 658.441342 = -72388.069855 nChanged 1 SP:Iteration 13Q (768.336653 sec): 3 clusters Score: Raw -73047.346479 + Penalty 658.441342 = -72388.905137 nChanged 3 SP:Iteration 14Q (768.340611 sec): 3 clusters Score: Raw -73048.031049 + Penalty 658.441342 = -72389.589707 nChanged 6 SP:Iteration 15Q (768.344560 sec): 3 clusters Score: Raw -73049.783759 + Penalty 658.441342 = -72391.342417 nChanged 3 SP:Iteration 16Q (768.348501 sec): 3 clusters Score: Raw -73051.117185 + Penalty 658.441342 = -72392.675843 nChanged 3 SP:Iteration 17Q (768.352459 sec): 3 clusters Score: Raw -73052.616942 + Penalty 658.441342 = -72394.175600 nChanged 6 SP:Iteration 18Q (768.356427 sec): 3 clusters Score: Raw -73055.496901 + Penalty 658.441342 = -72397.055559 nChanged 8 SP:Iteration 19Q (768.360384 sec): 3 clusters Score: Raw -73060.662746 + Penalty 658.441342 = -72402.221404 nChanged 8 SP:Iteration 20F (768.364376 sec): 3 clusters Score: Raw -73064.331745 + Penalty 658.441342 = -72405.890403 nChanged 8 SP:Iteration 21Q (768.368342 sec): 3 clusters Score: Raw -73066.823926 + Penalty 658.441342 = -72408.382585 nChanged 3 SP:Iteration 22Q (768.372299 sec): 3 clusters Score: Raw -73067.120739 + Penalty 658.441342 = -72408.679398 nChanged 2 SP:Iteration 23Q (768.376255 sec): 3 clusters Score: Raw -73067.985563 + Penalty 658.441342 = -72409.544221 nChanged 4 SP:Iteration 24Q (768.380196 sec): 3 clusters Score: Raw -73068.365796 + Penalty 658.441342 = -72409.924454 nChanged 0 SP:Iteration 25F (768.384160 sec): 3 clusters Score: Raw -73068.365796 + Penalty 658.441342 = -72409.924454 nChanged 0 Trying to split cluster 13 (31016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.419095 sec): 2 clusters Score: Raw -1504163.734323 + Penalty 470.572761 = -1503693.161562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.459589 sec): 3 clusters Score: Raw -1483956.299354 + Penalty 941.145522 = -1483015.153833 nChanged 14826 SP:Iteration 1F (768.496189 sec): 3 clusters Score: Raw -1492674.226657 + Penalty 941.145522 = -1491733.081136 nChanged 1718 SP:Iteration 2F (768.532880 sec): 3 clusters Score: Raw -1493558.701724 + Penalty 941.145522 = -1492617.556203 nChanged 2115 SP:Iteration 3F (768.569590 sec): 3 clusters Score: Raw -1494958.444251 + Penalty 941.145522 = -1494017.298729 nChanged 2562 SP:Iteration 4F (768.606408 sec): 3 clusters Score: Raw -1497073.841774 + Penalty 941.145522 = -1496132.696252 nChanged 2688 SP:Iteration 5F (768.643143 sec): 3 clusters Score: Raw -1499556.725035 + Penalty 941.145522 = -1498615.579514 nChanged 2213 SP:Iteration 6F (768.679771 sec): 3 clusters Score: Raw -1501543.081151 + Penalty 941.145522 = -1500601.935629 nChanged 1474 SP:Iteration 7Q (768.717448 sec): 3 clusters Score: Raw -1502571.513651 + Penalty 941.145522 = -1501630.368130 nChanged 786 SP:Iteration 8Q (768.779221 sec): 3 clusters Score: Raw -1503076.225069 + Penalty 941.145522 = -1502135.079547 nChanged 536 SP:Iteration 9Q (768.815648 sec): 3 clusters Score: Raw -1503407.456058 + Penalty 941.145522 = -1502466.310536 nChanged 468 SP:Iteration 10Q (768.852012 sec): 3 clusters Score: Raw -1503644.195291 + Penalty 941.145522 = -1502703.049769 nChanged 408 SP:Iteration 11Q (768.888234 sec): 3 clusters Score: Raw -1503808.052003 + Penalty 941.145522 = -1502866.906481 nChanged 311 SP:Iteration 12Q (768.924155 sec): 3 clusters Score: Raw -1503908.776335 + Penalty 941.145522 = -1502967.630813 nChanged 278 SP:Iteration 13Q (768.960265 sec): 3 clusters Score: Raw -1503991.135625 + Penalty 941.145522 = -1503049.990104 nChanged 227 SP:Iteration 14Q (769.014411 sec): 3 clusters Score: Raw -1504060.069780 + Penalty 941.145522 = -1503118.924258 nChanged 213 SP:Iteration 15Q (769.050324 sec): 3 clusters Score: Raw -1504120.201270 + Penalty 941.145522 = -1503179.055748 nChanged 177 SP:Iteration 16Q (769.086290 sec): 3 clusters Score: Raw -1504158.920375 + Penalty 941.145522 = -1503217.774853 nChanged 149 SP:Iteration 17Q (769.122093 sec): 3 clusters Score: Raw -1504184.466286 + Penalty 941.145522 = -1503243.320765 nChanged 126 SP:Iteration 18Q (769.158218 sec): 3 clusters Score: Raw -1504203.119688 + Penalty 941.145522 = -1503261.974166 nChanged 106 SP:Iteration 19Q (769.194045 sec): 3 clusters Score: Raw -1504219.313928 + Penalty 941.145522 = -1503278.168406 nChanged 104 SP:Iteration 20F (769.230557 sec): 3 clusters Score: Raw -1504233.231048 + Penalty 941.145522 = -1503292.085527 nChanged 84 SP:Iteration 21Q (769.266926 sec): 3 clusters Score: Raw -1504243.482378 + Penalty 941.145522 = -1503302.336856 nChanged 96 SP:Iteration 22Q (769.303053 sec): 3 clusters Score: Raw -1504257.224947 + Penalty 941.145522 = -1503316.079426 nChanged 114 SP:Iteration 23Q (769.339157 sec): 3 clusters Score: Raw -1504271.816614 + Penalty 941.145522 = -1503330.671092 nChanged 103 SP:Iteration 24Q (769.375171 sec): 3 clusters Score: Raw -1504285.363114 + Penalty 941.145522 = -1503344.217592 nChanged 95 SP:Iteration 25Q (769.411252 sec): 3 clusters Score: Raw -1504296.227743 + Penalty 941.145522 = -1503355.082221 nChanged 92 SP:Iteration 26Q (769.447277 sec): 3 clusters Score: Raw -1504306.084234 + Penalty 941.145522 = -1503364.938713 nChanged 84 SP:Iteration 27Q (769.483276 sec): 3 clusters Score: Raw -1504314.601327 + Penalty 941.145522 = -1503373.455805 nChanged 82 SP:Iteration 28Q (769.553232 sec): 3 clusters Score: Raw -1504321.169333 + Penalty 941.145522 = -1503380.023811 nChanged 68 SP:Iteration 29Q (769.618639 sec): 3 clusters Score: Raw -1504326.106290 + Penalty 941.145522 = -1503384.960768 nChanged 55 SP:Iteration 30Q (769.654343 sec): 3 clusters Score: Raw -1504329.528407 + Penalty 941.145522 = -1503388.382886 nChanged 43 SP:Iteration 31Q (769.689991 sec): 3 clusters Score: Raw -1504332.095766 + Penalty 941.145522 = -1503390.950244 nChanged 42 SP:Iteration 32Q (769.725764 sec): 3 clusters Score: Raw -1504335.405023 + Penalty 941.145522 = -1503394.259502 nChanged 45 SP:Iteration 33Q (769.761747 sec): 3 clusters Score: Raw -1504338.597669 + Penalty 941.145522 = -1503397.452148 nChanged 46 SP:Iteration 34Q (769.798185 sec): 3 clusters Score: Raw -1504341.870539 + Penalty 941.145522 = -1503400.725017 nChanged 55 SP:Iteration 35Q (769.834114 sec): 3 clusters Score: Raw -1504346.343276 + Penalty 941.145522 = -1503405.197754 nChanged 49 SP:Iteration 36Q (769.870081 sec): 3 clusters Score: Raw -1504350.020064 + Penalty 941.145522 = -1503408.874542 nChanged 52 SP:Iteration 37Q (769.905935 sec): 3 clusters Score: Raw -1504353.654706 + Penalty 941.145522 = -1503412.509184 nChanged 44 SP:Iteration 38Q (769.941596 sec): 3 clusters Score: Raw -1504356.872320 + Penalty 941.145522 = -1503415.726799 nChanged 45 SP:Iteration 39Q (769.977483 sec): 3 clusters Score: Raw -1504361.340654 + Penalty 941.145522 = -1503420.195133 nChanged 52 SP:Iteration 40F (770.013801 sec): 3 clusters Score: Raw -1504365.905329 + Penalty 941.145522 = -1503424.759808 nChanged 48 SP:Iteration 41Q (770.050191 sec): 3 clusters Score: Raw -1504369.121391 + Penalty 941.145522 = -1503427.975869 nChanged 43 SP:Iteration 42Q (770.086113 sec): 3 clusters Score: Raw -1504371.553500 + Penalty 941.145522 = -1503430.407978 nChanged 45 SP:Iteration 43Q (770.121912 sec): 3 clusters Score: Raw -1504374.209952 + Penalty 941.145522 = -1503433.064431 nChanged 43 SP:Iteration 44Q (770.157851 sec): 3 clusters Score: Raw -1504376.549790 + Penalty 941.145522 = -1503435.404268 nChanged 38 SP:Iteration 45Q (770.193843 sec): 3 clusters Score: Raw -1504378.400719 + Penalty 941.145522 = -1503437.255197 nChanged 25 SP:Iteration 46Q (770.229690 sec): 3 clusters Score: Raw -1504379.689566 + Penalty 941.145522 = -1503438.544044 nChanged 30 SP:Iteration 47Q (770.265580 sec): 3 clusters Score: Raw -1504381.257288 + Penalty 941.145522 = -1503440.111766 nChanged 29 SP:Iteration 48Q (770.301665 sec): 3 clusters Score: Raw -1504382.674537 + Penalty 941.145522 = -1503441.529015 nChanged 27 SP:Iteration 49Q (770.337425 sec): 3 clusters Score: Raw -1504383.850016 + Penalty 941.145522 = -1503442.704494 nChanged 28 SP:Iteration 50Q (770.373181 sec): 3 clusters Score: Raw -1504384.856089 + Penalty 941.145522 = -1503443.710567 nChanged 18 SP:Iteration 51Q (770.408968 sec): 3 clusters Score: Raw -1504385.505691 + Penalty 941.145522 = -1503444.360170 nChanged 16 SP:Iteration 52Q (770.445472 sec): 3 clusters Score: Raw -1504386.093052 + Penalty 941.145522 = -1503444.947530 nChanged 12 SP:Iteration 53Q (770.481126 sec): 3 clusters Score: Raw -1504386.656023 + Penalty 941.145522 = -1503445.510501 nChanged 11 SP:Iteration 54Q (770.517213 sec): 3 clusters Score: Raw -1504387.113611 + Penalty 941.145522 = -1503445.968090 nChanged 14 SP:Iteration 55Q (770.552940 sec): 3 clusters Score: Raw -1504387.560417 + Penalty 941.145522 = -1503446.414895 nChanged 10 SP:Iteration 56Q (770.589861 sec): 3 clusters Score: Raw -1504387.829845 + Penalty 941.145522 = -1503446.684323 nChanged 5 SP:Iteration 57Q (770.625598 sec): 3 clusters Score: Raw -1504387.969873 + Penalty 941.145522 = -1503446.824352 nChanged 2 SP:Iteration 58Q (770.661448 sec): 3 clusters Score: Raw -1504388.058242 + Penalty 941.145522 = -1503446.912720 nChanged 5 SP:Iteration 59Q (770.697084 sec): 3 clusters Score: Raw -1504388.167574 + Penalty 941.145522 = -1503447.022052 nChanged 6 SP:Iteration 60F (770.734184 sec): 3 clusters Score: Raw -1504388.461627 + Penalty 941.145522 = -1503447.316105 nChanged 7 SP:Iteration 61Q (770.770173 sec): 3 clusters Score: Raw -1504389.028219 + Penalty 941.145522 = -1503447.882698 nChanged 8 SP:Iteration 62Q (770.806384 sec): 3 clusters Score: Raw -1504389.351853 + Penalty 941.145522 = -1503448.206331 nChanged 8 SP:Iteration 63Q (770.846424 sec): 3 clusters Score: Raw -1504389.611872 + Penalty 941.145522 = -1503448.466350 nChanged 6 SP:Iteration 64Q (770.884730 sec): 3 clusters Score: Raw -1504389.798025 + Penalty 941.145522 = -1503448.652504 nChanged 7 SP:Iteration 65Q (770.920121 sec): 3 clusters Score: Raw -1504390.050742 + Penalty 941.145522 = -1503448.905220 nChanged 8 SP:Iteration 66Q (770.955776 sec): 3 clusters Score: Raw -1504390.220861 + Penalty 941.145522 = -1503449.075339 nChanged 5 SP:Iteration 67Q (770.991622 sec): 3 clusters Score: Raw -1504390.341744 + Penalty 941.145522 = -1503449.196222 nChanged 2 SP:Iteration 68Q (771.027451 sec): 3 clusters Score: Raw -1504390.380917 + Penalty 941.145522 = -1503449.235396 nChanged 3 SP:Iteration 69Q (771.063287 sec): 3 clusters Score: Raw -1504390.436309 + Penalty 941.145522 = -1503449.290787 nChanged 1 SP:Iteration 70Q (771.098982 sec): 3 clusters Score: Raw -1504390.470976 + Penalty 941.145522 = -1503449.325454 nChanged 1 SP:Iteration 71Q (771.134717 sec): 3 clusters Score: Raw -1504390.495484 + Penalty 941.145522 = -1503449.349962 nChanged 0 SP:Iteration 72F (771.171274 sec): 3 clusters Score: Raw -1504390.495484 + Penalty 941.145522 = -1503449.349962 nChanged 0 Trying to split cluster 14 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.182213 sec): 2 clusters Score: Raw -34972.508157 + Penalty 307.228302 = -34665.279855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.185233 sec): 3 clusters Score: Raw -34567.683238 + Penalty 614.456604 = -33953.226634 nChanged 332 SP:Iteration 1F (771.187919 sec): 3 clusters Score: Raw -34824.970073 + Penalty 614.456604 = -34210.513469 nChanged 80 SP:Iteration 2F (771.190560 sec): 3 clusters Score: Raw -34888.759953 + Penalty 614.456604 = -34274.303349 nChanged 46 SP:Iteration 3F (771.193276 sec): 3 clusters Score: Raw -34915.880183 + Penalty 614.456604 = -34301.423579 nChanged 22 SP:Iteration 4Q (771.195931 sec): 3 clusters Score: Raw -34933.967625 + Penalty 614.456604 = -34319.511021 nChanged 21 SP:Iteration 5Q (771.198573 sec): 3 clusters Score: Raw -34953.896678 + Penalty 614.456604 = -34339.440074 nChanged 18 SP:Iteration 6Q (771.201310 sec): 3 clusters Score: Raw -34968.811089 + Penalty 614.456604 = -34354.354485 nChanged 19 SP:Iteration 7Q (771.203946 sec): 3 clusters Score: Raw -34979.410240 + Penalty 614.456604 = -34364.953635 nChanged 13 SP:Iteration 8Q (771.206584 sec): 3 clusters Score: Raw -34988.854071 + Penalty 614.456604 = -34374.397467 nChanged 13 SP:Iteration 9Q (771.209211 sec): 3 clusters Score: Raw -34993.896847 + Penalty 614.456604 = -34379.440243 nChanged 7 SP:Iteration 10Q (771.211841 sec): 3 clusters Score: Raw -34997.563949 + Penalty 614.456604 = -34383.107345 nChanged 6 SP:Iteration 11Q (771.214465 sec): 3 clusters Score: Raw -35000.882355 + Penalty 614.456604 = -34386.425751 nChanged 7 SP:Iteration 12Q (771.217088 sec): 3 clusters Score: Raw -35006.116839 + Penalty 614.456604 = -34391.660235 nChanged 12 SP:Iteration 13Q (771.219708 sec): 3 clusters Score: Raw -35015.599124 + Penalty 614.456604 = -34401.142520 nChanged 14 SP:Iteration 14Q (771.222334 sec): 3 clusters Score: Raw -35028.227393 + Penalty 614.456604 = -34413.770789 nChanged 18 SP:Iteration 15Q (771.224958 sec): 3 clusters Score: Raw -35045.560399 + Penalty 614.456604 = -34431.103795 nChanged 21 SP:Iteration 16Q (771.227575 sec): 3 clusters Score: Raw -35065.441657 + Penalty 614.456604 = -34450.985052 nChanged 24 SP:Iteration 17Q (771.230188 sec): 3 clusters Score: Raw -35093.345675 + Penalty 614.456604 = -34478.889071 nChanged 23 SP:Iteration 18Q (771.232821 sec): 3 clusters Score: Raw -35125.330237 + Penalty 614.456604 = -34510.873633 nChanged 22 SP:Iteration 19Q (771.235424 sec): 3 clusters Score: Raw -35152.553077 + Penalty 614.456604 = -34538.096473 nChanged 13 SP:Iteration 20F (771.238043 sec): 3 clusters Score: Raw -35162.593011 + Penalty 614.456604 = -34548.136407 nChanged 8 SP:Iteration 21Q (771.240649 sec): 3 clusters Score: Raw -35164.790170 + Penalty 614.456604 = -34550.333566 nChanged 5 SP:Iteration 22Q (771.243222 sec): 3 clusters Score: Raw -35166.542104 + Penalty 614.456604 = -34552.085499 nChanged 3 SP:Iteration 23Q (771.245799 sec): 3 clusters Score: Raw -35167.596908 + Penalty 614.456604 = -34553.140304 nChanged 4 SP:Iteration 24Q (771.248367 sec): 3 clusters Score: Raw -35168.856885 + Penalty 614.456604 = -34554.400281 nChanged 2 SP:Iteration 25Q (771.250936 sec): 3 clusters Score: Raw -35169.217605 + Penalty 614.456604 = -34554.761001 nChanged 0 SP:Iteration 26F (771.253541 sec): 3 clusters Score: Raw -35169.217605 + Penalty 614.456604 = -34554.761001 nChanged 0 Trying to split cluster 15 (3296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.269231 sec): 2 clusters Score: Raw -161075.999758 + Penalty 368.571153 = -160707.428606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.278846 sec): 3 clusters Score: Raw -159229.502059 + Penalty 737.142305 = -158492.359753 nChanged 1409 SP:Iteration 1F (771.287478 sec): 3 clusters Score: Raw -160011.568287 + Penalty 737.142305 = -159274.425982 nChanged 219 SP:Iteration 2F (771.296114 sec): 3 clusters Score: Raw -160126.982547 + Penalty 737.142305 = -159389.840242 nChanged 212 SP:Iteration 3F (771.304710 sec): 3 clusters Score: Raw -160250.485391 + Penalty 737.142305 = -159513.343086 nChanged 190 SP:Iteration 4F (771.313363 sec): 3 clusters Score: Raw -160368.167812 + Penalty 737.142305 = -159631.025507 nChanged 167 SP:Iteration 5F (771.322037 sec): 3 clusters Score: Raw -160481.336067 + Penalty 737.142305 = -159744.193762 nChanged 153 SP:Iteration 6Q (771.337314 sec): 3 clusters Score: Raw -160601.257944 + Penalty 737.142305 = -159864.115639 nChanged 165 SP:Iteration 7F (771.345887 sec): 3 clusters Score: Raw -160738.676573 + Penalty 737.142305 = -160001.534268 nChanged 126 SP:Iteration 8Q (771.354506 sec): 3 clusters Score: Raw -160843.578626 + Penalty 737.142305 = -160106.436321 nChanged 95 SP:Iteration 9Q (771.363098 sec): 3 clusters Score: Raw -160927.282769 + Penalty 737.142305 = -160190.140464 nChanged 66 SP:Iteration 10Q (771.371609 sec): 3 clusters Score: Raw -160992.380004 + Penalty 737.142305 = -160255.237699 nChanged 47 SP:Iteration 11Q (771.380046 sec): 3 clusters Score: Raw -161030.469082 + Penalty 737.142305 = -160293.326777 nChanged 32 SP:Iteration 12Q (771.388454 sec): 3 clusters Score: Raw -161051.598387 + Penalty 737.142305 = -160314.456082 nChanged 25 SP:Iteration 13Q (771.396908 sec): 3 clusters Score: Raw -161070.244668 + Penalty 737.142305 = -160333.102362 nChanged 26 SP:Iteration 14Q (771.405281 sec): 3 clusters Score: Raw -161083.710216 + Penalty 737.142305 = -160346.567911 nChanged 20 SP:Iteration 15Q (771.413672 sec): 3 clusters Score: Raw -161097.988053 + Penalty 737.142305 = -160360.845748 nChanged 21 SP:Iteration 16Q (771.422004 sec): 3 clusters Score: Raw -161110.999081 + Penalty 737.142305 = -160373.856776 nChanged 18 SP:Iteration 17Q (771.430374 sec): 3 clusters Score: Raw -161121.411389 + Penalty 737.142305 = -160384.269084 nChanged 13 SP:Iteration 18Q (771.438671 sec): 3 clusters Score: Raw -161126.426768 + Penalty 737.142305 = -160389.284463 nChanged 9 SP:Iteration 19Q (771.446900 sec): 3 clusters Score: Raw -161130.661384 + Penalty 737.142305 = -160393.519079 nChanged 6 SP:Iteration 20F (771.455545 sec): 3 clusters Score: Raw -161132.695332 + Penalty 737.142305 = -160395.553027 nChanged 2 SP:Iteration 21Q (771.464419 sec): 3 clusters Score: Raw -161133.145888 + Penalty 737.142305 = -160396.003583 nChanged 2 SP:Iteration 22Q (771.472739 sec): 3 clusters Score: Raw -161133.707805 + Penalty 737.142305 = -160396.565500 nChanged 3 SP:Iteration 23Q (771.481021 sec): 3 clusters Score: Raw -161135.072727 + Penalty 737.142305 = -160397.930422 nChanged 2 SP:Iteration 24Q (771.489395 sec): 3 clusters Score: Raw -161136.585859 + Penalty 737.142305 = -160399.443554 nChanged 2 SP:Iteration 25Q (771.497671 sec): 3 clusters Score: Raw -161137.225626 + Penalty 737.142305 = -160400.083321 nChanged 0 SP:Iteration 26F (771.506269 sec): 3 clusters Score: Raw -161137.225626 + Penalty 737.142305 = -160400.083321 nChanged 0 Trying to split cluster 16 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.511316 sec): 2 clusters Score: Raw -3591.360112 + Penalty 214.283624 = -3377.076488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.512216 sec): 3 clusters Score: Raw -3621.248734 + Penalty 428.567248 = -3192.681486 nChanged 21 SP:Iteration 1F (771.512993 sec): 3 clusters Score: Raw -3677.788760 + Penalty 428.567248 = -3249.221512 nChanged 5 SP:Iteration 2Q (771.513767 sec): 3 clusters Score: Raw -3684.528982 + Penalty 428.567248 = -3255.961734 nChanged 0 SP:Iteration 3F (771.514537 sec): 3 clusters Score: Raw -3684.528982 + Penalty 428.567248 = -3255.961734 nChanged 0 Trying to split cluster 17 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.520829 sec): 2 clusters Score: Raw -32357.436122 + Penalty 298.333415 = -32059.102707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.523411 sec): 3 clusters Score: Raw -32030.032932 + Penalty 596.666830 = -31433.366101 nChanged 256 SP:Iteration 1F (771.525665 sec): 3 clusters Score: Raw -32192.271281 + Penalty 596.666830 = -31595.604450 nChanged 40 SP:Iteration 2F (771.527920 sec): 3 clusters Score: Raw -32217.972956 + Penalty 596.666830 = -31621.306125 nChanged 24 SP:Iteration 3Q (771.530195 sec): 3 clusters Score: Raw -32231.675446 + Penalty 596.666830 = -31635.008616 nChanged 16 SP:Iteration 4Q (771.532470 sec): 3 clusters Score: Raw -32240.280976 + Penalty 596.666830 = -31643.614145 nChanged 17 SP:Iteration 5Q (771.534738 sec): 3 clusters Score: Raw -32250.248731 + Penalty 596.666830 = -31653.581901 nChanged 13 SP:Iteration 6Q (771.537002 sec): 3 clusters Score: Raw -32260.988669 + Penalty 596.666830 = -31664.321839 nChanged 15 SP:Iteration 7Q (771.539263 sec): 3 clusters Score: Raw -32271.084332 + Penalty 596.666830 = -31674.417502 nChanged 21 SP:Iteration 8Q (771.541524 sec): 3 clusters Score: Raw -32288.309922 + Penalty 596.666830 = -31691.643092 nChanged 24 SP:Iteration 9Q (771.543782 sec): 3 clusters Score: Raw -32308.661961 + Penalty 596.666830 = -31711.995131 nChanged 13 SP:Iteration 10Q (771.546041 sec): 3 clusters Score: Raw -32317.323573 + Penalty 596.666830 = -31720.656742 nChanged 13 SP:Iteration 11Q (771.548292 sec): 3 clusters Score: Raw -32332.367488 + Penalty 596.666830 = -31735.700658 nChanged 15 SP:Iteration 12Q (771.550585 sec): 3 clusters Score: Raw -32348.767525 + Penalty 596.666830 = -31752.100695 nChanged 9 SP:Iteration 13Q (771.552841 sec): 3 clusters Score: Raw -32356.069846 + Penalty 596.666830 = -31759.403016 nChanged 10 SP:Iteration 14Q (771.555089 sec): 3 clusters Score: Raw -32371.180703 + Penalty 596.666830 = -31774.513873 nChanged 16 SP:Iteration 15Q (771.557317 sec): 3 clusters Score: Raw -32385.235056 + Penalty 596.666830 = -31788.568225 nChanged 4 SP:Iteration 16Q (771.559548 sec): 3 clusters Score: Raw -32388.171723 + Penalty 596.666830 = -31791.504893 nChanged 5 SP:Iteration 17Q (771.561746 sec): 3 clusters Score: Raw -32390.821317 + Penalty 596.666830 = -31794.154487 nChanged 1 SP:Iteration 18Q (771.563962 sec): 3 clusters Score: Raw -32392.139429 + Penalty 596.666830 = -31795.472599 nChanged 1 SP:Iteration 19Q (771.566184 sec): 3 clusters Score: Raw -32392.923440 + Penalty 596.666830 = -31796.256610 nChanged 0 SP:Iteration 20F (771.568403 sec): 3 clusters Score: Raw -32392.923440 + Penalty 596.666830 = -31796.256610 nChanged 0 Trying to split cluster 18 (19558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.594696 sec): 2 clusters Score: Raw -941117.507001 + Penalty 449.591856 = -940667.915145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.624658 sec): 3 clusters Score: Raw -928583.674866 + Penalty 899.183712 = -927684.491155 nChanged 9256 SP:Iteration 1F (771.652614 sec): 3 clusters Score: Raw -934089.567346 + Penalty 899.183712 = -933190.383634 nChanged 1262 SP:Iteration 2F (771.680718 sec): 3 clusters Score: Raw -934821.859305 + Penalty 899.183712 = -933922.675594 nChanged 1570 SP:Iteration 3F (771.708723 sec): 3 clusters Score: Raw -936021.528233 + Penalty 899.183712 = -935122.344522 nChanged 1675 SP:Iteration 4F (771.736735 sec): 3 clusters Score: Raw -937576.367560 + Penalty 899.183712 = -936677.183849 nChanged 1508 SP:Iteration 5F (771.764741 sec): 3 clusters Score: Raw -939109.889085 + Penalty 899.183712 = -938210.705373 nChanged 1060 SP:Iteration 6F (771.792699 sec): 3 clusters Score: Raw -940155.225797 + Penalty 899.183712 = -939256.042085 nChanged 597 SP:Iteration 7Q (771.820447 sec): 3 clusters Score: Raw -940721.594842 + Penalty 899.183712 = -939822.411130 nChanged 288 SP:Iteration 8Q (771.877651 sec): 3 clusters Score: Raw -940980.778781 + Penalty 899.183712 = -940081.595069 nChanged 122 SP:Iteration 9Q (771.903286 sec): 3 clusters Score: Raw -941089.029262 + Penalty 899.183712 = -940189.845551 nChanged 56 SP:Iteration 10Q (771.929090 sec): 3 clusters Score: Raw -941132.788280 + Penalty 899.183712 = -940233.604569 nChanged 27 SP:Iteration 11Q (771.954861 sec): 3 clusters Score: Raw -941156.013368 + Penalty 899.183712 = -940256.829656 nChanged 10 SP:Iteration 12Q (771.980728 sec): 3 clusters Score: Raw -941165.599167 + Penalty 899.183712 = -940266.415455 nChanged 11 SP:Iteration 13Q (772.006800 sec): 3 clusters Score: Raw -941171.984122 + Penalty 899.183712 = -940272.800410 nChanged 4 SP:Iteration 14Q (772.032539 sec): 3 clusters Score: Raw -941174.524633 + Penalty 899.183712 = -940275.340921 nChanged 7 SP:Iteration 15Q (772.058198 sec): 3 clusters Score: Raw -941179.999513 + Penalty 899.183712 = -940280.815801 nChanged 4 SP:Iteration 16Q (772.084029 sec): 3 clusters Score: Raw -941181.689391 + Penalty 899.183712 = -940282.505679 nChanged 4 SP:Iteration 17Q (772.122603 sec): 3 clusters Score: Raw -941183.700225 + Penalty 899.183712 = -940284.516513 nChanged 4 SP:Iteration 18Q (772.184183 sec): 3 clusters Score: Raw -941187.203318 + Penalty 899.183712 = -940288.019607 nChanged 3 SP:Iteration 19Q (772.246282 sec): 3 clusters Score: Raw -941188.561125 + Penalty 899.183712 = -940289.377414 nChanged 4 SP:Iteration 20F (772.303811 sec): 3 clusters Score: Raw -941191.289006 + Penalty 899.183712 = -940292.105295 nChanged 2 SP:Iteration 21Q (772.372618 sec): 3 clusters Score: Raw -941191.779618 + Penalty 899.183712 = -940292.595906 nChanged 1 SP:Iteration 22Q (772.424255 sec): 3 clusters Score: Raw -941191.916133 + Penalty 899.183712 = -940292.732421 nChanged 0 SP:Iteration 23F (772.485761 sec): 3 clusters Score: Raw -941191.916133 + Penalty 899.183712 = -940292.732421 nChanged 0 Trying to split cluster 19 (64723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.554850 sec): 2 clusters Score: Raw -3188216.539505 + Penalty 504.043172 = -3187712.496334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.651167 sec): 3 clusters Score: Raw -3144920.868410 + Penalty 1008.086343 = -3143912.782067 nChanged 31424 SP:Iteration 1F (772.751621 sec): 3 clusters Score: Raw -3163133.743041 + Penalty 1008.086343 = -3162125.656698 nChanged 2611 SP:Iteration 2Q (772.859604 sec): 3 clusters Score: Raw -3163959.884669 + Penalty 1008.086343 = -3162951.798326 nChanged 2846 SP:Iteration 3Q (772.967617 sec): 3 clusters Score: Raw -3165137.904249 + Penalty 1008.086343 = -3164129.817906 nChanged 3355 SP:Iteration 4F (773.067801 sec): 3 clusters Score: Raw -3167068.227353 + Penalty 1008.086343 = -3166060.141010 nChanged 4131 SP:Iteration 5F (773.132399 sec): 3 clusters Score: Raw -3170181.448768 + Penalty 1008.086343 = -3169173.362425 nChanged 4637 SP:Iteration 6F (773.196266 sec): 3 clusters Score: Raw -3174057.123218 + Penalty 1008.086343 = -3173049.036874 nChanged 4416 SP:Iteration 7F (773.259929 sec): 3 clusters Score: Raw -3177155.816609 + Penalty 1008.086343 = -3176147.730266 nChanged 3302 SP:Iteration 8F (773.323671 sec): 3 clusters Score: Raw -3178535.034960 + Penalty 1008.086343 = -3177526.948617 nChanged 1771 SP:Iteration 9Q (773.391100 sec): 3 clusters Score: Raw -3178929.784734 + Penalty 1008.086343 = -3177921.698391 nChanged 1012 SP:Iteration 10Q (773.458550 sec): 3 clusters Score: Raw -3179095.284538 + Penalty 1008.086343 = -3178087.198194 nChanged 730 SP:Iteration 11Q (773.528821 sec): 3 clusters Score: Raw -3179219.142835 + Penalty 1008.086343 = -3178211.056492 nChanged 657 SP:Iteration 12Q (773.596678 sec): 3 clusters Score: Raw -3179336.709711 + Penalty 1008.086343 = -3178328.623368 nChanged 627 SP:Iteration 13Q (773.663842 sec): 3 clusters Score: Raw -3179452.835960 + Penalty 1008.086343 = -3178444.749617 nChanged 591 SP:Iteration 14Q (773.731135 sec): 3 clusters Score: Raw -3179559.257589 + Penalty 1008.086343 = -3178551.171245 nChanged 607 SP:Iteration 15Q (773.798233 sec): 3 clusters Score: Raw -3179664.350401 + Penalty 1008.086343 = -3178656.264058 nChanged 572 SP:Iteration 16Q (773.876805 sec): 3 clusters Score: Raw -3179759.332031 + Penalty 1008.086343 = -3178751.245687 nChanged 577 SP:Iteration 17Q (773.944096 sec): 3 clusters Score: Raw -3179852.039205 + Penalty 1008.086343 = -3178843.952862 nChanged 511 SP:Iteration 18Q (774.011124 sec): 3 clusters Score: Raw -3179939.565273 + Penalty 1008.086343 = -3178931.478930 nChanged 544 SP:Iteration 19Q (774.078134 sec): 3 clusters Score: Raw -3180022.062062 + Penalty 1008.086343 = -3179013.975718 nChanged 516 SP:Iteration 20F (774.141906 sec): 3 clusters Score: Raw -3180107.753993 + Penalty 1008.086343 = -3179099.667650 nChanged 546 SP:Iteration 21Q (774.208980 sec): 3 clusters Score: Raw -3180200.458330 + Penalty 1008.086343 = -3179192.371987 nChanged 546 SP:Iteration 22Q (774.275899 sec): 3 clusters Score: Raw -3180290.121067 + Penalty 1008.086343 = -3179282.034724 nChanged 552 SP:Iteration 23Q (774.342734 sec): 3 clusters Score: Raw -3180386.210886 + Penalty 1008.086343 = -3179378.124542 nChanged 518 SP:Iteration 24Q (774.442336 sec): 3 clusters Score: Raw -3180466.483473 + Penalty 1008.086343 = -3179458.397130 nChanged 502 SP:Iteration 25Q (774.509563 sec): 3 clusters Score: Raw -3180546.408048 + Penalty 1008.086343 = -3179538.321704 nChanged 502 SP:Iteration 26Q (774.599421 sec): 3 clusters Score: Raw -3180627.243344 + Penalty 1008.086343 = -3179619.157001 nChanged 462 SP:Iteration 27Q (774.666311 sec): 3 clusters Score: Raw -3180696.729912 + Penalty 1008.086343 = -3179688.643569 nChanged 465 SP:Iteration 28Q (774.733607 sec): 3 clusters Score: Raw -3180763.217019 + Penalty 1008.086343 = -3179755.130676 nChanged 416 SP:Iteration 29Q (774.800698 sec): 3 clusters Score: Raw -3180823.090676 + Penalty 1008.086343 = -3179815.004333 nChanged 420 SP:Iteration 30Q (774.867663 sec): 3 clusters Score: Raw -3180878.594193 + Penalty 1008.086343 = -3179870.507850 nChanged 397 SP:Iteration 31Q (774.934395 sec): 3 clusters Score: Raw -3180928.539188 + Penalty 1008.086343 = -3179920.452845 nChanged 373 SP:Iteration 32Q (775.001301 sec): 3 clusters Score: Raw -3180970.698114 + Penalty 1008.086343 = -3179962.611771 nChanged 343 SP:Iteration 33Q (775.067935 sec): 3 clusters Score: Raw -3181006.956931 + Penalty 1008.086343 = -3179998.870588 nChanged 320 SP:Iteration 34Q (775.134882 sec): 3 clusters Score: Raw -3181037.621973 + Penalty 1008.086343 = -3180029.535630 nChanged 283 SP:Iteration 35Q (775.201673 sec): 3 clusters Score: Raw -3181064.397745 + Penalty 1008.086343 = -3180056.311402 nChanged 260 SP:Iteration 36Q (775.268784 sec): 3 clusters Score: Raw -3181087.232908 + Penalty 1008.086343 = -3180079.146565 nChanged 251 SP:Iteration 37Q (775.335682 sec): 3 clusters Score: Raw -3181106.717779 + Penalty 1008.086343 = -3180098.631436 nChanged 222 SP:Iteration 38Q (775.402415 sec): 3 clusters Score: Raw -3181123.591783 + Penalty 1008.086343 = -3180115.505440 nChanged 236 SP:Iteration 39Q (775.469008 sec): 3 clusters Score: Raw -3181139.993967 + Penalty 1008.086343 = -3180131.907624 nChanged 214 SP:Iteration 40F (775.532554 sec): 3 clusters Score: Raw -3181154.302184 + Penalty 1008.086343 = -3180146.215840 nChanged 182 SP:Iteration 41Q (775.599759 sec): 3 clusters Score: Raw -3181165.630970 + Penalty 1008.086343 = -3180157.544626 nChanged 171 SP:Iteration 42Q (775.666729 sec): 3 clusters Score: Raw -3181175.543166 + Penalty 1008.086343 = -3180167.456822 nChanged 152 SP:Iteration 43Q (775.733600 sec): 3 clusters Score: Raw -3181185.296449 + Penalty 1008.086343 = -3180177.210106 nChanged 158 SP:Iteration 44Q (775.800587 sec): 3 clusters Score: Raw -3181195.099781 + Penalty 1008.086343 = -3180187.013438 nChanged 168 SP:Iteration 45Q (775.867720 sec): 3 clusters Score: Raw -3181205.465415 + Penalty 1008.086343 = -3180197.379071 nChanged 154 SP:Iteration 46Q (775.934930 sec): 3 clusters Score: Raw -3181214.392038 + Penalty 1008.086343 = -3180206.305695 nChanged 148 SP:Iteration 47Q (776.001912 sec): 3 clusters Score: Raw -3181221.505086 + Penalty 1008.086343 = -3180213.418743 nChanged 144 SP:Iteration 48Q (776.069951 sec): 3 clusters Score: Raw -3181228.409178 + Penalty 1008.086343 = -3180220.322835 nChanged 130 SP:Iteration 49Q (776.137137 sec): 3 clusters Score: Raw -3181234.133565 + Penalty 1008.086343 = -3180226.047222 nChanged 125 SP:Iteration 50Q (776.204195 sec): 3 clusters Score: Raw -3181240.000072 + Penalty 1008.086343 = -3180231.913728 nChanged 147 SP:Iteration 51Q (776.271276 sec): 3 clusters Score: Raw -3181247.035737 + Penalty 1008.086343 = -3180238.949394 nChanged 140 SP:Iteration 52Q (776.338336 sec): 3 clusters Score: Raw -3181252.674814 + Penalty 1008.086343 = -3180244.588471 nChanged 133 SP:Iteration 53Q (776.405323 sec): 3 clusters Score: Raw -3181258.021588 + Penalty 1008.086343 = -3180249.935245 nChanged 129 SP:Iteration 54Q (776.472424 sec): 3 clusters Score: Raw -3181263.635597 + Penalty 1008.086343 = -3180255.549254 nChanged 128 SP:Iteration 55Q (776.539462 sec): 3 clusters Score: Raw -3181268.977220 + Penalty 1008.086343 = -3180260.890876 nChanged 132 SP:Iteration 56Q (776.606747 sec): 3 clusters Score: Raw -3181274.507952 + Penalty 1008.086343 = -3180266.421609 nChanged 138 SP:Iteration 57Q (776.673861 sec): 3 clusters Score: Raw -3181280.862652 + Penalty 1008.086343 = -3180272.776308 nChanged 152 SP:Iteration 58Q (776.740855 sec): 3 clusters Score: Raw -3181287.258822 + Penalty 1008.086343 = -3180279.172479 nChanged 146 SP:Iteration 59Q (776.808010 sec): 3 clusters Score: Raw -3181293.421077 + Penalty 1008.086343 = -3180285.334734 nChanged 157 SP:Iteration 60F (776.871675 sec): 3 clusters Score: Raw -3181300.639769 + Penalty 1008.086343 = -3180292.553426 nChanged 185 SP:Iteration 61Q (776.939155 sec): 3 clusters Score: Raw -3181309.183098 + Penalty 1008.086343 = -3180301.096755 nChanged 186 SP:Iteration 62Q (777.006620 sec): 3 clusters Score: Raw -3181318.129109 + Penalty 1008.086343 = -3180310.042766 nChanged 175 SP:Iteration 63Q (777.074020 sec): 3 clusters Score: Raw -3181327.562938 + Penalty 1008.086343 = -3180319.476594 nChanged 198 SP:Iteration 64Q (777.141612 sec): 3 clusters Score: Raw -3181338.936710 + Penalty 1008.086343 = -3180330.850367 nChanged 191 SP:Iteration 65Q (777.209552 sec): 3 clusters Score: Raw -3181350.310467 + Penalty 1008.086343 = -3180342.224124 nChanged 209 SP:Iteration 66Q (777.277076 sec): 3 clusters Score: Raw -3181361.781823 + Penalty 1008.086343 = -3180353.695480 nChanged 205 SP:Iteration 67Q (777.344615 sec): 3 clusters Score: Raw -3181372.650724 + Penalty 1008.086343 = -3180364.564380 nChanged 203 SP:Iteration 68Q (777.412071 sec): 3 clusters Score: Raw -3181383.180755 + Penalty 1008.086343 = -3180375.094412 nChanged 205 SP:Iteration 69Q (777.479584 sec): 3 clusters Score: Raw -3181394.360943 + Penalty 1008.086343 = -3180386.274600 nChanged 234 SP:Iteration 70Q (777.547009 sec): 3 clusters Score: Raw -3181409.297640 + Penalty 1008.086343 = -3180401.211297 nChanged 256 SP:Iteration 71Q (777.614388 sec): 3 clusters Score: Raw -3181426.863380 + Penalty 1008.086343 = -3180418.777037 nChanged 265 SP:Iteration 72Q (777.681607 sec): 3 clusters Score: Raw -3181445.414473 + Penalty 1008.086343 = -3180437.328130 nChanged 261 SP:Iteration 73Q (777.748906 sec): 3 clusters Score: Raw -3181462.897273 + Penalty 1008.086343 = -3180454.810930 nChanged 271 SP:Iteration 74Q (777.816196 sec): 3 clusters Score: Raw -3181481.468862 + Penalty 1008.086343 = -3180473.382518 nChanged 270 SP:Iteration 75Q (777.883500 sec): 3 clusters Score: Raw -3181500.111008 + Penalty 1008.086343 = -3180492.024665 nChanged 285 SP:Iteration 76Q (777.950700 sec): 3 clusters Score: Raw -3181522.291500 + Penalty 1008.086343 = -3180514.205156 nChanged 319 SP:Iteration 77Q (778.017785 sec): 3 clusters Score: Raw -3181547.973907 + Penalty 1008.086343 = -3180539.887564 nChanged 326 SP:Iteration 78Q (778.084691 sec): 3 clusters Score: Raw -3181575.928951 + Penalty 1008.086343 = -3180567.842608 nChanged 361 SP:Iteration 79Q (778.151635 sec): 3 clusters Score: Raw -3181610.507913 + Penalty 1008.086343 = -3180602.421569 nChanged 425 SP:Iteration 80F (778.215329 sec): 3 clusters Score: Raw -3181653.596263 + Penalty 1008.086343 = -3180645.509920 nChanged 421 SP:Iteration 81Q (778.283069 sec): 3 clusters Score: Raw -3181698.412172 + Penalty 1008.086343 = -3180690.325829 nChanged 437 SP:Iteration 82Q (778.350638 sec): 3 clusters Score: Raw -3181747.581316 + Penalty 1008.086343 = -3180739.494972 nChanged 459 SP:Iteration 83Q (778.417973 sec): 3 clusters Score: Raw -3181802.081472 + Penalty 1008.086343 = -3180793.995129 nChanged 477 SP:Iteration 84Q (778.485100 sec): 3 clusters Score: Raw -3181862.623322 + Penalty 1008.086343 = -3180854.536979 nChanged 514 SP:Iteration 85Q (778.552159 sec): 3 clusters Score: Raw -3181933.539853 + Penalty 1008.086343 = -3180925.453509 nChanged 555 SP:Iteration 86Q (778.618935 sec): 3 clusters Score: Raw -3182013.999853 + Penalty 1008.086343 = -3181005.913510 nChanged 564 SP:Iteration 87Q (778.685522 sec): 3 clusters Score: Raw -3182102.174885 + Penalty 1008.086343 = -3181094.088542 nChanged 611 SP:Iteration 88Q (778.751861 sec): 3 clusters Score: Raw -3182202.099227 + Penalty 1008.086343 = -3181194.012883 nChanged 600 SP:Iteration 89Q (778.818081 sec): 3 clusters Score: Raw -3182300.361688 + Penalty 1008.086343 = -3181292.275345 nChanged 597 SP:Iteration 90Q (778.884169 sec): 3 clusters Score: Raw -3182399.178458 + Penalty 1008.086343 = -3181391.092114 nChanged 620 SP:Iteration 91Q (778.949958 sec): 3 clusters Score: Raw -3182507.280368 + Penalty 1008.086343 = -3181499.194025 nChanged 656 SP:Iteration 92Q (779.015522 sec): 3 clusters Score: Raw -3182622.557384 + Penalty 1008.086343 = -3181614.471041 nChanged 665 SP:Iteration 93Q (779.080803 sec): 3 clusters Score: Raw -3182743.266086 + Penalty 1008.086343 = -3181735.179742 nChanged 675 SP:Iteration 94Q (779.146249 sec): 3 clusters Score: Raw -3182865.920222 + Penalty 1008.086343 = -3181857.833879 nChanged 633 SP:Iteration 95Q (779.211584 sec): 3 clusters Score: Raw -3182980.534537 + Penalty 1008.086343 = -3181972.448193 nChanged 683 SP:Iteration 96Q (779.276641 sec): 3 clusters Score: Raw -3183111.776907 + Penalty 1008.086343 = -3182103.690564 nChanged 696 SP:Iteration 97Q (779.341585 sec): 3 clusters Score: Raw -3183249.562040 + Penalty 1008.086343 = -3182241.475696 nChanged 676 SP:Iteration 98Q (779.406537 sec): 3 clusters Score: Raw -3183386.768287 + Penalty 1008.086343 = -3182378.681944 nChanged 671 SP:Iteration 99Q (779.471082 sec): 3 clusters Score: Raw -3183529.821151 + Penalty 1008.086343 = -3182521.734808 nChanged 681 SP:Iteration 100F (779.534710 sec): 3 clusters Score: Raw -3183685.906692 + Penalty 1008.086343 = -3182677.820349 nChanged 719 SP:Iteration 101Q (779.600216 sec): 3 clusters Score: Raw -3183858.376629 + Penalty 1008.086343 = -3182850.290285 nChanged 732 SP:Iteration 102Q (779.665645 sec): 3 clusters Score: Raw -3184034.285559 + Penalty 1008.086343 = -3183026.199216 nChanged 685 SP:Iteration 103Q (779.730923 sec): 3 clusters Score: Raw -3184196.712256 + Penalty 1008.086343 = -3183188.625913 nChanged 683 SP:Iteration 104Q (779.796488 sec): 3 clusters Score: Raw -3184372.344041 + Penalty 1008.086343 = -3183364.257698 nChanged 738 SP:Iteration 105Q (779.861766 sec): 3 clusters Score: Raw -3184580.971349 + Penalty 1008.086343 = -3183572.885006 nChanged 755 SP:Iteration 106Q (779.926940 sec): 3 clusters Score: Raw -3184807.898168 + Penalty 1008.086343 = -3183799.811825 nChanged 768 SP:Iteration 107Q (780.007135 sec): 3 clusters Score: Raw -3185046.473950 + Penalty 1008.086343 = -3184038.387607 nChanged 724 SP:Iteration 108Q (780.071814 sec): 3 clusters Score: Raw -3185268.226935 + Penalty 1008.086343 = -3184260.140591 nChanged 689 SP:Iteration 109Q (780.135919 sec): 3 clusters Score: Raw -3185484.218603 + Penalty 1008.086343 = -3184476.132260 nChanged 691 SP:Iteration 110Q (780.199573 sec): 3 clusters Score: Raw -3185712.673851 + Penalty 1008.086343 = -3184704.587508 nChanged 678 SP:Iteration 111Q (780.262991 sec): 3 clusters Score: Raw -3185954.220562 + Penalty 1008.086343 = -3184946.134219 nChanged 655 SP:Iteration 112Q (780.325626 sec): 3 clusters Score: Raw -3186193.545459 + Penalty 1008.086343 = -3185185.459116 nChanged 636 SP:Iteration 113Q (780.388105 sec): 3 clusters Score: Raw -3186427.989665 + Penalty 1008.086343 = -3185419.903322 nChanged 583 SP:Iteration 114Q (780.449815 sec): 3 clusters Score: Raw -3186652.176757 + Penalty 1008.086343 = -3185644.090414 nChanged 552 SP:Iteration 115Q (780.510886 sec): 3 clusters Score: Raw -3186866.626478 + Penalty 1008.086343 = -3185858.540135 nChanged 503 SP:Iteration 116Q (780.571765 sec): 3 clusters Score: Raw -3187061.985938 + Penalty 1008.086343 = -3186053.899594 nChanged 444 SP:Iteration 117Q (780.632581 sec): 3 clusters Score: Raw -3187224.827379 + Penalty 1008.086343 = -3186216.741035 nChanged 382 SP:Iteration 118Q (780.693175 sec): 3 clusters Score: Raw -3187370.737786 + Penalty 1008.086343 = -3186362.651443 nChanged 359 SP:Iteration 119Q (780.753472 sec): 3 clusters Score: Raw -3187509.683794 + Penalty 1008.086343 = -3186501.597451 nChanged 342 SP:Iteration 120F (780.816793 sec): 3 clusters Score: Raw -3187647.538814 + Penalty 1008.086343 = -3186639.452471 nChanged 301 SP:Iteration 121Q (780.876983 sec): 3 clusters Score: Raw -3187760.522827 + Penalty 1008.086343 = -3186752.436484 nChanged 266 SP:Iteration 122Q (780.936200 sec): 3 clusters Score: Raw -3187853.621040 + Penalty 1008.086343 = -3186845.534696 nChanged 230 SP:Iteration 123Q (780.995255 sec): 3 clusters Score: Raw -3187944.909254 + Penalty 1008.086343 = -3186936.822911 nChanged 226 SP:Iteration 124Q (781.054059 sec): 3 clusters Score: Raw -3188038.860258 + Penalty 1008.086343 = -3187030.773915 nChanged 178 SP:Iteration 125Q (781.112894 sec): 3 clusters Score: Raw -3188112.827134 + Penalty 1008.086343 = -3187104.740790 nChanged 154 SP:Iteration 126Q (781.171490 sec): 3 clusters Score: Raw -3188183.246639 + Penalty 1008.086343 = -3187175.160295 nChanged 129 SP:Iteration 127Q (781.232067 sec): 3 clusters Score: Raw -3188244.724543 + Penalty 1008.086343 = -3187236.638200 nChanged 87 SP:Iteration 128Q (781.290625 sec): 3 clusters Score: Raw -3188272.646189 + Penalty 1008.086343 = -3187264.559846 nChanged 58 SP:Iteration 129Q (781.349062 sec): 3 clusters Score: Raw -3188290.890078 + Penalty 1008.086343 = -3187282.803735 nChanged 41 SP:Iteration 130Q (781.407191 sec): 3 clusters Score: Raw -3188301.061090 + Penalty 1008.086343 = -3187292.974747 nChanged 25 SP:Iteration 131Q (781.465216 sec): 3 clusters Score: Raw -3188306.310186 + Penalty 1008.086343 = -3187298.223843 nChanged 29 SP:Iteration 132Q (781.523302 sec): 3 clusters Score: Raw -3188313.010305 + Penalty 1008.086343 = -3187304.923961 nChanged 24 SP:Iteration 133Q (781.581453 sec): 3 clusters Score: Raw -3188318.428382 + Penalty 1008.086343 = -3187310.342038 nChanged 20 SP:Iteration 134Q (781.639656 sec): 3 clusters Score: Raw -3188322.586124 + Penalty 1008.086343 = -3187314.499781 nChanged 20 SP:Iteration 135Q (781.697660 sec): 3 clusters Score: Raw -3188326.824387 + Penalty 1008.086343 = -3187318.738044 nChanged 28 SP:Iteration 136Q (781.755936 sec): 3 clusters Score: Raw -3188334.626596 + Penalty 1008.086343 = -3187326.540252 nChanged 21 SP:Iteration 137Q (781.814194 sec): 3 clusters Score: Raw -3188338.947527 + Penalty 1008.086343 = -3187330.861183 nChanged 14 SP:Iteration 138Q (781.872419 sec): 3 clusters Score: Raw -3188342.368955 + Penalty 1008.086343 = -3187334.282611 nChanged 19 SP:Iteration 139Q (781.930549 sec): 3 clusters Score: Raw -3188347.299269 + Penalty 1008.086343 = -3187339.212926 nChanged 18 SP:Iteration 140F (781.993350 sec): 3 clusters Score: Raw -3188353.286065 + Penalty 1008.086343 = -3187345.199722 nChanged 18 SP:Iteration 141Q (782.051523 sec): 3 clusters Score: Raw -3188359.975031 + Penalty 1008.086343 = -3187351.888687 nChanged 18 SP:Iteration 142Q (782.109596 sec): 3 clusters Score: Raw -3188366.549106 + Penalty 1008.086343 = -3187358.462762 nChanged 16 SP:Iteration 143Q (782.167600 sec): 3 clusters Score: Raw -3188371.107408 + Penalty 1008.086343 = -3187363.021065 nChanged 13 SP:Iteration 144Q (782.225677 sec): 3 clusters Score: Raw -3188374.985943 + Penalty 1008.086343 = -3187366.899599 nChanged 9 SP:Iteration 145Q (782.283803 sec): 3 clusters Score: Raw -3188376.992551 + Penalty 1008.086343 = -3187368.906207 nChanged 7 SP:Iteration 146Q (782.341714 sec): 3 clusters Score: Raw -3188378.458614 + Penalty 1008.086343 = -3187370.372271 nChanged 8 SP:Iteration 147Q (782.399520 sec): 3 clusters Score: Raw -3188379.345895 + Penalty 1008.086343 = -3187371.259551 nChanged 5 SP:Iteration 148Q (782.457336 sec): 3 clusters Score: Raw -3188380.167763 + Penalty 1008.086343 = -3187372.081420 nChanged 4 SP:Iteration 149Q (782.515258 sec): 3 clusters Score: Raw -3188380.657038 + Penalty 1008.086343 = -3187372.570695 nChanged 1 SP:Iteration 150Q (782.573165 sec): 3 clusters Score: Raw -3188380.820225 + Penalty 1008.086343 = -3187372.733881 nChanged 1 SP:Iteration 151Q (782.631172 sec): 3 clusters Score: Raw -3188380.881974 + Penalty 1008.086343 = -3187372.795631 nChanged 1 SP:Iteration 152Q (782.689123 sec): 3 clusters Score: Raw -3188381.082260 + Penalty 1008.086343 = -3187372.995916 nChanged 0 SP:Iteration 153F (782.751679 sec): 3 clusters Score: Raw -3188381.082260 + Penalty 1008.086343 = -3187372.995916 nChanged 0 Trying to split cluster 20 (2167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.757760 sec): 2 clusters Score: Raw -99812.838200 + Penalty 349.490005 = -99463.348196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.764498 sec): 3 clusters Score: Raw -98622.944539 + Penalty 698.980009 = -97923.964530 nChanged 917 SP:Iteration 1F (782.770951 sec): 3 clusters Score: Raw -99222.367544 + Penalty 698.980009 = -98523.387535 nChanged 199 SP:Iteration 2F (782.776976 sec): 3 clusters Score: Raw -99382.916274 + Penalty 698.980009 = -98683.936265 nChanged 178 SP:Iteration 3F (782.782961 sec): 3 clusters Score: Raw -99525.754946 + Penalty 698.980009 = -98826.774937 nChanged 130 SP:Iteration 4F (782.788927 sec): 3 clusters Score: Raw -99629.383687 + Penalty 698.980009 = -98930.403678 nChanged 104 SP:Iteration 5Q (782.794922 sec): 3 clusters Score: Raw -99718.133556 + Penalty 698.980009 = -99019.153546 nChanged 80 SP:Iteration 6Q (782.800923 sec): 3 clusters Score: Raw -99780.713229 + Penalty 698.980009 = -99081.733219 nChanged 46 SP:Iteration 7Q (782.806898 sec): 3 clusters Score: Raw -99832.417352 + Penalty 698.980009 = -99133.437343 nChanged 36 SP:Iteration 8Q (782.812788 sec): 3 clusters Score: Raw -99881.291382 + Penalty 698.980009 = -99182.311373 nChanged 31 SP:Iteration 9Q (782.818640 sec): 3 clusters Score: Raw -99901.880892 + Penalty 698.980009 = -99202.900882 nChanged 18 SP:Iteration 10Q (782.824479 sec): 3 clusters Score: Raw -99916.321621 + Penalty 698.980009 = -99217.341612 nChanged 15 SP:Iteration 11Q (782.830300 sec): 3 clusters Score: Raw -99925.383892 + Penalty 698.980009 = -99226.403883 nChanged 13 SP:Iteration 12Q (782.836170 sec): 3 clusters Score: Raw -99932.337697 + Penalty 698.980009 = -99233.357688 nChanged 11 SP:Iteration 13Q (782.841997 sec): 3 clusters Score: Raw -99937.347365 + Penalty 698.980009 = -99238.367355 nChanged 6 SP:Iteration 14Q (782.847800 sec): 3 clusters Score: Raw -99939.952300 + Penalty 698.980009 = -99240.972291 nChanged 7 SP:Iteration 15Q (782.856940 sec): 3 clusters Score: Raw -99941.680187 + Penalty 698.980009 = -99242.700178 nChanged 1 SP:Iteration 16Q (782.862801 sec): 3 clusters Score: Raw -99941.971078 + Penalty 698.980009 = -99242.991069 nChanged 2 SP:Iteration 17Q (782.868620 sec): 3 clusters Score: Raw -99942.280433 + Penalty 698.980009 = -99243.300424 nChanged 1 SP:Iteration 18Q (782.874433 sec): 3 clusters Score: Raw -99942.492138 + Penalty 698.980009 = -99243.512129 nChanged 3 SP:Iteration 19Q (782.880225 sec): 3 clusters Score: Raw -99943.343070 + Penalty 698.980009 = -99244.363061 nChanged 1 SP:Iteration 20F (782.886127 sec): 3 clusters Score: Raw -99943.597768 + Penalty 698.980009 = -99244.617759 nChanged 1 SP:Iteration 21Q (782.891940 sec): 3 clusters Score: Raw -99943.815881 + Penalty 698.980009 = -99244.835872 nChanged 0 SP:Iteration 22F (782.897903 sec): 3 clusters Score: Raw -99943.815881 + Penalty 698.980009 = -99244.835872 nChanged 0 Trying to split cluster 21 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.904144 sec): 2 clusters Score: Raw -26503.438412 + Penalty 282.764668 = -26220.673743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.906110 sec): 3 clusters Score: Raw -26299.576246 + Penalty 565.529337 = -25734.046909 nChanged 183 SP:Iteration 1F (782.907854 sec): 3 clusters Score: Raw -26441.532211 + Penalty 565.529337 = -25876.002875 nChanged 47 SP:Iteration 2F (782.909584 sec): 3 clusters Score: Raw -26479.792557 + Penalty 565.529337 = -25914.263220 nChanged 23 SP:Iteration 3Q (782.911320 sec): 3 clusters Score: Raw -26499.829178 + Penalty 565.529337 = -25934.299841 nChanged 15 SP:Iteration 4Q (782.913053 sec): 3 clusters Score: Raw -26513.270033 + Penalty 565.529337 = -25947.740696 nChanged 10 SP:Iteration 5Q (782.914778 sec): 3 clusters Score: Raw -26520.164852 + Penalty 565.529337 = -25954.635515 nChanged 5 SP:Iteration 6Q (782.916496 sec): 3 clusters Score: Raw -26522.514079 + Penalty 565.529337 = -25956.984742 nChanged 1 SP:Iteration 7Q (782.918216 sec): 3 clusters Score: Raw -26523.021026 + Penalty 565.529337 = -25957.491689 nChanged 3 SP:Iteration 8Q (782.919929 sec): 3 clusters Score: Raw -26525.264825 + Penalty 565.529337 = -25959.735488 nChanged 2 SP:Iteration 9Q (782.921645 sec): 3 clusters Score: Raw -26526.547892 + Penalty 565.529337 = -25961.018555 nChanged 0 SP:Iteration 10F (782.923358 sec): 3 clusters Score: Raw -26526.547892 + Penalty 565.529337 = -25961.018555 nChanged 0 Trying to split cluster 22 (6453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.941091 sec): 2 clusters Score: Raw -322381.708323 + Penalty 399.139669 = -321982.568654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.959213 sec): 3 clusters Score: Raw -318393.194668 + Penalty 798.279338 = -317594.915330 nChanged 2998 SP:Iteration 1F (782.976971 sec): 3 clusters Score: Raw -320199.218119 + Penalty 798.279338 = -319400.938781 nChanged 483 SP:Iteration 2F (782.993366 sec): 3 clusters Score: Raw -320509.468506 + Penalty 798.279338 = -319711.189168 nChanged 496 SP:Iteration 3F (783.009653 sec): 3 clusters Score: Raw -320837.390482 + Penalty 798.279338 = -320039.111144 nChanged 436 SP:Iteration 4F (783.025926 sec): 3 clusters Score: Raw -321099.507588 + Penalty 798.279338 = -320301.228250 nChanged 407 SP:Iteration 5F (783.041969 sec): 3 clusters Score: Raw -321324.578030 + Penalty 798.279338 = -320526.298692 nChanged 350 SP:Iteration 6F (783.058605 sec): 3 clusters Score: Raw -321516.082687 + Penalty 798.279338 = -320717.803349 nChanged 301 SP:Iteration 7Q (783.074921 sec): 3 clusters Score: Raw -321667.938062 + Penalty 798.279338 = -320869.658724 nChanged 215 SP:Iteration 8Q (783.091287 sec): 3 clusters Score: Raw -321766.643475 + Penalty 798.279338 = -320968.364137 nChanged 157 SP:Iteration 9Q (783.107664 sec): 3 clusters Score: Raw -321831.085954 + Penalty 798.279338 = -321032.806616 nChanged 133 SP:Iteration 10Q (783.123999 sec): 3 clusters Score: Raw -321895.405896 + Penalty 798.279338 = -321097.126558 nChanged 124 SP:Iteration 11Q (783.141058 sec): 3 clusters Score: Raw -321963.998086 + Penalty 798.279338 = -321165.718748 nChanged 116 SP:Iteration 12Q (783.157407 sec): 3 clusters Score: Raw -322021.151857 + Penalty 798.279338 = -321222.872519 nChanged 112 SP:Iteration 13Q (783.173721 sec): 3 clusters Score: Raw -322070.778402 + Penalty 798.279338 = -321272.499064 nChanged 103 SP:Iteration 14Q (783.189928 sec): 3 clusters Score: Raw -322105.594106 + Penalty 798.279338 = -321307.314768 nChanged 98 SP:Iteration 15Q (783.206430 sec): 3 clusters Score: Raw -322134.648544 + Penalty 798.279338 = -321336.369206 nChanged 81 SP:Iteration 16Q (783.222772 sec): 3 clusters Score: Raw -322160.550243 + Penalty 798.279338 = -321362.270905 nChanged 83 SP:Iteration 17Q (783.238981 sec): 3 clusters Score: Raw -322190.113734 + Penalty 798.279338 = -321391.834396 nChanged 92 SP:Iteration 18Q (783.255117 sec): 3 clusters Score: Raw -322221.712567 + Penalty 798.279338 = -321423.433229 nChanged 78 SP:Iteration 19Q (783.271226 sec): 3 clusters Score: Raw -322243.501717 + Penalty 798.279338 = -321445.222379 nChanged 68 SP:Iteration 20F (783.287527 sec): 3 clusters Score: Raw -322263.556888 + Penalty 798.279338 = -321465.277550 nChanged 65 SP:Iteration 21Q (783.303619 sec): 3 clusters Score: Raw -322283.253790 + Penalty 798.279338 = -321484.974452 nChanged 66 SP:Iteration 22Q (783.319812 sec): 3 clusters Score: Raw -322307.421517 + Penalty 798.279338 = -321509.142179 nChanged 79 SP:Iteration 23Q (783.335893 sec): 3 clusters Score: Raw -322335.467144 + Penalty 798.279338 = -321537.187806 nChanged 76 SP:Iteration 24Q (783.351998 sec): 3 clusters Score: Raw -322362.557950 + Penalty 798.279338 = -321564.278612 nChanged 84 SP:Iteration 25Q (783.368047 sec): 3 clusters Score: Raw -322392.696653 + Penalty 798.279338 = -321594.417315 nChanged 81 SP:Iteration 26Q (783.384040 sec): 3 clusters Score: Raw -322420.732800 + Penalty 798.279338 = -321622.453462 nChanged 80 SP:Iteration 27Q (783.399989 sec): 3 clusters Score: Raw -322450.406531 + Penalty 798.279338 = -321652.127193 nChanged 72 SP:Iteration 28Q (783.415862 sec): 3 clusters Score: Raw -322473.599999 + Penalty 798.279338 = -321675.320661 nChanged 55 SP:Iteration 29Q (783.431793 sec): 3 clusters Score: Raw -322491.664557 + Penalty 798.279338 = -321693.385219 nChanged 55 SP:Iteration 30Q (783.447696 sec): 3 clusters Score: Raw -322510.314511 + Penalty 798.279338 = -321712.035173 nChanged 51 SP:Iteration 31Q (783.463593 sec): 3 clusters Score: Raw -322532.328787 + Penalty 798.279338 = -321734.049449 nChanged 49 SP:Iteration 32Q (783.479473 sec): 3 clusters Score: Raw -322556.441636 + Penalty 798.279338 = -321758.162298 nChanged 43 SP:Iteration 33Q (783.495345 sec): 3 clusters Score: Raw -322572.939929 + Penalty 798.279338 = -321774.660591 nChanged 30 SP:Iteration 34Q (783.511190 sec): 3 clusters Score: Raw -322581.015710 + Penalty 798.279338 = -321782.736372 nChanged 28 SP:Iteration 35Q (783.527036 sec): 3 clusters Score: Raw -322589.451941 + Penalty 798.279338 = -321791.172603 nChanged 33 SP:Iteration 36Q (783.542844 sec): 3 clusters Score: Raw -322600.488632 + Penalty 798.279338 = -321802.209294 nChanged 38 SP:Iteration 37Q (783.558670 sec): 3 clusters Score: Raw -322613.669731 + Penalty 798.279338 = -321815.390393 nChanged 22 SP:Iteration 38Q (783.574424 sec): 3 clusters Score: Raw -322618.580872 + Penalty 798.279338 = -321820.301534 nChanged 23 SP:Iteration 39Q (783.590230 sec): 3 clusters Score: Raw -322624.010530 + Penalty 798.279338 = -321825.731192 nChanged 26 SP:Iteration 40F (783.606333 sec): 3 clusters Score: Raw -322632.736455 + Penalty 798.279338 = -321834.457117 nChanged 22 SP:Iteration 41Q (783.622116 sec): 3 clusters Score: Raw -322641.616030 + Penalty 798.279338 = -321843.336692 nChanged 24 SP:Iteration 42Q (783.637837 sec): 3 clusters Score: Raw -322652.535898 + Penalty 798.279338 = -321854.256560 nChanged 23 SP:Iteration 43Q (783.653571 sec): 3 clusters Score: Raw -322662.507939 + Penalty 798.279338 = -321864.228601 nChanged 17 SP:Iteration 44Q (783.669256 sec): 3 clusters Score: Raw -322667.714780 + Penalty 798.279338 = -321869.435442 nChanged 6 SP:Iteration 45Q (783.684992 sec): 3 clusters Score: Raw -322669.125025 + Penalty 798.279338 = -321870.845687 nChanged 6 SP:Iteration 46Q (783.700645 sec): 3 clusters Score: Raw -322670.759131 + Penalty 798.279338 = -321872.479793 nChanged 4 SP:Iteration 47Q (783.716327 sec): 3 clusters Score: Raw -322671.961712 + Penalty 798.279338 = -321873.682374 nChanged 6 SP:Iteration 48Q (783.731980 sec): 3 clusters Score: Raw -322672.939486 + Penalty 798.279338 = -321874.660148 nChanged 3 SP:Iteration 49Q (783.747647 sec): 3 clusters Score: Raw -322673.382005 + Penalty 798.279338 = -321875.102667 nChanged 2 SP:Iteration 50Q (783.763301 sec): 3 clusters Score: Raw -322673.496211 + Penalty 798.279338 = -321875.216873 nChanged 1 SP:Iteration 51Q (783.779004 sec): 3 clusters Score: Raw -322673.698846 + Penalty 798.279338 = -321875.419508 nChanged 2 SP:Iteration 52Q (783.794662 sec): 3 clusters Score: Raw -322674.661893 + Penalty 798.279338 = -321876.382555 nChanged 3 SP:Iteration 53Q (783.810335 sec): 3 clusters Score: Raw -322674.975750 + Penalty 798.279338 = -321876.696411 nChanged 0 SP:Iteration 54F (783.826422 sec): 3 clusters Score: Raw -322674.975750 + Penalty 798.279338 = -321876.696411 nChanged 0 Trying to split cluster 23 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.833652 sec): 2 clusters Score: Raw -14737.772379 + Penalty 264.948588 = -14472.823791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.835216 sec): 3 clusters Score: Raw -14638.118299 + Penalty 529.897176 = -14108.221123 nChanged 113 SP:Iteration 1F (783.836556 sec): 3 clusters Score: Raw -14749.210369 + Penalty 529.897176 = -14219.313192 nChanged 22 SP:Iteration 2F (783.837888 sec): 3 clusters Score: Raw -14780.065431 + Penalty 529.897176 = -14250.168254 nChanged 14 SP:Iteration 3Q (783.839241 sec): 3 clusters Score: Raw -14793.521761 + Penalty 529.897176 = -14263.624584 nChanged 5 SP:Iteration 4Q (783.840624 sec): 3 clusters Score: Raw -14797.360063 + Penalty 529.897176 = -14267.462887 nChanged 3 SP:Iteration 5Q (783.841961 sec): 3 clusters Score: Raw -14801.106838 + Penalty 529.897176 = -14271.209661 nChanged 2 SP:Iteration 6Q (783.843297 sec): 3 clusters Score: Raw -14804.028325 + Penalty 529.897176 = -14274.131148 nChanged 3 SP:Iteration 7Q (783.844628 sec): 3 clusters Score: Raw -14806.044831 + Penalty 529.897176 = -14276.147655 nChanged 6 SP:Iteration 8Q (783.845963 sec): 3 clusters Score: Raw -14812.002872 + Penalty 529.897176 = -14282.105696 nChanged 3 SP:Iteration 9Q (783.847292 sec): 3 clusters Score: Raw -14816.152304 + Penalty 529.897176 = -14286.255127 nChanged 3 SP:Iteration 10Q (783.848623 sec): 3 clusters Score: Raw -14819.663360 + Penalty 529.897176 = -14289.766184 nChanged 2 SP:Iteration 11Q (783.849958 sec): 3 clusters Score: Raw -14823.341096 + Penalty 529.897176 = -14293.443920 nChanged 1 SP:Iteration 12Q (783.851288 sec): 3 clusters Score: Raw -14824.019076 + Penalty 529.897176 = -14294.121900 nChanged 0 SP:Iteration 13F (783.852613 sec): 3 clusters Score: Raw -14824.019076 + Penalty 529.897176 = -14294.121900 nChanged 0 Trying to split cluster 24 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.857675 sec): 2 clusters Score: Raw -12661.974323 + Penalty 262.883181 = -12399.091142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.859169 sec): 3 clusters Score: Raw -12567.233521 + Penalty 525.766361 = -12041.467159 nChanged 98 SP:Iteration 1F (783.860468 sec): 3 clusters Score: Raw -12676.585277 + Penalty 525.766361 = -12150.818916 nChanged 25 SP:Iteration 2F (783.861766 sec): 3 clusters Score: Raw -12711.770421 + Penalty 525.766361 = -12186.004059 nChanged 16 SP:Iteration 3Q (783.863074 sec): 3 clusters Score: Raw -12729.106459 + Penalty 525.766361 = -12203.340097 nChanged 9 SP:Iteration 4Q (783.864364 sec): 3 clusters Score: Raw -12739.135652 + Penalty 525.766361 = -12213.369291 nChanged 3 SP:Iteration 5Q (783.865647 sec): 3 clusters Score: Raw -12740.620346 + Penalty 525.766361 = -12214.853985 nChanged 1 SP:Iteration 6Q (783.866927 sec): 3 clusters Score: Raw -12741.847542 + Penalty 525.766361 = -12216.081181 nChanged 0 SP:Iteration 7F (783.868203 sec): 3 clusters Score: Raw -12741.847542 + Penalty 525.766361 = -12216.081181 nChanged 0 Trying to split cluster 25 (20419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.895263 sec): 2 clusters Score: Raw -1001266.827552 + Penalty 451.552061 = -1000815.275491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.926165 sec): 3 clusters Score: Raw -988070.621244 + Penalty 903.104122 = -987167.517122 nChanged 9645 SP:Iteration 1F (783.954703 sec): 3 clusters Score: Raw -994157.562903 + Penalty 903.104122 = -993254.458781 nChanged 1452 SP:Iteration 2F (783.983241 sec): 3 clusters Score: Raw -995017.392588 + Penalty 903.104122 = -994114.288467 nChanged 1581 SP:Iteration 3F (784.011944 sec): 3 clusters Score: Raw -996243.862419 + Penalty 903.104122 = -995340.758297 nChanged 1634 SP:Iteration 4F (784.040546 sec): 3 clusters Score: Raw -997773.138562 + Penalty 903.104122 = -996870.034440 nChanged 1390 SP:Iteration 5F (784.069263 sec): 3 clusters Score: Raw -999184.629977 + Penalty 903.104122 = -998281.525855 nChanged 1003 SP:Iteration 6Q (784.098529 sec): 3 clusters Score: Raw -999979.784929 + Penalty 903.104122 = -999076.680807 nChanged 615 SP:Iteration 7Q (784.126997 sec): 3 clusters Score: Raw -1000277.537176 + Penalty 903.104122 = -999374.433054 nChanged 353 SP:Iteration 8Q (784.155295 sec): 3 clusters Score: Raw -1000404.591421 + Penalty 903.104122 = -999501.487299 nChanged 250 SP:Iteration 9Q (784.183765 sec): 3 clusters Score: Raw -1000495.191304 + Penalty 903.104122 = -999592.087183 nChanged 191 SP:Iteration 10Q (784.211927 sec): 3 clusters Score: Raw -1000580.795475 + Penalty 903.104122 = -999677.691353 nChanged 197 SP:Iteration 11Q (784.240096 sec): 3 clusters Score: Raw -1000686.272653 + Penalty 903.104122 = -999783.168531 nChanged 199 SP:Iteration 12Q (784.268301 sec): 3 clusters Score: Raw -1000789.122403 + Penalty 903.104122 = -999886.018281 nChanged 180 SP:Iteration 13Q (784.296351 sec): 3 clusters Score: Raw -1000888.773085 + Penalty 903.104122 = -999985.668963 nChanged 167 SP:Iteration 14Q (784.324343 sec): 3 clusters Score: Raw -1000995.679262 + Penalty 903.104122 = -1000092.575140 nChanged 150 SP:Iteration 15Q (784.352494 sec): 3 clusters Score: Raw -1001090.967436 + Penalty 903.104122 = -1000187.863314 nChanged 154 SP:Iteration 16Q (784.380384 sec): 3 clusters Score: Raw -1001169.260377 + Penalty 903.104122 = -1000266.156255 nChanged 125 SP:Iteration 17Q (784.408268 sec): 3 clusters Score: Raw -1001226.445077 + Penalty 903.104122 = -1000323.340955 nChanged 116 SP:Iteration 18Q (784.436152 sec): 3 clusters Score: Raw -1001278.005076 + Penalty 903.104122 = -1000374.900955 nChanged 108 SP:Iteration 19Q (784.463902 sec): 3 clusters Score: Raw -1001316.442053 + Penalty 903.104122 = -1000413.337931 nChanged 85 SP:Iteration 20F (784.506258 sec): 3 clusters Score: Raw -1001344.670209 + Penalty 903.104122 = -1000441.566088 nChanged 81 SP:Iteration 21Q (784.533539 sec): 3 clusters Score: Raw -1001370.717994 + Penalty 903.104122 = -1000467.613872 nChanged 71 SP:Iteration 22Q (784.561245 sec): 3 clusters Score: Raw -1001390.419139 + Penalty 903.104122 = -1000487.315017 nChanged 67 SP:Iteration 23Q (784.589084 sec): 3 clusters Score: Raw -1001407.168791 + Penalty 903.104122 = -1000504.064669 nChanged 64 SP:Iteration 24Q (784.616731 sec): 3 clusters Score: Raw -1001418.060139 + Penalty 903.104122 = -1000514.956017 nChanged 43 SP:Iteration 25Q (784.644438 sec): 3 clusters Score: Raw -1001425.144477 + Penalty 903.104122 = -1000522.040355 nChanged 44 SP:Iteration 26Q (784.672113 sec): 3 clusters Score: Raw -1001432.839045 + Penalty 903.104122 = -1000529.734923 nChanged 43 SP:Iteration 27Q (784.699923 sec): 3 clusters Score: Raw -1001440.262370 + Penalty 903.104122 = -1000537.158248 nChanged 43 SP:Iteration 28Q (784.727457 sec): 3 clusters Score: Raw -1001446.567368 + Penalty 903.104122 = -1000543.463247 nChanged 34 SP:Iteration 29Q (784.755006 sec): 3 clusters Score: Raw -1001452.005839 + Penalty 903.104122 = -1000548.901717 nChanged 41 SP:Iteration 30Q (784.782722 sec): 3 clusters Score: Raw -1001458.573659 + Penalty 903.104122 = -1000555.469537 nChanged 37 SP:Iteration 31Q (784.810318 sec): 3 clusters Score: Raw -1001463.180396 + Penalty 903.104122 = -1000560.076275 nChanged 29 SP:Iteration 32Q (784.837679 sec): 3 clusters Score: Raw -1001466.990049 + Penalty 903.104122 = -1000563.885927 nChanged 26 SP:Iteration 33Q (784.865429 sec): 3 clusters Score: Raw -1001470.139848 + Penalty 903.104122 = -1000567.035726 nChanged 23 SP:Iteration 34Q (784.892958 sec): 3 clusters Score: Raw -1001472.807504 + Penalty 903.104122 = -1000569.703382 nChanged 15 SP:Iteration 35Q (784.920526 sec): 3 clusters Score: Raw -1001475.061714 + Penalty 903.104122 = -1000571.957592 nChanged 17 SP:Iteration 36Q (784.948047 sec): 3 clusters Score: Raw -1001476.309435 + Penalty 903.104122 = -1000573.205313 nChanged 14 SP:Iteration 37Q (784.975778 sec): 3 clusters Score: Raw -1001477.390912 + Penalty 903.104122 = -1000574.286790 nChanged 15 SP:Iteration 38Q (785.003404 sec): 3 clusters Score: Raw -1001478.330492 + Penalty 903.104122 = -1000575.226370 nChanged 5 SP:Iteration 39Q (785.030991 sec): 3 clusters Score: Raw -1001478.467183 + Penalty 903.104122 = -1000575.363061 nChanged 4 SP:Iteration 40F (785.059948 sec): 3 clusters Score: Raw -1001478.698581 + Penalty 903.104122 = -1000575.594459 nChanged 6 SP:Iteration 41Q (785.088132 sec): 3 clusters Score: Raw -1001478.990343 + Penalty 903.104122 = -1000575.886221 nChanged 6 SP:Iteration 42Q (785.115727 sec): 3 clusters Score: Raw -1001479.296397 + Penalty 903.104122 = -1000576.192275 nChanged 7 SP:Iteration 43Q (785.143384 sec): 3 clusters Score: Raw -1001479.697414 + Penalty 903.104122 = -1000576.593292 nChanged 8 SP:Iteration 44Q (785.171083 sec): 3 clusters Score: Raw -1001480.013204 + Penalty 903.104122 = -1000576.909082 nChanged 5 SP:Iteration 45Q (785.198695 sec): 3 clusters Score: Raw -1001480.257819 + Penalty 903.104122 = -1000577.153697 nChanged 5 SP:Iteration 46Q (785.226380 sec): 3 clusters Score: Raw -1001480.450390 + Penalty 903.104122 = -1000577.346269 nChanged 2 SP:Iteration 47Q (785.254160 sec): 3 clusters Score: Raw -1001480.524801 + Penalty 903.104122 = -1000577.420679 nChanged 1 SP:Iteration 48Q (785.281919 sec): 3 clusters Score: Raw -1001480.537035 + Penalty 903.104122 = -1000577.432913 nChanged 1 SP:Iteration 49Q (785.309504 sec): 3 clusters Score: Raw -1001480.553634 + Penalty 903.104122 = -1000577.449512 nChanged 0 SP:Iteration 50F (785.338352 sec): 3 clusters Score: Raw -1001480.553634 + Penalty 903.104122 = -1000577.449512 nChanged 0 Trying to split cluster 26 (16664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.360249 sec): 2 clusters Score: Raw -747055.149085 + Penalty 442.305772 = -746612.843313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.387649 sec): 3 clusters Score: Raw -736353.438242 + Penalty 884.611544 = -735468.826698 nChanged 7886 SP:Iteration 1F (785.413563 sec): 3 clusters Score: Raw -741215.079779 + Penalty 884.611544 = -740330.468235 nChanged 1018 SP:Iteration 2F (785.439798 sec): 3 clusters Score: Raw -741829.137281 + Penalty 884.611544 = -740944.525736 nChanged 1108 SP:Iteration 3F (785.465876 sec): 3 clusters Score: Raw -742616.962870 + Penalty 884.611544 = -741732.351325 nChanged 1108 SP:Iteration 4F (785.491760 sec): 3 clusters Score: Raw -743423.791566 + Penalty 884.611544 = -742539.180022 nChanged 975 SP:Iteration 5F (785.517692 sec): 3 clusters Score: Raw -743988.399259 + Penalty 884.611544 = -743103.787715 nChanged 704 SP:Iteration 6Q (785.544046 sec): 3 clusters Score: Raw -744266.844368 + Penalty 884.611544 = -743382.232824 nChanged 416 SP:Iteration 7Q (785.570055 sec): 3 clusters Score: Raw -744406.619136 + Penalty 884.611544 = -743522.007591 nChanged 332 SP:Iteration 8Q (785.596275 sec): 3 clusters Score: Raw -744510.966041 + Penalty 884.611544 = -743626.354496 nChanged 283 SP:Iteration 9Q (785.622411 sec): 3 clusters Score: Raw -744612.610138 + Penalty 884.611544 = -743727.998594 nChanged 296 SP:Iteration 10Q (785.648319 sec): 3 clusters Score: Raw -744710.549665 + Penalty 884.611544 = -743825.938120 nChanged 287 SP:Iteration 11Q (785.674366 sec): 3 clusters Score: Raw -744810.913535 + Penalty 884.611544 = -743926.301991 nChanged 303 SP:Iteration 12Q (785.700357 sec): 3 clusters Score: Raw -744920.028981 + Penalty 884.611544 = -744035.417436 nChanged 305 SP:Iteration 13Q (785.726295 sec): 3 clusters Score: Raw -745032.522603 + Penalty 884.611544 = -744147.911059 nChanged 311 SP:Iteration 14Q (785.752083 sec): 3 clusters Score: Raw -745150.008627 + Penalty 884.611544 = -744265.397082 nChanged 297 SP:Iteration 15Q (785.778016 sec): 3 clusters Score: Raw -745270.927059 + Penalty 884.611544 = -744386.315515 nChanged 300 SP:Iteration 16Q (785.803942 sec): 3 clusters Score: Raw -745395.978501 + Penalty 884.611544 = -744511.366957 nChanged 299 SP:Iteration 17Q (785.829750 sec): 3 clusters Score: Raw -745516.256976 + Penalty 884.611544 = -744631.645431 nChanged 255 SP:Iteration 18Q (785.855448 sec): 3 clusters Score: Raw -745626.911923 + Penalty 884.611544 = -744742.300378 nChanged 242 SP:Iteration 19Q (785.881106 sec): 3 clusters Score: Raw -745717.258511 + Penalty 884.611544 = -744832.646967 nChanged 220 SP:Iteration 20F (785.906890 sec): 3 clusters Score: Raw -745804.524322 + Penalty 884.611544 = -744919.912778 nChanged 204 SP:Iteration 21Q (785.932552 sec): 3 clusters Score: Raw -745885.289649 + Penalty 884.611544 = -745000.678105 nChanged 194 SP:Iteration 22Q (785.958061 sec): 3 clusters Score: Raw -745958.574547 + Penalty 884.611544 = -745073.963002 nChanged 187 SP:Iteration 23Q (785.983463 sec): 3 clusters Score: Raw -746019.029647 + Penalty 884.611544 = -745134.418103 nChanged 167 SP:Iteration 24Q (786.009016 sec): 3 clusters Score: Raw -746072.344776 + Penalty 884.611544 = -745187.733231 nChanged 148 SP:Iteration 25Q (786.034500 sec): 3 clusters Score: Raw -746108.925053 + Penalty 884.611544 = -745224.313509 nChanged 128 SP:Iteration 26Q (786.060017 sec): 3 clusters Score: Raw -746138.658126 + Penalty 884.611544 = -745254.046582 nChanged 102 SP:Iteration 27Q (786.085520 sec): 3 clusters Score: Raw -746158.535054 + Penalty 884.611544 = -745273.923510 nChanged 86 SP:Iteration 28Q (786.110909 sec): 3 clusters Score: Raw -746171.767025 + Penalty 884.611544 = -745287.155480 nChanged 77 SP:Iteration 29Q (786.136334 sec): 3 clusters Score: Raw -746183.733927 + Penalty 884.611544 = -745299.122382 nChanged 89 SP:Iteration 30Q (786.161815 sec): 3 clusters Score: Raw -746198.378736 + Penalty 884.611544 = -745313.767191 nChanged 82 SP:Iteration 31Q (786.187144 sec): 3 clusters Score: Raw -746208.909001 + Penalty 884.611544 = -745324.297457 nChanged 78 SP:Iteration 32Q (786.212414 sec): 3 clusters Score: Raw -746219.871013 + Penalty 884.611544 = -745335.259468 nChanged 86 SP:Iteration 33Q (786.237747 sec): 3 clusters Score: Raw -746231.521858 + Penalty 884.611544 = -745346.910314 nChanged 75 SP:Iteration 34Q (786.263141 sec): 3 clusters Score: Raw -746239.810690 + Penalty 884.611544 = -745355.199145 nChanged 73 SP:Iteration 35Q (786.288488 sec): 3 clusters Score: Raw -746247.524450 + Penalty 884.611544 = -745362.912905 nChanged 63 SP:Iteration 36Q (786.313943 sec): 3 clusters Score: Raw -746254.554273 + Penalty 884.611544 = -745369.942729 nChanged 65 SP:Iteration 37Q (786.339311 sec): 3 clusters Score: Raw -746262.289964 + Penalty 884.611544 = -745377.678420 nChanged 63 SP:Iteration 38Q (786.364542 sec): 3 clusters Score: Raw -746270.420396 + Penalty 884.611544 = -745385.808852 nChanged 76 SP:Iteration 39Q (786.389967 sec): 3 clusters Score: Raw -746282.508796 + Penalty 884.611544 = -745397.897252 nChanged 81 SP:Iteration 40F (786.415915 sec): 3 clusters Score: Raw -746298.450703 + Penalty 884.611544 = -745413.839159 nChanged 95 SP:Iteration 41Q (786.441202 sec): 3 clusters Score: Raw -746317.471326 + Penalty 884.611544 = -745432.859782 nChanged 109 SP:Iteration 42Q (786.466484 sec): 3 clusters Score: Raw -746341.068469 + Penalty 884.611544 = -745456.456925 nChanged 113 SP:Iteration 43Q (786.492009 sec): 3 clusters Score: Raw -746365.973878 + Penalty 884.611544 = -745481.362334 nChanged 119 SP:Iteration 44Q (786.517514 sec): 3 clusters Score: Raw -746389.953589 + Penalty 884.611544 = -745505.342044 nChanged 110 SP:Iteration 45Q (786.542854 sec): 3 clusters Score: Raw -746411.731546 + Penalty 884.611544 = -745527.120002 nChanged 107 SP:Iteration 46Q (786.568260 sec): 3 clusters Score: Raw -746434.767649 + Penalty 884.611544 = -745550.156105 nChanged 109 SP:Iteration 47Q (786.593864 sec): 3 clusters Score: Raw -746456.375456 + Penalty 884.611544 = -745571.763912 nChanged 94 SP:Iteration 48Q (786.619058 sec): 3 clusters Score: Raw -746475.668233 + Penalty 884.611544 = -745591.056689 nChanged 89 SP:Iteration 49Q (786.644339 sec): 3 clusters Score: Raw -746494.441116 + Penalty 884.611544 = -745609.829572 nChanged 104 SP:Iteration 50Q (786.669672 sec): 3 clusters Score: Raw -746520.048079 + Penalty 884.611544 = -745635.436535 nChanged 101 SP:Iteration 51Q (786.694916 sec): 3 clusters Score: Raw -746541.137103 + Penalty 884.611544 = -745656.525558 nChanged 109 SP:Iteration 52Q (786.720333 sec): 3 clusters Score: Raw -746565.635415 + Penalty 884.611544 = -745681.023871 nChanged 104 SP:Iteration 53Q (786.745688 sec): 3 clusters Score: Raw -746586.598583 + Penalty 884.611544 = -745701.987038 nChanged 103 SP:Iteration 54Q (786.770930 sec): 3 clusters Score: Raw -746607.952150 + Penalty 884.611544 = -745723.340605 nChanged 102 SP:Iteration 55Q (786.796139 sec): 3 clusters Score: Raw -746626.973366 + Penalty 884.611544 = -745742.361822 nChanged 102 SP:Iteration 56Q (786.821370 sec): 3 clusters Score: Raw -746650.425991 + Penalty 884.611544 = -745765.814447 nChanged 114 SP:Iteration 57Q (786.846619 sec): 3 clusters Score: Raw -746678.781750 + Penalty 884.611544 = -745794.170206 nChanged 106 SP:Iteration 58Q (786.871812 sec): 3 clusters Score: Raw -746711.810952 + Penalty 884.611544 = -745827.199408 nChanged 101 SP:Iteration 59Q (786.896964 sec): 3 clusters Score: Raw -746744.951480 + Penalty 884.611544 = -745860.339936 nChanged 113 SP:Iteration 60F (786.922987 sec): 3 clusters Score: Raw -746782.725868 + Penalty 884.611544 = -745898.114324 nChanged 112 SP:Iteration 61Q (786.947951 sec): 3 clusters Score: Raw -746819.711615 + Penalty 884.611544 = -745935.100071 nChanged 99 SP:Iteration 62Q (786.972927 sec): 3 clusters Score: Raw -746852.712800 + Penalty 884.611544 = -745968.101255 nChanged 86 SP:Iteration 63Q (786.997874 sec): 3 clusters Score: Raw -746879.659244 + Penalty 884.611544 = -745995.047700 nChanged 82 SP:Iteration 64Q (787.022785 sec): 3 clusters Score: Raw -746900.001051 + Penalty 884.611544 = -746015.389506 nChanged 61 SP:Iteration 65Q (787.047803 sec): 3 clusters Score: Raw -746911.778135 + Penalty 884.611544 = -746027.166591 nChanged 53 SP:Iteration 66Q (787.072634 sec): 3 clusters Score: Raw -746920.981834 + Penalty 884.611544 = -746036.370290 nChanged 40 SP:Iteration 67Q (787.097675 sec): 3 clusters Score: Raw -746926.521360 + Penalty 884.611544 = -746041.909816 nChanged 32 SP:Iteration 68Q (787.122525 sec): 3 clusters Score: Raw -746932.430270 + Penalty 884.611544 = -746047.818725 nChanged 38 SP:Iteration 69Q (787.147401 sec): 3 clusters Score: Raw -746942.017957 + Penalty 884.611544 = -746057.406413 nChanged 50 SP:Iteration 70Q (787.172158 sec): 3 clusters Score: Raw -746954.889039 + Penalty 884.611544 = -746070.277494 nChanged 42 SP:Iteration 71Q (787.197064 sec): 3 clusters Score: Raw -746965.323038 + Penalty 884.611544 = -746080.711493 nChanged 44 SP:Iteration 72Q (787.221805 sec): 3 clusters Score: Raw -746976.475167 + Penalty 884.611544 = -746091.863623 nChanged 44 SP:Iteration 73Q (787.246573 sec): 3 clusters Score: Raw -746987.171023 + Penalty 884.611544 = -746102.559478 nChanged 43 SP:Iteration 74Q (787.271347 sec): 3 clusters Score: Raw -746996.107800 + Penalty 884.611544 = -746111.496256 nChanged 33 SP:Iteration 75Q (787.296108 sec): 3 clusters Score: Raw -747002.045658 + Penalty 884.611544 = -746117.434114 nChanged 31 SP:Iteration 76Q (787.320835 sec): 3 clusters Score: Raw -747007.415430 + Penalty 884.611544 = -746122.803885 nChanged 33 SP:Iteration 77Q (787.345567 sec): 3 clusters Score: Raw -747014.152484 + Penalty 884.611544 = -746129.540939 nChanged 36 SP:Iteration 78Q (787.370212 sec): 3 clusters Score: Raw -747022.787616 + Penalty 884.611544 = -746138.176072 nChanged 39 SP:Iteration 79Q (787.394922 sec): 3 clusters Score: Raw -747032.144075 + Penalty 884.611544 = -746147.532530 nChanged 40 SP:Iteration 80F (787.420748 sec): 3 clusters Score: Raw -747044.834836 + Penalty 884.611544 = -746160.223291 nChanged 43 SP:Iteration 81Q (787.445564 sec): 3 clusters Score: Raw -747057.730081 + Penalty 884.611544 = -746173.118537 nChanged 32 SP:Iteration 82Q (787.470233 sec): 3 clusters Score: Raw -747066.282630 + Penalty 884.611544 = -746181.671086 nChanged 21 SP:Iteration 83Q (787.494750 sec): 3 clusters Score: Raw -747072.748701 + Penalty 884.611544 = -746188.137156 nChanged 24 SP:Iteration 84Q (787.519400 sec): 3 clusters Score: Raw -747081.911224 + Penalty 884.611544 = -746197.299680 nChanged 31 SP:Iteration 85Q (787.543859 sec): 3 clusters Score: Raw -747090.550925 + Penalty 884.611544 = -746205.939381 nChanged 21 SP:Iteration 86Q (787.568322 sec): 3 clusters Score: Raw -747097.351591 + Penalty 884.611544 = -746212.740047 nChanged 19 SP:Iteration 87Q (787.592835 sec): 3 clusters Score: Raw -747104.318597 + Penalty 884.611544 = -746219.707052 nChanged 20 SP:Iteration 88Q (787.617290 sec): 3 clusters Score: Raw -747115.247829 + Penalty 884.611544 = -746230.636285 nChanged 18 SP:Iteration 89Q (787.641776 sec): 3 clusters Score: Raw -747126.275547 + Penalty 884.611544 = -746241.664002 nChanged 20 SP:Iteration 90Q (787.666230 sec): 3 clusters Score: Raw -747134.535751 + Penalty 884.611544 = -746249.924206 nChanged 12 SP:Iteration 91Q (787.690884 sec): 3 clusters Score: Raw -747137.464520 + Penalty 884.611544 = -746252.852976 nChanged 6 SP:Iteration 92Q (787.715444 sec): 3 clusters Score: Raw -747138.535442 + Penalty 884.611544 = -746253.923897 nChanged 5 SP:Iteration 93Q (787.775801 sec): 3 clusters Score: Raw -747139.750603 + Penalty 884.611544 = -746255.139058 nChanged 5 SP:Iteration 94Q (787.800621 sec): 3 clusters Score: Raw -747141.055531 + Penalty 884.611544 = -746256.443986 nChanged 7 SP:Iteration 95Q (787.825008 sec): 3 clusters Score: Raw -747144.109753 + Penalty 884.611544 = -746259.498209 nChanged 9 SP:Iteration 96Q (787.849524 sec): 3 clusters Score: Raw -747147.867327 + Penalty 884.611544 = -746263.255783 nChanged 10 SP:Iteration 97Q (787.873952 sec): 3 clusters Score: Raw -747151.140372 + Penalty 884.611544 = -746266.528827 nChanged 7 SP:Iteration 98Q (787.898372 sec): 3 clusters Score: Raw -747153.526769 + Penalty 884.611544 = -746268.915225 nChanged 8 SP:Iteration 99Q (787.922881 sec): 3 clusters Score: Raw -747156.438163 + Penalty 884.611544 = -746271.826618 nChanged 6 SP:Iteration 100F (787.948759 sec): 3 clusters Score: Raw -747158.290501 + Penalty 884.611544 = -746273.678956 nChanged 4 SP:Iteration 101Q (787.973202 sec): 3 clusters Score: Raw -747159.778559 + Penalty 884.611544 = -746275.167014 nChanged 3 SP:Iteration 102Q (787.997642 sec): 3 clusters Score: Raw -747160.252917 + Penalty 884.611544 = -746275.641372 nChanged 1 SP:Iteration 103Q (788.022003 sec): 3 clusters Score: Raw -747160.836659 + Penalty 884.611544 = -746276.225114 nChanged 2 SP:Iteration 104Q (788.046446 sec): 3 clusters Score: Raw -747161.101927 + Penalty 884.611544 = -746276.490383 nChanged 2 SP:Iteration 105Q (788.070842 sec): 3 clusters Score: Raw -747161.296235 + Penalty 884.611544 = -746276.684691 nChanged 1 SP:Iteration 106Q (788.095209 sec): 3 clusters Score: Raw -747161.886394 + Penalty 884.611544 = -746277.274849 nChanged 1 SP:Iteration 107Q (788.119648 sec): 3 clusters Score: Raw -747162.072330 + Penalty 884.611544 = -746277.460786 nChanged 0 SP:Iteration 108F (788.145298 sec): 3 clusters Score: Raw -747162.072330 + Penalty 884.611544 = -746277.460786 nChanged 0 Trying to split cluster 27 (34748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.181269 sec): 2 clusters Score: Raw -1720206.090087 + Penalty 475.742417 = -1719730.347670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.225527 sec): 3 clusters Score: Raw -1697644.589619 + Penalty 951.484834 = -1696693.104785 nChanged 16634 SP:Iteration 1F (788.264972 sec): 3 clusters Score: Raw -1707479.250742 + Penalty 951.484834 = -1706527.765908 nChanged 1752 SP:Iteration 2F (788.304835 sec): 3 clusters Score: Raw -1708179.774602 + Penalty 951.484834 = -1707228.289768 nChanged 1884 SP:Iteration 3F (788.344495 sec): 3 clusters Score: Raw -1709131.187466 + Penalty 951.484834 = -1708179.702632 nChanged 2050 SP:Iteration 4F (788.384354 sec): 3 clusters Score: Raw -1710421.461777 + Penalty 951.484834 = -1709469.976943 nChanged 2226 SP:Iteration 5F (788.424185 sec): 3 clusters Score: Raw -1712015.728411 + Penalty 951.484834 = -1711064.243577 nChanged 2168 SP:Iteration 6F (788.463886 sec): 3 clusters Score: Raw -1713530.156241 + Penalty 951.484834 = -1712578.671407 nChanged 1776 SP:Iteration 7F (788.503529 sec): 3 clusters Score: Raw -1714412.161134 + Penalty 951.484834 = -1713460.676300 nChanged 1180 SP:Iteration 8Q (788.544478 sec): 3 clusters Score: Raw -1714762.704768 + Penalty 951.484834 = -1713811.219934 nChanged 750 SP:Iteration 9Q (788.584980 sec): 3 clusters Score: Raw -1714901.777447 + Penalty 951.484834 = -1713950.292613 nChanged 448 SP:Iteration 10Q (788.625507 sec): 3 clusters Score: Raw -1714979.919005 + Penalty 951.484834 = -1714028.434171 nChanged 361 SP:Iteration 11Q (788.665740 sec): 3 clusters Score: Raw -1715044.202219 + Penalty 951.484834 = -1714092.717385 nChanged 349 SP:Iteration 12Q (788.706155 sec): 3 clusters Score: Raw -1715116.388995 + Penalty 951.484834 = -1714164.904161 nChanged 375 SP:Iteration 13Q (788.746173 sec): 3 clusters Score: Raw -1715197.268751 + Penalty 951.484834 = -1714245.783917 nChanged 373 SP:Iteration 14Q (788.786714 sec): 3 clusters Score: Raw -1715287.605321 + Penalty 951.484834 = -1714336.120487 nChanged 393 SP:Iteration 15Q (788.826820 sec): 3 clusters Score: Raw -1715383.095038 + Penalty 951.484834 = -1714431.610204 nChanged 388 SP:Iteration 16Q (788.866885 sec): 3 clusters Score: Raw -1715482.230301 + Penalty 951.484834 = -1714530.745467 nChanged 383 SP:Iteration 17Q (788.906893 sec): 3 clusters Score: Raw -1715579.500541 + Penalty 951.484834 = -1714628.015707 nChanged 369 SP:Iteration 18Q (788.946595 sec): 3 clusters Score: Raw -1715669.418567 + Penalty 951.484834 = -1714717.933733 nChanged 354 SP:Iteration 19Q (788.986476 sec): 3 clusters Score: Raw -1715754.389797 + Penalty 951.484834 = -1714802.904963 nChanged 352 SP:Iteration 20F (789.025761 sec): 3 clusters Score: Raw -1715831.547402 + Penalty 951.484834 = -1714880.062568 nChanged 315 SP:Iteration 21Q (789.065707 sec): 3 clusters Score: Raw -1715900.583520 + Penalty 951.484834 = -1714949.098687 nChanged 317 SP:Iteration 22Q (789.105531 sec): 3 clusters Score: Raw -1715968.060792 + Penalty 951.484834 = -1715016.575958 nChanged 317 SP:Iteration 23Q (789.145410 sec): 3 clusters Score: Raw -1716043.940185 + Penalty 951.484834 = -1715092.455351 nChanged 324 SP:Iteration 24Q (789.184588 sec): 3 clusters Score: Raw -1716124.352412 + Penalty 951.484834 = -1715172.867578 nChanged 350 SP:Iteration 25Q (789.224067 sec): 3 clusters Score: Raw -1716215.613052 + Penalty 951.484834 = -1715264.128219 nChanged 369 SP:Iteration 26Q (789.263529 sec): 3 clusters Score: Raw -1716316.693609 + Penalty 951.484834 = -1715365.208775 nChanged 353 SP:Iteration 27Q (789.303074 sec): 3 clusters Score: Raw -1716409.719684 + Penalty 951.484834 = -1715458.234851 nChanged 375 SP:Iteration 28Q (789.342270 sec): 3 clusters Score: Raw -1716512.741760 + Penalty 951.484834 = -1715561.256926 nChanged 383 SP:Iteration 29Q (789.381818 sec): 3 clusters Score: Raw -1716620.282443 + Penalty 951.484834 = -1715668.797609 nChanged 408 SP:Iteration 30Q (789.421145 sec): 3 clusters Score: Raw -1716736.689010 + Penalty 951.484834 = -1715785.204176 nChanged 434 SP:Iteration 31Q (789.460295 sec): 3 clusters Score: Raw -1716854.493047 + Penalty 951.484834 = -1715903.008213 nChanged 421 SP:Iteration 32Q (789.499890 sec): 3 clusters Score: Raw -1716963.790646 + Penalty 951.484834 = -1716012.305812 nChanged 417 SP:Iteration 33Q (789.539045 sec): 3 clusters Score: Raw -1717080.817826 + Penalty 951.484834 = -1716129.332992 nChanged 465 SP:Iteration 34Q (789.578071 sec): 3 clusters Score: Raw -1717217.506713 + Penalty 951.484834 = -1716266.021879 nChanged 478 SP:Iteration 35Q (789.616968 sec): 3 clusters Score: Raw -1717366.885048 + Penalty 951.484834 = -1716415.400214 nChanged 540 SP:Iteration 36Q (789.656154 sec): 3 clusters Score: Raw -1717548.603499 + Penalty 951.484834 = -1716597.118665 nChanged 533 SP:Iteration 37Q (789.694940 sec): 3 clusters Score: Raw -1717739.309048 + Penalty 951.484834 = -1716787.824214 nChanged 539 SP:Iteration 38Q (789.757124 sec): 3 clusters Score: Raw -1717939.109924 + Penalty 951.484834 = -1716987.625090 nChanged 490 SP:Iteration 39Q (789.797296 sec): 3 clusters Score: Raw -1718121.350679 + Penalty 951.484834 = -1717169.865845 nChanged 482 SP:Iteration 40F (789.836744 sec): 3 clusters Score: Raw -1718303.266674 + Penalty 951.484834 = -1717351.781840 nChanged 501 SP:Iteration 41Q (789.875504 sec): 3 clusters Score: Raw -1718511.365088 + Penalty 951.484834 = -1717559.880254 nChanged 505 SP:Iteration 42Q (789.914629 sec): 3 clusters Score: Raw -1718740.880109 + Penalty 951.484834 = -1717789.395275 nChanged 467 SP:Iteration 43Q (789.952585 sec): 3 clusters Score: Raw -1718952.443715 + Penalty 951.484834 = -1718000.958881 nChanged 428 SP:Iteration 44Q (789.990722 sec): 3 clusters Score: Raw -1719160.258932 + Penalty 951.484834 = -1718208.774098 nChanged 434 SP:Iteration 45Q (790.028496 sec): 3 clusters Score: Raw -1719383.238436 + Penalty 951.484834 = -1718431.753602 nChanged 367 SP:Iteration 46Q (790.066401 sec): 3 clusters Score: Raw -1719571.374300 + Penalty 951.484834 = -1718619.889466 nChanged 315 SP:Iteration 47Q (790.104220 sec): 3 clusters Score: Raw -1719728.800316 + Penalty 951.484834 = -1718777.315482 nChanged 265 SP:Iteration 48Q (790.141853 sec): 3 clusters Score: Raw -1719862.647004 + Penalty 951.484834 = -1718911.162171 nChanged 207 SP:Iteration 49Q (790.179184 sec): 3 clusters Score: Raw -1719973.663208 + Penalty 951.484834 = -1719022.178375 nChanged 167 SP:Iteration 50Q (790.216228 sec): 3 clusters Score: Raw -1720062.420998 + Penalty 951.484834 = -1719110.936164 nChanged 117 SP:Iteration 51Q (790.253272 sec): 3 clusters Score: Raw -1720122.012454 + Penalty 951.484834 = -1719170.527620 nChanged 97 SP:Iteration 52Q (790.290213 sec): 3 clusters Score: Raw -1720168.357825 + Penalty 951.484834 = -1719216.872991 nChanged 75 SP:Iteration 53Q (790.327314 sec): 3 clusters Score: Raw -1720202.463952 + Penalty 951.484834 = -1719250.979118 nChanged 54 SP:Iteration 54Q (790.364072 sec): 3 clusters Score: Raw -1720225.299713 + Penalty 951.484834 = -1719273.814879 nChanged 49 SP:Iteration 55Q (790.400873 sec): 3 clusters Score: Raw -1720245.500275 + Penalty 951.484834 = -1719294.015441 nChanged 33 SP:Iteration 56Q (790.437597 sec): 3 clusters Score: Raw -1720258.725388 + Penalty 951.484834 = -1719307.240554 nChanged 31 SP:Iteration 57Q (790.474282 sec): 3 clusters Score: Raw -1720270.293664 + Penalty 951.484834 = -1719318.808830 nChanged 23 SP:Iteration 58Q (790.510946 sec): 3 clusters Score: Raw -1720279.481821 + Penalty 951.484834 = -1719327.996987 nChanged 17 SP:Iteration 59Q (790.547731 sec): 3 clusters Score: Raw -1720286.120198 + Penalty 951.484834 = -1719334.635364 nChanged 15 SP:Iteration 60F (790.592387 sec): 3 clusters Score: Raw -1720290.506845 + Penalty 951.484834 = -1719339.022011 nChanged 8 SP:Iteration 61Q (790.629458 sec): 3 clusters Score: Raw -1720293.479438 + Penalty 951.484834 = -1719341.994604 nChanged 11 SP:Iteration 62Q (790.666856 sec): 3 clusters Score: Raw -1720296.393933 + Penalty 951.484834 = -1719344.909099 nChanged 6 SP:Iteration 63Q (790.704026 sec): 3 clusters Score: Raw -1720297.429235 + Penalty 951.484834 = -1719345.944402 nChanged 3 SP:Iteration 64Q (790.740624 sec): 3 clusters Score: Raw -1720298.668808 + Penalty 951.484834 = -1719347.183974 nChanged 5 SP:Iteration 65Q (790.777394 sec): 3 clusters Score: Raw -1720300.759056 + Penalty 951.484834 = -1719349.274222 nChanged 7 SP:Iteration 66Q (790.814620 sec): 3 clusters Score: Raw -1720304.041718 + Penalty 951.484834 = -1719352.556884 nChanged 4 SP:Iteration 67Q (790.851356 sec): 3 clusters Score: Raw -1720306.271520 + Penalty 951.484834 = -1719354.786686 nChanged 5 SP:Iteration 68Q (790.888548 sec): 3 clusters Score: Raw -1720307.967270 + Penalty 951.484834 = -1719356.482436 nChanged 5 SP:Iteration 69Q (790.924926 sec): 3 clusters Score: Raw -1720309.883946 + Penalty 951.484834 = -1719358.399112 nChanged 1 SP:Iteration 70Q (790.962395 sec): 3 clusters Score: Raw -1720310.103266 + Penalty 951.484834 = -1719358.618432 nChanged 0 SP:Iteration 71F (791.001307 sec): 3 clusters Score: Raw -1720310.103266 + Penalty 951.484834 = -1719358.618432 nChanged 0 Trying to split cluster 28 (9039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.017108 sec): 2 clusters Score: Raw -419129.079983 + Penalty 414.473324 = -418714.606659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.038257 sec): 3 clusters Score: Raw -413521.256489 + Penalty 828.946648 = -412692.309840 nChanged 4159 SP:Iteration 1F (791.058266 sec): 3 clusters Score: Raw -416010.756467 + Penalty 828.946648 = -415181.809819 nChanged 597 SP:Iteration 2F (791.078602 sec): 3 clusters Score: Raw -416371.553555 + Penalty 828.946648 = -415542.606907 nChanged 595 SP:Iteration 3F (791.098812 sec): 3 clusters Score: Raw -416798.820666 + Penalty 828.946648 = -415969.874017 nChanged 559 SP:Iteration 4F (791.118873 sec): 3 clusters Score: Raw -417271.981880 + Penalty 828.946648 = -416443.035231 nChanged 517 SP:Iteration 5F (791.139286 sec): 3 clusters Score: Raw -417742.293822 + Penalty 828.946648 = -416913.347173 nChanged 434 SP:Iteration 6Q (791.159427 sec): 3 clusters Score: Raw -418115.238526 + Penalty 828.946648 = -417286.291878 nChanged 356 SP:Iteration 7Q (791.179412 sec): 3 clusters Score: Raw -418388.188756 + Penalty 828.946648 = -417559.242108 nChanged 258 SP:Iteration 8Q (791.199237 sec): 3 clusters Score: Raw -418561.572062 + Penalty 828.946648 = -417732.625414 nChanged 204 SP:Iteration 9Q (791.219023 sec): 3 clusters Score: Raw -418684.123934 + Penalty 828.946648 = -417855.177285 nChanged 174 SP:Iteration 10Q (791.238727 sec): 3 clusters Score: Raw -418792.677215 + Penalty 828.946648 = -417963.730566 nChanged 142 SP:Iteration 11Q (791.258658 sec): 3 clusters Score: Raw -418877.689004 + Penalty 828.946648 = -418048.742355 nChanged 121 SP:Iteration 12Q (791.278663 sec): 3 clusters Score: Raw -418951.761585 + Penalty 828.946648 = -418122.814937 nChanged 94 SP:Iteration 13Q (791.298407 sec): 3 clusters Score: Raw -418995.938351 + Penalty 828.946648 = -418166.991702 nChanged 73 SP:Iteration 14Q (791.318202 sec): 3 clusters Score: Raw -419028.518305 + Penalty 828.946648 = -418199.571656 nChanged 67 SP:Iteration 15Q (791.337950 sec): 3 clusters Score: Raw -419062.489896 + Penalty 828.946648 = -418233.543247 nChanged 63 SP:Iteration 16Q (791.357552 sec): 3 clusters Score: Raw -419092.159162 + Penalty 828.946648 = -418263.212514 nChanged 51 SP:Iteration 17Q (791.377054 sec): 3 clusters Score: Raw -419119.343355 + Penalty 828.946648 = -418290.396707 nChanged 41 SP:Iteration 18Q (791.396665 sec): 3 clusters Score: Raw -419136.204480 + Penalty 828.946648 = -418307.257832 nChanged 42 SP:Iteration 19Q (791.416326 sec): 3 clusters Score: Raw -419155.415745 + Penalty 828.946648 = -418326.469097 nChanged 32 SP:Iteration 20F (791.436426 sec): 3 clusters Score: Raw -419172.931593 + Penalty 828.946648 = -418343.984944 nChanged 25 SP:Iteration 21Q (791.455904 sec): 3 clusters Score: Raw -419190.827717 + Penalty 828.946648 = -418361.881069 nChanged 20 SP:Iteration 22Q (791.475722 sec): 3 clusters Score: Raw -419199.765082 + Penalty 828.946648 = -418370.818434 nChanged 16 SP:Iteration 23Q (791.495345 sec): 3 clusters Score: Raw -419206.429961 + Penalty 828.946648 = -418377.483313 nChanged 16 SP:Iteration 24Q (791.514670 sec): 3 clusters Score: Raw -419215.654706 + Penalty 828.946648 = -418386.708058 nChanged 19 SP:Iteration 25Q (791.533947 sec): 3 clusters Score: Raw -419222.570349 + Penalty 828.946648 = -418393.623700 nChanged 18 SP:Iteration 26Q (791.553631 sec): 3 clusters Score: Raw -419229.783505 + Penalty 828.946648 = -418400.836857 nChanged 9 SP:Iteration 27Q (791.572944 sec): 3 clusters Score: Raw -419235.118164 + Penalty 828.946648 = -418406.171516 nChanged 10 SP:Iteration 28Q (791.592541 sec): 3 clusters Score: Raw -419239.708013 + Penalty 828.946648 = -418410.761365 nChanged 8 SP:Iteration 29Q (791.611913 sec): 3 clusters Score: Raw -419240.989400 + Penalty 828.946648 = -418412.042752 nChanged 1 SP:Iteration 30Q (791.631571 sec): 3 clusters Score: Raw -419241.046643 + Penalty 828.946648 = -418412.099995 nChanged 0 SP:Iteration 31F (791.651911 sec): 3 clusters Score: Raw -419241.046643 + Penalty 828.946648 = -418412.099995 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.659453 sec): 2 clusters Score: Raw -6163.282221 + Penalty 237.771474 = -5925.510747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.660563 sec): 3 clusters Score: Raw -6136.151913 + Penalty 475.542947 = -5660.608966 nChanged 57 SP:Iteration 1F (791.661515 sec): 3 clusters Score: Raw -6267.314258 + Penalty 475.542947 = -5791.771310 nChanged 17 SP:Iteration 2F (791.662459 sec): 3 clusters Score: Raw -6307.457614 + Penalty 475.542947 = -5831.914667 nChanged 6 SP:Iteration 3Q (791.663392 sec): 3 clusters Score: Raw -6314.570102 + Penalty 475.542947 = -5839.027154 nChanged 1 SP:Iteration 4Q (791.664326 sec): 3 clusters Score: Raw -6315.519655 + Penalty 475.542947 = -5839.976707 nChanged 0 SP:Iteration 5F (791.665260 sec): 3 clusters Score: Raw -6315.519655 + Penalty 475.542947 = -5839.976707 nChanged 0 Trying to split cluster 30 (2702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.680140 sec): 2 clusters Score: Raw -131516.634088 + Penalty 359.529512 = -131157.104576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.688242 sec): 3 clusters Score: Raw -130006.339710 + Penalty 719.059024 = -129287.280686 nChanged 1181 SP:Iteration 1F (791.695470 sec): 3 clusters Score: Raw -130712.931284 + Penalty 719.059024 = -129993.872260 nChanged 192 SP:Iteration 2F (791.702664 sec): 3 clusters Score: Raw -130821.170778 + Penalty 719.059024 = -130102.111754 nChanged 165 SP:Iteration 3F (791.709838 sec): 3 clusters Score: Raw -130936.989218 + Penalty 719.059024 = -130217.930194 nChanged 158 SP:Iteration 4F (791.717015 sec): 3 clusters Score: Raw -131047.591880 + Penalty 719.059024 = -130328.532856 nChanged 145 SP:Iteration 5F (791.724224 sec): 3 clusters Score: Raw -131160.022426 + Penalty 719.059024 = -130440.963402 nChanged 123 SP:Iteration 6Q (791.731477 sec): 3 clusters Score: Raw -131265.341983 + Penalty 719.059024 = -130546.282959 nChanged 95 SP:Iteration 7Q (791.738706 sec): 3 clusters Score: Raw -131348.586618 + Penalty 719.059024 = -130629.527594 nChanged 76 SP:Iteration 8Q (791.745866 sec): 3 clusters Score: Raw -131407.424389 + Penalty 719.059024 = -130688.365365 nChanged 52 SP:Iteration 9Q (791.753000 sec): 3 clusters Score: Raw -131457.811067 + Penalty 719.059024 = -130738.752043 nChanged 48 SP:Iteration 10Q (791.760083 sec): 3 clusters Score: Raw -131504.521515 + Penalty 719.059024 = -130785.462491 nChanged 40 SP:Iteration 11Q (791.767136 sec): 3 clusters Score: Raw -131537.039999 + Penalty 719.059024 = -130817.980975 nChanged 25 SP:Iteration 12Q (791.774165 sec): 3 clusters Score: Raw -131555.137300 + Penalty 719.059024 = -130836.078276 nChanged 18 SP:Iteration 13Q (791.781169 sec): 3 clusters Score: Raw -131571.480215 + Penalty 719.059024 = -130852.421191 nChanged 24 SP:Iteration 14Q (791.788231 sec): 3 clusters Score: Raw -131594.326416 + Penalty 719.059024 = -130875.267392 nChanged 21 SP:Iteration 15Q (791.795242 sec): 3 clusters Score: Raw -131617.468752 + Penalty 719.059024 = -130898.409727 nChanged 17 SP:Iteration 16Q (791.802245 sec): 3 clusters Score: Raw -131630.456125 + Penalty 719.059024 = -130911.397101 nChanged 12 SP:Iteration 17Q (791.809230 sec): 3 clusters Score: Raw -131636.920990 + Penalty 719.059024 = -130917.861966 nChanged 6 SP:Iteration 18Q (791.816200 sec): 3 clusters Score: Raw -131639.810534 + Penalty 719.059024 = -130920.751509 nChanged 7 SP:Iteration 19Q (791.823185 sec): 3 clusters Score: Raw -131644.250484 + Penalty 719.059024 = -130925.191460 nChanged 7 SP:Iteration 20F (791.830344 sec): 3 clusters Score: Raw -131646.505996 + Penalty 719.059024 = -130927.446972 nChanged 4 SP:Iteration 21Q (791.837323 sec): 3 clusters Score: Raw -131647.313616 + Penalty 719.059024 = -130928.254592 nChanged 1 SP:Iteration 22Q (791.844254 sec): 3 clusters Score: Raw -131647.389845 + Penalty 719.059024 = -130928.330821 nChanged 0 SP:Iteration 23F (791.851406 sec): 3 clusters Score: Raw -131647.389845 + Penalty 719.059024 = -130928.330821 nChanged 0 Trying to split cluster 31 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.856396 sec): 2 clusters Score: Raw -5268.040264 + Penalty 231.765634 = -5036.274630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.857432 sec): 3 clusters Score: Raw -5255.957537 + Penalty 463.531268 = -4792.426269 nChanged 36 SP:Iteration 1F (791.858330 sec): 3 clusters Score: Raw -5322.411741 + Penalty 463.531268 = -4858.880473 nChanged 7 SP:Iteration 2Q (791.859219 sec): 3 clusters Score: Raw -5333.896319 + Penalty 463.531268 = -4870.365051 nChanged 5 SP:Iteration 3Q (791.860109 sec): 3 clusters Score: Raw -5343.230047 + Penalty 463.531268 = -4879.698778 nChanged 3 SP:Iteration 4Q (791.860987 sec): 3 clusters Score: Raw -5347.473305 + Penalty 463.531268 = -4883.942037 nChanged 1 SP:Iteration 5Q (791.861869 sec): 3 clusters Score: Raw -5352.452486 + Penalty 463.531268 = -4888.921217 nChanged 5 SP:Iteration 6Q (791.862755 sec): 3 clusters Score: Raw -5367.470392 + Penalty 463.531268 = -4903.939123 nChanged 2 SP:Iteration 7Q (791.863638 sec): 3 clusters Score: Raw -5378.093489 + Penalty 463.531268 = -4914.562221 nChanged 0 SP:Iteration 8F (791.864522 sec): 3 clusters Score: Raw -5378.093489 + Penalty 463.531268 = -4914.562221 nChanged 0 Trying to split cluster 32 (3348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.880294 sec): 2 clusters Score: Raw -136268.000678 + Penalty 369.283389 = -135898.717289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.890117 sec): 3 clusters Score: Raw -134320.152288 + Penalty 738.566777 = -133581.585511 nChanged 1482 SP:Iteration 1F (791.898938 sec): 3 clusters Score: Raw -135256.876686 + Penalty 738.566777 = -134518.309909 nChanged 311 SP:Iteration 2F (791.907744 sec): 3 clusters Score: Raw -135481.950939 + Penalty 738.566777 = -134743.384162 nChanged 284 SP:Iteration 3F (791.916573 sec): 3 clusters Score: Raw -135711.776486 + Penalty 738.566777 = -134973.209709 nChanged 259 SP:Iteration 4F (791.925378 sec): 3 clusters Score: Raw -135917.601810 + Penalty 738.566777 = -135179.035033 nChanged 218 SP:Iteration 5F (791.934167 sec): 3 clusters Score: Raw -136091.243733 + Penalty 738.566777 = -135352.676956 nChanged 165 SP:Iteration 6Q (791.943047 sec): 3 clusters Score: Raw -136222.060199 + Penalty 738.566777 = -135483.493422 nChanged 98 SP:Iteration 7Q (791.951896 sec): 3 clusters Score: Raw -136284.114863 + Penalty 738.566777 = -135545.548086 nChanged 65 SP:Iteration 8Q (791.960730 sec): 3 clusters Score: Raw -136312.059095 + Penalty 738.566777 = -135573.492318 nChanged 42 SP:Iteration 9Q (791.969532 sec): 3 clusters Score: Raw -136331.553020 + Penalty 738.566777 = -135592.986243 nChanged 29 SP:Iteration 10Q (791.978345 sec): 3 clusters Score: Raw -136342.836962 + Penalty 738.566777 = -135604.270185 nChanged 42 SP:Iteration 11Q (791.987148 sec): 3 clusters Score: Raw -136354.689211 + Penalty 738.566777 = -135616.122434 nChanged 29 SP:Iteration 12Q (791.995927 sec): 3 clusters Score: Raw -136364.040708 + Penalty 738.566777 = -135625.473931 nChanged 37 SP:Iteration 13Q (792.004696 sec): 3 clusters Score: Raw -136374.431619 + Penalty 738.566777 = -135635.864842 nChanged 32 SP:Iteration 14Q (792.013483 sec): 3 clusters Score: Raw -136382.732515 + Penalty 738.566777 = -135644.165738 nChanged 23 SP:Iteration 15Q (792.021955 sec): 3 clusters Score: Raw -136388.910803 + Penalty 738.566777 = -135650.344026 nChanged 22 SP:Iteration 16Q (792.030708 sec): 3 clusters Score: Raw -136394.256336 + Penalty 738.566777 = -135655.689559 nChanged 32 SP:Iteration 17Q (792.039470 sec): 3 clusters Score: Raw -136403.026289 + Penalty 738.566777 = -135664.459512 nChanged 30 SP:Iteration 18Q (792.048207 sec): 3 clusters Score: Raw -136413.387074 + Penalty 738.566777 = -135674.820297 nChanged 29 SP:Iteration 19Q (792.056935 sec): 3 clusters Score: Raw -136421.245869 + Penalty 738.566777 = -135682.679091 nChanged 19 SP:Iteration 20F (792.065661 sec): 3 clusters Score: Raw -136428.176931 + Penalty 738.566777 = -135689.610154 nChanged 30 SP:Iteration 21Q (792.074421 sec): 3 clusters Score: Raw -136444.565579 + Penalty 738.566777 = -135705.998802 nChanged 35 SP:Iteration 22Q (792.083891 sec): 3 clusters Score: Raw -136464.331729 + Penalty 738.566777 = -135725.764952 nChanged 33 SP:Iteration 23Q (792.092591 sec): 3 clusters Score: Raw -136480.963545 + Penalty 738.566777 = -135742.396768 nChanged 25 SP:Iteration 24Q (792.101559 sec): 3 clusters Score: Raw -136491.124346 + Penalty 738.566777 = -135752.557569 nChanged 17 SP:Iteration 25Q (792.110276 sec): 3 clusters Score: Raw -136496.389761 + Penalty 738.566777 = -135757.822984 nChanged 15 SP:Iteration 26Q (792.118972 sec): 3 clusters Score: Raw -136500.655963 + Penalty 738.566777 = -135762.089186 nChanged 17 SP:Iteration 27Q (792.127660 sec): 3 clusters Score: Raw -136505.505544 + Penalty 738.566777 = -135766.938767 nChanged 14 SP:Iteration 28Q (792.136377 sec): 3 clusters Score: Raw -136509.204496 + Penalty 738.566777 = -135770.637719 nChanged 13 SP:Iteration 29Q (792.145068 sec): 3 clusters Score: Raw -136511.815949 + Penalty 738.566777 = -135773.249171 nChanged 8 SP:Iteration 30Q (792.153753 sec): 3 clusters Score: Raw -136514.758531 + Penalty 738.566777 = -135776.191753 nChanged 10 SP:Iteration 31Q (792.162430 sec): 3 clusters Score: Raw -136520.890244 + Penalty 738.566777 = -135782.323466 nChanged 12 SP:Iteration 32Q (792.171142 sec): 3 clusters Score: Raw -136524.831595 + Penalty 738.566777 = -135786.264818 nChanged 12 SP:Iteration 33Q (792.179830 sec): 3 clusters Score: Raw -136529.837313 + Penalty 738.566777 = -135791.270536 nChanged 13 SP:Iteration 34Q (792.188484 sec): 3 clusters Score: Raw -136532.609536 + Penalty 738.566777 = -135794.042759 nChanged 3 SP:Iteration 35Q (792.197358 sec): 3 clusters Score: Raw -136532.926243 + Penalty 738.566777 = -135794.359466 nChanged 4 SP:Iteration 36Q (792.206055 sec): 3 clusters Score: Raw -136533.308735 + Penalty 738.566777 = -135794.741958 nChanged 4 SP:Iteration 37Q (792.214695 sec): 3 clusters Score: Raw -136533.899671 + Penalty 738.566777 = -135795.332893 nChanged 2 SP:Iteration 38Q (792.223341 sec): 3 clusters Score: Raw -136534.173652 + Penalty 738.566777 = -135795.606875 nChanged 1 SP:Iteration 39Q (792.232007 sec): 3 clusters Score: Raw -136534.317545 + Penalty 738.566777 = -135795.750768 nChanged 1 SP:Iteration 40F (792.240694 sec): 3 clusters Score: Raw -136534.709686 + Penalty 738.566777 = -135796.142908 nChanged 2 SP:Iteration 41Q (792.249350 sec): 3 clusters Score: Raw -136535.494071 + Penalty 738.566777 = -135796.927293 nChanged 4 SP:Iteration 42Q (792.257987 sec): 3 clusters Score: Raw -136536.682340 + Penalty 738.566777 = -135798.115563 nChanged 2 SP:Iteration 43Q (792.266673 sec): 3 clusters Score: Raw -136536.988131 + Penalty 738.566777 = -135798.421353 nChanged 1 SP:Iteration 44Q (792.275318 sec): 3 clusters Score: Raw -136537.301899 + Penalty 738.566777 = -135798.735122 nChanged 2 SP:Iteration 45Q (792.283968 sec): 3 clusters Score: Raw -136537.629946 + Penalty 738.566777 = -135799.063168 nChanged 2 SP:Iteration 46Q (792.292604 sec): 3 clusters Score: Raw -136537.935561 + Penalty 738.566777 = -135799.368784 nChanged 1 SP:Iteration 47Q (792.301279 sec): 3 clusters Score: Raw -136538.427841 + Penalty 738.566777 = -135799.861063 nChanged 2 SP:Iteration 48Q (792.309921 sec): 3 clusters Score: Raw -136538.557865 + Penalty 738.566777 = -135799.991087 nChanged 1 SP:Iteration 49Q (792.318572 sec): 3 clusters Score: Raw -136538.698678 + Penalty 738.566777 = -135800.131901 nChanged 0 SP:Iteration 50F (792.327275 sec): 3 clusters Score: Raw -136538.698678 + Penalty 738.566777 = -135800.131901 nChanged 0 Time taken for this iteration:791.187981 seconds. 20->33 Clusters: Score -13955653.370154, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 309216 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (236 points): Lose 15.033367 but Gain 575.201688 Iteration 0F (794.397481 sec): 20 clusters Score: Raw -12544187.172328 + Penalty 10928.832072 = -12533258.340256 nChanged 293712 Deleting Class 1 (112 points): Lose 82.582510 but Gain 575.201688 Iteration 1F (796.314678 sec): 19 clusters Score: Raw -13566557.104908 + Penalty 10353.630384 = -13556203.474524 nChanged 36907 Deleting Class 4 (163 points): Lose 191.947190 but Gain 575.201688 Iteration 2F (798.134386 sec): 18 clusters Score: Raw -13641522.588634 + Penalty 9778.428696 = -13631744.159938 nChanged 18553 Deleting Class 18 (180 points): Lose 260.160950 but Gain 575.201688 Iteration 3F (799.863798 sec): 17 clusters Score: Raw -13669118.844702 + Penalty 9203.227008 = -13659915.617694 nChanged 9875 Deleting Class 5 (184 points): Lose 283.052321 but Gain 575.201688 Iteration 4Q (801.229019 sec): 16 clusters Score: Raw -13684291.207307 + Penalty 8628.025320 = -13675663.181987 nChanged 7968 Deleting Class 17 (292 points): Lose 370.050410 but Gain 575.201688 Iteration 5Q (802.478793 sec): 15 clusters Score: Raw -13699399.538401 + Penalty 8052.823632 = -13691346.714769 nChanged 7430 Iteration 6Q (803.645464 sec): 15 clusters Score: Raw -13707775.390574 + Penalty 8052.823632 = -13699722.566942 nChanged 6664 Iteration 7Q (804.804167 sec): 15 clusters Score: Raw -13714943.290688 + Penalty 8052.823632 = -13706890.467055 nChanged 6438 Iteration 8Q (805.958740 sec): 15 clusters Score: Raw -13721250.680839 + Penalty 8052.823632 = -13713197.857207 nChanged 6287 Iteration 9Q (807.110473 sec): 15 clusters Score: Raw -13725588.620147 + Penalty 8052.823632 = -13717535.796515 nChanged 5857 Iteration 10Q (808.283594 sec): 15 clusters Score: Raw -13729172.714007 + Penalty 8052.823632 = -13721119.890375 nChanged 5409 Iteration 11Q (809.433814 sec): 15 clusters Score: Raw -13732015.858664 + Penalty 8052.823632 = -13723963.035032 nChanged 4868 Iteration 12Q (810.581467 sec): 15 clusters Score: Raw -13734144.360115 + Penalty 8052.823632 = -13726091.536483 nChanged 4021 Iteration 13Q (811.727225 sec): 15 clusters Score: Raw -13735758.305179 + Penalty 8052.823632 = -13727705.481547 nChanged 3543 Iteration 14Q (812.871899 sec): 15 clusters Score: Raw -13737160.535626 + Penalty 8052.823632 = -13729107.711994 nChanged 3253 Iteration 15Q (814.016022 sec): 15 clusters Score: Raw -13738390.197888 + Penalty 8052.823632 = -13730337.374256 nChanged 3060 Iteration 16Q (815.159157 sec): 15 clusters Score: Raw -13739468.259015 + Penalty 8052.823632 = -13731415.435382 nChanged 2887 Iteration 17Q (816.302385 sec): 15 clusters Score: Raw -13740375.560556 + Penalty 8052.823632 = -13732322.736923 nChanged 2605 Iteration 18Q (817.442519 sec): 15 clusters Score: Raw -13741142.790129 + Penalty 8052.823632 = -13733089.966497 nChanged 2460 Iteration 19Q (818.598019 sec): 15 clusters Score: Raw -13741879.866555 + Penalty 8052.823632 = -13733827.042923 nChanged 2399 Writing temp clu file Because OldScore, -13733089.966497, is greater than current (better) Score,-13733827.042923 Compute initial score before splitting: Score: Raw -13741879.866555 + Penalty 8052.823632 = -13733827.042923 Trying to split cluster 2 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.653812 sec): 2 clusters Score: Raw -41591.290456 + Penalty 312.207866 = -41279.082590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.657090 sec): 3 clusters Score: Raw -41125.221199 + Penalty 624.415732 = -40500.805467 nChanged 371 SP:Iteration 1F (818.660006 sec): 3 clusters Score: Raw -41478.482649 + Penalty 624.415732 = -40854.066917 nChanged 125 SP:Iteration 2F (818.662909 sec): 3 clusters Score: Raw -41657.136045 + Penalty 624.415732 = -41032.720313 nChanged 96 SP:Iteration 3F (818.665793 sec): 3 clusters Score: Raw -41798.003144 + Penalty 624.415732 = -41173.587412 nChanged 65 SP:Iteration 4F (818.668673 sec): 3 clusters Score: Raw -41887.410129 + Penalty 624.415732 = -41262.994397 nChanged 52 SP:Iteration 5F (818.671595 sec): 3 clusters Score: Raw -41946.786782 + Penalty 624.415732 = -41322.371050 nChanged 30 SP:Iteration 6Q (818.674479 sec): 3 clusters Score: Raw -41969.701936 + Penalty 624.415732 = -41345.286204 nChanged 11 SP:Iteration 7Q (818.677327 sec): 3 clusters Score: Raw -41976.471710 + Penalty 624.415732 = -41352.055978 nChanged 5 SP:Iteration 8Q (818.680177 sec): 3 clusters Score: Raw -41978.770201 + Penalty 624.415732 = -41354.354469 nChanged 5 SP:Iteration 9Q (818.683016 sec): 3 clusters Score: Raw -41981.279689 + Penalty 624.415732 = -41356.863957 nChanged 3 SP:Iteration 10Q (818.685857 sec): 3 clusters Score: Raw -41982.013731 + Penalty 624.415732 = -41357.597999 nChanged 2 SP:Iteration 11Q (818.688699 sec): 3 clusters Score: Raw -41982.452534 + Penalty 624.415732 = -41358.036802 nChanged 0 SP:Iteration 12F (818.691559 sec): 3 clusters Score: Raw -41982.452534 + Penalty 624.415732 = -41358.036802 nChanged 0 Score: Raw -13742608.705962 + Penalty 8628.025320 = -13733980.680641 Splitting cluster 2 changes total score from -13733827.042923 to -13733980.680641 So it's getting split into cluster 1. Trying to split cluster 3 (9568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.222452 sec): 2 clusters Score: Raw -471169.515734 + Penalty 417.061166 = -470752.454568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.244285 sec): 3 clusters Score: Raw -465318.719510 + Penalty 834.122332 = -464484.597177 nChanged 4393 SP:Iteration 1F (820.265014 sec): 3 clusters Score: Raw -468154.528243 + Penalty 834.122332 = -467320.405910 nChanged 702 SP:Iteration 2F (820.285905 sec): 3 clusters Score: Raw -468641.114245 + Penalty 834.122332 = -467806.991913 nChanged 729 SP:Iteration 3F (820.306811 sec): 3 clusters Score: Raw -469213.394132 + Penalty 834.122332 = -468379.271800 nChanged 735 SP:Iteration 4F (820.327672 sec): 3 clusters Score: Raw -469824.849494 + Penalty 834.122332 = -468990.727161 nChanged 642 SP:Iteration 5F (820.348308 sec): 3 clusters Score: Raw -470326.468921 + Penalty 834.122332 = -469492.346588 nChanged 467 SP:Iteration 6Q (820.369377 sec): 3 clusters Score: Raw -470648.060069 + Penalty 834.122332 = -469813.937737 nChanged 341 SP:Iteration 7Q (820.390202 sec): 3 clusters Score: Raw -470839.524801 + Penalty 834.122332 = -470005.402469 nChanged 230 SP:Iteration 8Q (820.410876 sec): 3 clusters Score: Raw -470927.573670 + Penalty 834.122332 = -470093.451337 nChanged 176 SP:Iteration 9Q (820.431569 sec): 3 clusters Score: Raw -470990.949227 + Penalty 834.122332 = -470156.826895 nChanged 149 SP:Iteration 10Q (820.452015 sec): 3 clusters Score: Raw -471053.777440 + Penalty 834.122332 = -470219.655107 nChanged 154 SP:Iteration 11Q (820.472690 sec): 3 clusters Score: Raw -471120.330599 + Penalty 834.122332 = -470286.208267 nChanged 135 SP:Iteration 12Q (820.493355 sec): 3 clusters Score: Raw -471177.214670 + Penalty 834.122332 = -470343.092338 nChanged 133 SP:Iteration 13Q (820.514114 sec): 3 clusters Score: Raw -471238.262411 + Penalty 834.122332 = -470404.140078 nChanged 139 SP:Iteration 14Q (820.534790 sec): 3 clusters Score: Raw -471297.718616 + Penalty 834.122332 = -470463.596283 nChanged 146 SP:Iteration 15Q (820.555243 sec): 3 clusters Score: Raw -471365.098187 + Penalty 834.122332 = -470530.975855 nChanged 138 SP:Iteration 16Q (820.575629 sec): 3 clusters Score: Raw -471443.899583 + Penalty 834.122332 = -470609.777251 nChanged 145 SP:Iteration 17Q (820.596139 sec): 3 clusters Score: Raw -471554.626829 + Penalty 834.122332 = -470720.504496 nChanged 164 SP:Iteration 18Q (820.616748 sec): 3 clusters Score: Raw -471697.643596 + Penalty 834.122332 = -470863.521264 nChanged 189 SP:Iteration 19Q (820.637213 sec): 3 clusters Score: Raw -471875.322020 + Penalty 834.122332 = -471041.199688 nChanged 210 SP:Iteration 20F (820.658042 sec): 3 clusters Score: Raw -472049.382670 + Penalty 834.122332 = -471215.260338 nChanged 204 SP:Iteration 21Q (820.678420 sec): 3 clusters Score: Raw -472212.840403 + Penalty 834.122332 = -471378.718071 nChanged 190 SP:Iteration 22Q (820.698714 sec): 3 clusters Score: Raw -472335.273294 + Penalty 834.122332 = -471501.150962 nChanged 173 SP:Iteration 23Q (820.718961 sec): 3 clusters Score: Raw -472429.013936 + Penalty 834.122332 = -471594.891604 nChanged 156 SP:Iteration 24Q (820.739393 sec): 3 clusters Score: Raw -472499.929989 + Penalty 834.122332 = -471665.807656 nChanged 130 SP:Iteration 25Q (820.760029 sec): 3 clusters Score: Raw -472545.813072 + Penalty 834.122332 = -471711.690740 nChanged 94 SP:Iteration 26Q (820.780300 sec): 3 clusters Score: Raw -472576.033954 + Penalty 834.122332 = -471741.911621 nChanged 82 SP:Iteration 27Q (820.800557 sec): 3 clusters Score: Raw -472600.271569 + Penalty 834.122332 = -471766.149237 nChanged 78 SP:Iteration 28Q (820.820910 sec): 3 clusters Score: Raw -472617.617471 + Penalty 834.122332 = -471783.495139 nChanged 62 SP:Iteration 29Q (820.841197 sec): 3 clusters Score: Raw -472630.721103 + Penalty 834.122332 = -471796.598771 nChanged 47 SP:Iteration 30Q (820.861461 sec): 3 clusters Score: Raw -472638.067910 + Penalty 834.122332 = -471803.945578 nChanged 42 SP:Iteration 31Q (820.881638 sec): 3 clusters Score: Raw -472643.481311 + Penalty 834.122332 = -471809.358979 nChanged 37 SP:Iteration 32Q (820.901877 sec): 3 clusters Score: Raw -472648.019185 + Penalty 834.122332 = -471813.896853 nChanged 35 SP:Iteration 33Q (820.922174 sec): 3 clusters Score: Raw -472652.956943 + Penalty 834.122332 = -471818.834610 nChanged 30 SP:Iteration 34Q (820.942734 sec): 3 clusters Score: Raw -472655.738718 + Penalty 834.122332 = -471821.616385 nChanged 19 SP:Iteration 35Q (820.963121 sec): 3 clusters Score: Raw -472657.365955 + Penalty 834.122332 = -471823.243623 nChanged 12 SP:Iteration 36Q (820.983557 sec): 3 clusters Score: Raw -472658.167623 + Penalty 834.122332 = -471824.045291 nChanged 10 SP:Iteration 37Q (821.003730 sec): 3 clusters Score: Raw -472658.837834 + Penalty 834.122332 = -471824.715502 nChanged 10 SP:Iteration 38Q (821.024053 sec): 3 clusters Score: Raw -472659.570892 + Penalty 834.122332 = -471825.448560 nChanged 10 SP:Iteration 39Q (821.044234 sec): 3 clusters Score: Raw -472660.153443 + Penalty 834.122332 = -471826.031111 nChanged 11 SP:Iteration 40F (821.064759 sec): 3 clusters Score: Raw -472660.745084 + Penalty 834.122332 = -471826.622751 nChanged 8 SP:Iteration 41Q (821.085446 sec): 3 clusters Score: Raw -472661.264251 + Penalty 834.122332 = -471827.141918 nChanged 12 SP:Iteration 42Q (821.106036 sec): 3 clusters Score: Raw -472662.164327 + Penalty 834.122332 = -471828.041994 nChanged 10 SP:Iteration 43Q (821.126389 sec): 3 clusters Score: Raw -472662.572080 + Penalty 834.122332 = -471828.449747 nChanged 5 SP:Iteration 44Q (821.146797 sec): 3 clusters Score: Raw -472662.813097 + Penalty 834.122332 = -471828.690765 nChanged 2 SP:Iteration 45Q (821.167370 sec): 3 clusters Score: Raw -472662.934343 + Penalty 834.122332 = -471828.812011 nChanged 1 SP:Iteration 46Q (821.187854 sec): 3 clusters Score: Raw -472662.949760 + Penalty 834.122332 = -471828.827428 nChanged 0 SP:Iteration 47F (821.208500 sec): 3 clusters Score: Raw -472662.949760 + Penalty 834.122332 = -471828.827428 nChanged 0 Score: Raw -13744102.139988 + Penalty 9203.227008 = -13734898.912980 Splitting cluster 3 changes total score from -13733827.042923 to -13734898.912980 So it's getting split into cluster 4. Trying to split cluster 6 (14860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.846577 sec): 2 clusters Score: Raw -628203.172126 + Penalty 437.092488 = -627766.079638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (822.872405 sec): 3 clusters Score: Raw -618856.261651 + Penalty 874.184977 = -617982.076674 nChanged 7073 SP:Iteration 1F (822.897086 sec): 3 clusters Score: Raw -623981.063574 + Penalty 874.184977 = -623106.878597 nChanged 1602 SP:Iteration 2F (822.921575 sec): 3 clusters Score: Raw -625729.260792 + Penalty 874.184977 = -624855.075815 nChanged 1648 SP:Iteration 3F (822.946020 sec): 3 clusters Score: Raw -627417.168782 + Penalty 874.184977 = -626542.983805 nChanged 1215 SP:Iteration 4F (822.970656 sec): 3 clusters Score: Raw -628410.862303 + Penalty 874.184977 = -627536.677326 nChanged 764 SP:Iteration 5F (822.995200 sec): 3 clusters Score: Raw -628943.766005 + Penalty 874.184977 = -628069.581028 nChanged 468 SP:Iteration 6Q (823.020014 sec): 3 clusters Score: Raw -629256.650654 + Penalty 874.184977 = -628382.465677 nChanged 311 SP:Iteration 7Q (823.044887 sec): 3 clusters Score: Raw -629431.061306 + Penalty 874.184977 = -628556.876329 nChanged 214 SP:Iteration 8Q (823.069649 sec): 3 clusters Score: Raw -629517.205640 + Penalty 874.184977 = -628643.020663 nChanged 156 SP:Iteration 9Q (823.094385 sec): 3 clusters Score: Raw -629561.085453 + Penalty 874.184977 = -628686.900476 nChanged 121 SP:Iteration 10Q (823.119030 sec): 3 clusters Score: Raw -629583.875902 + Penalty 874.184977 = -628709.690925 nChanged 84 SP:Iteration 11Q (823.143672 sec): 3 clusters Score: Raw -629597.843541 + Penalty 874.184977 = -628723.658564 nChanged 71 SP:Iteration 12Q (823.168333 sec): 3 clusters Score: Raw -629607.031703 + Penalty 874.184977 = -628732.846726 nChanged 61 SP:Iteration 13Q (823.192985 sec): 3 clusters Score: Raw -629613.168178 + Penalty 874.184977 = -628738.983201 nChanged 38 SP:Iteration 14Q (823.217564 sec): 3 clusters Score: Raw -629616.440268 + Penalty 874.184977 = -628742.255291 nChanged 30 SP:Iteration 15Q (823.242108 sec): 3 clusters Score: Raw -629618.243481 + Penalty 874.184977 = -628744.058505 nChanged 17 SP:Iteration 16Q (823.266673 sec): 3 clusters Score: Raw -629619.326924 + Penalty 874.184977 = -628745.141947 nChanged 11 SP:Iteration 17Q (823.291214 sec): 3 clusters Score: Raw -629619.792924 + Penalty 874.184977 = -628745.607947 nChanged 5 SP:Iteration 18Q (823.315715 sec): 3 clusters Score: Raw -629619.965095 + Penalty 874.184977 = -628745.780118 nChanged 7 SP:Iteration 19Q (823.340140 sec): 3 clusters Score: Raw -629620.360453 + Penalty 874.184977 = -628746.175476 nChanged 12 SP:Iteration 20F (823.364647 sec): 3 clusters Score: Raw -629621.033884 + Penalty 874.184977 = -628746.848907 nChanged 17 SP:Iteration 21Q (823.389137 sec): 3 clusters Score: Raw -629621.746470 + Penalty 874.184977 = -628747.561493 nChanged 16 SP:Iteration 22Q (823.413587 sec): 3 clusters Score: Raw -629622.399776 + Penalty 874.184977 = -628748.214799 nChanged 16 SP:Iteration 23Q (823.437918 sec): 3 clusters Score: Raw -629622.923020 + Penalty 874.184977 = -628748.738043 nChanged 9 SP:Iteration 24Q (823.462440 sec): 3 clusters Score: Raw -629623.262107 + Penalty 874.184977 = -628749.077130 nChanged 11 SP:Iteration 25Q (823.487013 sec): 3 clusters Score: Raw -629623.589474 + Penalty 874.184977 = -628749.404497 nChanged 15 SP:Iteration 26Q (823.511429 sec): 3 clusters Score: Raw -629624.370154 + Penalty 874.184977 = -628750.185177 nChanged 11 SP:Iteration 27Q (823.535871 sec): 3 clusters Score: Raw -629624.867763 + Penalty 874.184977 = -628750.682786 nChanged 7 SP:Iteration 28Q (823.560313 sec): 3 clusters Score: Raw -629625.066093 + Penalty 874.184977 = -628750.881116 nChanged 6 SP:Iteration 29Q (823.584763 sec): 3 clusters Score: Raw -629625.209926 + Penalty 874.184977 = -628751.024949 nChanged 7 SP:Iteration 30Q (823.609250 sec): 3 clusters Score: Raw -629625.578476 + Penalty 874.184977 = -628751.393499 nChanged 8 SP:Iteration 31Q (823.633707 sec): 3 clusters Score: Raw -629625.962460 + Penalty 874.184977 = -628751.777483 nChanged 9 SP:Iteration 32Q (823.658148 sec): 3 clusters Score: Raw -629626.448062 + Penalty 874.184977 = -628752.263085 nChanged 15 SP:Iteration 33Q (823.682718 sec): 3 clusters Score: Raw -629627.377618 + Penalty 874.184977 = -628753.192641 nChanged 16 SP:Iteration 34Q (823.707168 sec): 3 clusters Score: Raw -629628.060253 + Penalty 874.184977 = -628753.875276 nChanged 12 SP:Iteration 35Q (823.731659 sec): 3 clusters Score: Raw -629628.865617 + Penalty 874.184977 = -628754.680640 nChanged 10 SP:Iteration 36Q (823.756170 sec): 3 clusters Score: Raw -629629.181235 + Penalty 874.184977 = -628754.996258 nChanged 6 SP:Iteration 37Q (823.780851 sec): 3 clusters Score: Raw -629629.300998 + Penalty 874.184977 = -628755.116021 nChanged 4 SP:Iteration 38Q (823.805394 sec): 3 clusters Score: Raw -629629.487853 + Penalty 874.184977 = -628755.302876 nChanged 4 SP:Iteration 39Q (823.829991 sec): 3 clusters Score: Raw -629629.650187 + Penalty 874.184977 = -628755.465210 nChanged 4 SP:Iteration 40F (823.854623 sec): 3 clusters Score: Raw -629629.754688 + Penalty 874.184977 = -628755.569711 nChanged 4 SP:Iteration 41Q (823.878998 sec): 3 clusters Score: Raw -629629.984151 + Penalty 874.184977 = -628755.799174 nChanged 5 SP:Iteration 42Q (823.903468 sec): 3 clusters Score: Raw -629630.093940 + Penalty 874.184977 = -628755.908963 nChanged 0 SP:Iteration 43F (823.927957 sec): 3 clusters Score: Raw -629630.093940 + Penalty 874.184977 = -628755.908963 nChanged 0 Score: Raw -13745529.061802 + Penalty 9778.428696 = -13735750.633106 Splitting cluster 6 changes total score from -13733827.042923 to -13735750.633106 So it's getting split into cluster 5. Trying to split cluster 8 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (825.655835 sec): 2 clusters Score: Raw -15579.636535 + Penalty 280.907268 = -15298.729268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (825.657808 sec): 3 clusters Score: Raw -15417.923487 + Penalty 561.814535 = -14856.108951 nChanged 194 SP:Iteration 1F (825.659508 sec): 3 clusters Score: Raw -15671.755081 + Penalty 561.814535 = -15109.940546 nChanged 74 SP:Iteration 2F (825.661204 sec): 3 clusters Score: Raw -15908.882436 + Penalty 561.814535 = -15347.067900 nChanged 46 SP:Iteration 3F (825.662881 sec): 3 clusters Score: Raw -16055.030597 + Penalty 561.814535 = -15493.216061 nChanged 22 SP:Iteration 4Q (825.664541 sec): 3 clusters Score: Raw -16141.308802 + Penalty 561.814535 = -15579.494266 nChanged 11 SP:Iteration 5Q (825.666197 sec): 3 clusters Score: Raw -16162.328795 + Penalty 561.814535 = -15600.514260 nChanged 4 SP:Iteration 6Q (825.667921 sec): 3 clusters Score: Raw -16176.414512 + Penalty 561.814535 = -15614.599977 nChanged 3 SP:Iteration 7Q (825.669910 sec): 3 clusters Score: Raw -16184.130590 + Penalty 561.814535 = -15622.316055 nChanged 1 SP:Iteration 8Q (825.671552 sec): 3 clusters Score: Raw -16185.339601 + Penalty 561.814535 = -15623.525066 nChanged 1 SP:Iteration 9Q (825.673193 sec): 3 clusters Score: Raw -16187.061658 + Penalty 561.814535 = -15625.247122 nChanged 1 SP:Iteration 10Q (825.674827 sec): 3 clusters Score: Raw -16188.398008 + Penalty 561.814535 = -15626.583472 nChanged 1 SP:Iteration 11Q (825.676461 sec): 3 clusters Score: Raw -16188.990837 + Penalty 561.814535 = -15627.176302 nChanged 0 SP:Iteration 12F (825.678127 sec): 3 clusters Score: Raw -16188.990837 + Penalty 561.814535 = -15627.176302 nChanged 0 Score: Raw -13746138.416103 + Penalty 10353.630384 = -13735784.785719 Splitting cluster 8 changes total score from -13733827.042923 to -13735784.785719 So it's getting split into cluster 7. Trying to split cluster 9 (15500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.505282 sec): 2 clusters Score: Raw -747595.526586 + Penalty 439.011086 = -747156.515499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.531792 sec): 3 clusters Score: Raw -737834.545652 + Penalty 878.022173 = -736956.523480 nChanged 7326 SP:Iteration 1F (827.556910 sec): 3 clusters Score: Raw -743149.732974 + Penalty 878.022173 = -742271.710801 nChanged 1430 SP:Iteration 2F (827.581910 sec): 3 clusters Score: Raw -744794.231505 + Penalty 878.022173 = -743916.209332 nChanged 1510 SP:Iteration 3F (827.606949 sec): 3 clusters Score: Raw -746883.657304 + Penalty 878.022173 = -746005.635132 nChanged 1461 SP:Iteration 4F (827.632240 sec): 3 clusters Score: Raw -748726.691241 + Penalty 878.022173 = -747848.669068 nChanged 1148 SP:Iteration 5F (827.657360 sec): 3 clusters Score: Raw -749675.304783 + Penalty 878.022173 = -748797.282611 nChanged 693 SP:Iteration 6Q (827.681658 sec): 3 clusters Score: Raw -750108.109854 + Penalty 878.022173 = -749230.087682 nChanged 381 SP:Iteration 7Q (827.706110 sec): 3 clusters Score: Raw -750336.238119 + Penalty 878.022173 = -749458.215947 nChanged 219 SP:Iteration 8Q (827.730490 sec): 3 clusters Score: Raw -750432.316462 + Penalty 878.022173 = -749554.294290 nChanged 155 SP:Iteration 9Q (827.754828 sec): 3 clusters Score: Raw -750468.607646 + Penalty 878.022173 = -749590.585473 nChanged 99 SP:Iteration 10Q (827.779118 sec): 3 clusters Score: Raw -750483.232197 + Penalty 878.022173 = -749605.210024 nChanged 75 SP:Iteration 11Q (827.803539 sec): 3 clusters Score: Raw -750492.205740 + Penalty 878.022173 = -749614.183568 nChanged 56 SP:Iteration 12Q (827.827747 sec): 3 clusters Score: Raw -750497.931182 + Penalty 878.022173 = -749619.909009 nChanged 43 SP:Iteration 13Q (827.852029 sec): 3 clusters Score: Raw -750502.009339 + Penalty 878.022173 = -749623.987166 nChanged 36 SP:Iteration 14Q (827.876213 sec): 3 clusters Score: Raw -750504.330621 + Penalty 878.022173 = -749626.308448 nChanged 19 SP:Iteration 15Q (827.900276 sec): 3 clusters Score: Raw -750505.093600 + Penalty 878.022173 = -749627.071428 nChanged 8 SP:Iteration 16Q (827.924580 sec): 3 clusters Score: Raw -750505.480433 + Penalty 878.022173 = -749627.458260 nChanged 10 SP:Iteration 17Q (827.948864 sec): 3 clusters Score: Raw -750505.877632 + Penalty 878.022173 = -749627.855460 nChanged 10 SP:Iteration 18Q (827.973004 sec): 3 clusters Score: Raw -750506.329838 + Penalty 878.022173 = -749628.307666 nChanged 11 SP:Iteration 19Q (827.997529 sec): 3 clusters Score: Raw -750506.885284 + Penalty 878.022173 = -749628.863111 nChanged 12 SP:Iteration 20F (828.022449 sec): 3 clusters Score: Raw -750507.650892 + Penalty 878.022173 = -749629.628720 nChanged 14 SP:Iteration 21Q (828.046663 sec): 3 clusters Score: Raw -750508.499997 + Penalty 878.022173 = -749630.477825 nChanged 13 SP:Iteration 22Q (828.070808 sec): 3 clusters Score: Raw -750509.181325 + Penalty 878.022173 = -749631.159153 nChanged 18 SP:Iteration 23Q (828.096299 sec): 3 clusters Score: Raw -750509.973588 + Penalty 878.022173 = -749631.951416 nChanged 8 SP:Iteration 24Q (828.120368 sec): 3 clusters Score: Raw -750510.314466 + Penalty 878.022173 = -749632.292294 nChanged 5 SP:Iteration 25Q (828.144629 sec): 3 clusters Score: Raw -750510.475507 + Penalty 878.022173 = -749632.453335 nChanged 8 SP:Iteration 26Q (828.168757 sec): 3 clusters Score: Raw -750510.797445 + Penalty 878.022173 = -749632.775273 nChanged 10 SP:Iteration 27Q (828.193059 sec): 3 clusters Score: Raw -750511.038611 + Penalty 878.022173 = -749633.016439 nChanged 7 SP:Iteration 28Q (828.217185 sec): 3 clusters Score: Raw -750511.221688 + Penalty 878.022173 = -749633.199515 nChanged 5 SP:Iteration 29Q (828.241470 sec): 3 clusters Score: Raw -750511.362408 + Penalty 878.022173 = -749633.340235 nChanged 5 SP:Iteration 30Q (828.265689 sec): 3 clusters Score: Raw -750511.513128 + Penalty 878.022173 = -749633.490956 nChanged 6 SP:Iteration 31Q (828.289919 sec): 3 clusters Score: Raw -750511.674098 + Penalty 878.022173 = -749633.651926 nChanged 3 SP:Iteration 32Q (828.314248 sec): 3 clusters Score: Raw -750511.732953 + Penalty 878.022173 = -749633.710780 nChanged 2 SP:Iteration 33Q (828.338621 sec): 3 clusters Score: Raw -750511.779769 + Penalty 878.022173 = -749633.757596 nChanged 2 SP:Iteration 34Q (828.362671 sec): 3 clusters Score: Raw -750511.829662 + Penalty 878.022173 = -749633.807490 nChanged 1 SP:Iteration 35Q (828.386895 sec): 3 clusters Score: Raw -750511.852731 + Penalty 878.022173 = -749633.830558 nChanged 0 SP:Iteration 36F (828.411936 sec): 3 clusters Score: Raw -750511.852731 + Penalty 878.022173 = -749633.830558 nChanged 0 Score: Raw -13749054.742249 + Penalty 10928.832072 = -13738125.910177 Splitting cluster 9 changes total score from -13733827.042923 to -13738125.910177 So it's getting split into cluster 17. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.330745 sec): 2 clusters Score: Raw -20310.569889 + Penalty 286.266396 = -20024.303493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.332884 sec): 3 clusters Score: Raw -20082.539698 + Penalty 572.532792 = -19510.006907 nChanged 189 SP:Iteration 1F (830.334733 sec): 3 clusters Score: Raw -20258.183630 + Penalty 572.532792 = -19685.650838 nChanged 62 SP:Iteration 2F (830.336575 sec): 3 clusters Score: Raw -20383.914431 + Penalty 572.532792 = -19811.381640 nChanged 60 SP:Iteration 3F (830.338404 sec): 3 clusters Score: Raw -20580.067604 + Penalty 572.532792 = -20007.534812 nChanged 55 SP:Iteration 4F (830.340236 sec): 3 clusters Score: Raw -20850.261207 + Penalty 572.532792 = -20277.728415 nChanged 41 SP:Iteration 5F (830.342056 sec): 3 clusters Score: Raw -20994.145141 + Penalty 572.532792 = -20421.612349 nChanged 15 SP:Iteration 6Q (830.343846 sec): 3 clusters Score: Raw -21020.385564 + Penalty 572.532792 = -20447.852772 nChanged 10 SP:Iteration 7Q (830.345632 sec): 3 clusters Score: Raw -21057.347529 + Penalty 572.532792 = -20484.814737 nChanged 3 SP:Iteration 8Q (830.347416 sec): 3 clusters Score: Raw -21062.156062 + Penalty 572.532792 = -20489.623270 nChanged 4 SP:Iteration 9Q (830.349205 sec): 3 clusters Score: Raw -21066.678547 + Penalty 572.532792 = -20494.145755 nChanged 2 SP:Iteration 10Q (830.350987 sec): 3 clusters Score: Raw -21067.741904 + Penalty 572.532792 = -20495.209112 nChanged 1 SP:Iteration 11Q (830.353178 sec): 3 clusters Score: Raw -21068.481227 + Penalty 572.532792 = -20495.948435 nChanged 0 SP:Iteration 12F (830.354940 sec): 3 clusters Score: Raw -21068.481227 + Penalty 572.532792 = -20495.948435 nChanged 0 Score: Raw -13749812.653587 + Penalty 11504.033760 = -13738308.619827 Splitting cluster 10 changes total score from -13733827.042923 to -13738308.619827 So it's getting split into cluster 18. Trying to split cluster 11 (2957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.376624 sec): 2 clusters Score: Raw -147407.588213 + Penalty 363.632839 = -147043.955375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.385441 sec): 3 clusters Score: Raw -145722.942864 + Penalty 727.265677 = -144995.677186 nChanged 1254 SP:Iteration 1F (832.393246 sec): 3 clusters Score: Raw -146387.618788 + Penalty 727.265677 = -145660.353111 nChanged 174 SP:Iteration 2F (832.401013 sec): 3 clusters Score: Raw -146485.346914 + Penalty 727.265677 = -145758.081236 nChanged 176 SP:Iteration 3F (832.408766 sec): 3 clusters Score: Raw -146601.635543 + Penalty 727.265677 = -145874.369865 nChanged 201 SP:Iteration 4F (832.416538 sec): 3 clusters Score: Raw -146772.265995 + Penalty 727.265677 = -146045.000317 nChanged 230 SP:Iteration 5F (832.424280 sec): 3 clusters Score: Raw -146999.748670 + Penalty 727.265677 = -146272.482993 nChanged 227 SP:Iteration 6F (832.431995 sec): 3 clusters Score: Raw -147244.621434 + Penalty 727.265677 = -146517.355756 nChanged 190 SP:Iteration 7F (832.439702 sec): 3 clusters Score: Raw -147451.254260 + Penalty 727.265677 = -146723.988583 nChanged 129 SP:Iteration 8Q (832.447483 sec): 3 clusters Score: Raw -147578.528714 + Penalty 727.265677 = -146851.263037 nChanged 77 SP:Iteration 9Q (832.455162 sec): 3 clusters Score: Raw -147624.154437 + Penalty 727.265677 = -146896.888759 nChanged 43 SP:Iteration 10Q (832.462814 sec): 3 clusters Score: Raw -147642.781662 + Penalty 727.265677 = -146915.515985 nChanged 35 SP:Iteration 11Q (832.470479 sec): 3 clusters Score: Raw -147659.539074 + Penalty 727.265677 = -146932.273397 nChanged 31 SP:Iteration 12Q (832.478143 sec): 3 clusters Score: Raw -147667.585239 + Penalty 727.265677 = -146940.319562 nChanged 16 SP:Iteration 13Q (832.485770 sec): 3 clusters Score: Raw -147670.612968 + Penalty 727.265677 = -146943.347290 nChanged 8 SP:Iteration 14Q (832.493391 sec): 3 clusters Score: Raw -147671.912621 + Penalty 727.265677 = -146944.646943 nChanged 8 SP:Iteration 15Q (832.501005 sec): 3 clusters Score: Raw -147673.069761 + Penalty 727.265677 = -146945.804084 nChanged 7 SP:Iteration 16Q (832.508645 sec): 3 clusters Score: Raw -147673.969977 + Penalty 727.265677 = -146946.704300 nChanged 3 SP:Iteration 17Q (832.516268 sec): 3 clusters Score: Raw -147675.145004 + Penalty 727.265677 = -146947.879327 nChanged 3 SP:Iteration 18Q (832.523879 sec): 3 clusters Score: Raw -147675.428237 + Penalty 727.265677 = -146948.162559 nChanged 1 SP:Iteration 19Q (832.531511 sec): 3 clusters Score: Raw -147675.471936 + Penalty 727.265677 = -146948.206258 nChanged 0 SP:Iteration 20F (832.539236 sec): 3 clusters Score: Raw -147675.471936 + Penalty 727.265677 = -146948.206258 nChanged 0 Trying to split cluster 12 (1539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.548177 sec): 2 clusters Score: Raw -70866.744688 + Penalty 333.919410 = -70532.825278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.553037 sec): 3 clusters Score: Raw -70096.712499 + Penalty 667.838820 = -69428.873679 nChanged 633 SP:Iteration 1F (832.557420 sec): 3 clusters Score: Raw -70522.329578 + Penalty 667.838820 = -69854.490757 nChanged 199 SP:Iteration 2F (832.561786 sec): 3 clusters Score: Raw -70810.355830 + Penalty 667.838820 = -70142.517010 nChanged 162 SP:Iteration 3F (832.566159 sec): 3 clusters Score: Raw -71100.660187 + Penalty 667.838820 = -70432.821366 nChanged 138 SP:Iteration 4F (832.570546 sec): 3 clusters Score: Raw -71408.386531 + Penalty 667.838820 = -70740.547711 nChanged 118 SP:Iteration 5F (832.574886 sec): 3 clusters Score: Raw -71847.743689 + Penalty 667.838820 = -71179.904869 nChanged 79 SP:Iteration 6F (832.579232 sec): 3 clusters Score: Raw -72687.810695 + Penalty 667.838820 = -72019.971875 nChanged 27 SP:Iteration 7Q (832.583494 sec): 3 clusters Score: Raw -72720.824350 + Penalty 667.838820 = -72052.985530 nChanged 8 SP:Iteration 8Q (832.587732 sec): 3 clusters Score: Raw -72725.009693 + Penalty 667.838820 = -72057.170873 nChanged 2 SP:Iteration 9Q (832.591992 sec): 3 clusters Score: Raw -72725.992371 + Penalty 667.838820 = -72058.153550 nChanged 2 SP:Iteration 10Q (832.596218 sec): 3 clusters Score: Raw -72726.640089 + Penalty 667.838820 = -72058.801269 nChanged 1 SP:Iteration 11Q (832.600455 sec): 3 clusters Score: Raw -72727.167873 + Penalty 667.838820 = -72059.329053 nChanged 1 SP:Iteration 12Q (832.604720 sec): 3 clusters Score: Raw -72727.455210 + Penalty 667.838820 = -72059.616390 nChanged 1 SP:Iteration 13Q (832.608961 sec): 3 clusters Score: Raw -72727.706047 + Penalty 667.838820 = -72059.867227 nChanged 1 SP:Iteration 14Q (832.613200 sec): 3 clusters Score: Raw -72728.051752 + Penalty 667.838820 = -72060.212932 nChanged 0 SP:Iteration 15F (832.617510 sec): 3 clusters Score: Raw -72728.051752 + Penalty 667.838820 = -72060.212932 nChanged 0 Score: Raw -13751673.960651 + Penalty 12079.235448 = -13739594.725203 Splitting cluster 12 changes total score from -13733827.042923 to -13739594.725203 So it's getting split into cluster 21. Trying to split cluster 13 (3052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (834.694699 sec): 2 clusters Score: Raw -128116.447495 + Penalty 365.071634 = -127751.375861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (834.703687 sec): 3 clusters Score: Raw -126397.646206 + Penalty 730.143268 = -125667.502939 nChanged 1333 SP:Iteration 1F (834.711761 sec): 3 clusters Score: Raw -127266.896288 + Penalty 730.143268 = -126536.753021 nChanged 234 SP:Iteration 2F (834.719841 sec): 3 clusters Score: Raw -127427.192362 + Penalty 730.143268 = -126697.049094 nChanged 221 SP:Iteration 3F (834.727879 sec): 3 clusters Score: Raw -127581.208154 + Penalty 730.143268 = -126851.064886 nChanged 200 SP:Iteration 4F (834.735910 sec): 3 clusters Score: Raw -127718.397575 + Penalty 730.143268 = -126988.254308 nChanged 154 SP:Iteration 5F (834.743914 sec): 3 clusters Score: Raw -127809.865229 + Penalty 730.143268 = -127079.721961 nChanged 128 SP:Iteration 6Q (834.752021 sec): 3 clusters Score: Raw -127880.678287 + Penalty 730.143268 = -127150.535020 nChanged 109 SP:Iteration 7Q (834.760106 sec): 3 clusters Score: Raw -127943.648751 + Penalty 730.143268 = -127213.505483 nChanged 108 SP:Iteration 8Q (834.768176 sec): 3 clusters Score: Raw -128008.892155 + Penalty 730.143268 = -127278.748887 nChanged 96 SP:Iteration 9Q (834.776245 sec): 3 clusters Score: Raw -128066.065487 + Penalty 730.143268 = -127335.922219 nChanged 82 SP:Iteration 10Q (834.784345 sec): 3 clusters Score: Raw -128120.695493 + Penalty 730.143268 = -127390.552225 nChanged 80 SP:Iteration 11Q (834.792559 sec): 3 clusters Score: Raw -128189.264485 + Penalty 730.143268 = -127459.121218 nChanged 74 SP:Iteration 12Q (834.800574 sec): 3 clusters Score: Raw -128241.191749 + Penalty 730.143268 = -127511.048481 nChanged 67 SP:Iteration 13Q (834.808602 sec): 3 clusters Score: Raw -128282.070599 + Penalty 730.143268 = -127551.927332 nChanged 63 SP:Iteration 14Q (834.816680 sec): 3 clusters Score: Raw -128322.508563 + Penalty 730.143268 = -127592.365295 nChanged 45 SP:Iteration 15Q (834.824689 sec): 3 clusters Score: Raw -128342.829025 + Penalty 730.143268 = -127612.685757 nChanged 30 SP:Iteration 16Q (834.832670 sec): 3 clusters Score: Raw -128357.545920 + Penalty 730.143268 = -127627.402652 nChanged 27 SP:Iteration 17Q (834.864139 sec): 3 clusters Score: Raw -128372.926830 + Penalty 730.143268 = -127642.783562 nChanged 22 SP:Iteration 18Q (834.872347 sec): 3 clusters Score: Raw -128380.113270 + Penalty 730.143268 = -127649.970002 nChanged 13 SP:Iteration 19Q (834.880388 sec): 3 clusters Score: Raw -128386.209900 + Penalty 730.143268 = -127656.066633 nChanged 12 SP:Iteration 20F (834.888352 sec): 3 clusters Score: Raw -128389.395323 + Penalty 730.143268 = -127659.252056 nChanged 12 SP:Iteration 21Q (834.896291 sec): 3 clusters Score: Raw -128393.826468 + Penalty 730.143268 = -127663.683200 nChanged 11 SP:Iteration 22Q (834.904224 sec): 3 clusters Score: Raw -128397.963610 + Penalty 730.143268 = -127667.820342 nChanged 8 SP:Iteration 23Q (834.912198 sec): 3 clusters Score: Raw -128399.860414 + Penalty 730.143268 = -127669.717146 nChanged 6 SP:Iteration 24Q (834.920133 sec): 3 clusters Score: Raw -128401.297891 + Penalty 730.143268 = -127671.154624 nChanged 4 SP:Iteration 25Q (834.928063 sec): 3 clusters Score: Raw -128402.124086 + Penalty 730.143268 = -127671.980819 nChanged 7 SP:Iteration 26Q (834.935988 sec): 3 clusters Score: Raw -128403.535257 + Penalty 730.143268 = -127673.391989 nChanged 6 SP:Iteration 27Q (834.943927 sec): 3 clusters Score: Raw -128404.792739 + Penalty 730.143268 = -127674.649472 nChanged 5 SP:Iteration 28Q (834.951852 sec): 3 clusters Score: Raw -128405.728180 + Penalty 730.143268 = -127675.584912 nChanged 2 SP:Iteration 29Q (834.959775 sec): 3 clusters Score: Raw -128406.177200 + Penalty 730.143268 = -127676.033932 nChanged 0 SP:Iteration 30F (834.967720 sec): 3 clusters Score: Raw -128406.177200 + Penalty 730.143268 = -127676.033932 nChanged 0 Trying to split cluster 14 (225664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (835.205216 sec): 2 clusters Score: Raw -10280999.078864 + Penalty 560.869511 = -10280438.209353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (835.433368 sec): 3 clusters Score: Raw -10127763.860914 + Penalty 1121.739023 = -10126642.121892 nChanged 111035 SP:Iteration 1F (835.625217 sec): 3 clusters Score: Raw -10199547.773909 + Penalty 1121.739023 = -10198426.034887 nChanged 11832 SP:Iteration 2F (835.813029 sec): 3 clusters Score: Raw -10205074.440295 + Penalty 1121.739023 = -10203952.701273 nChanged 13341 SP:Iteration 3F (836.005352 sec): 3 clusters Score: Raw -10212102.131687 + Penalty 1121.739023 = -10210980.392664 nChanged 14030 SP:Iteration 4F (836.197198 sec): 3 clusters Score: Raw -10219930.386527 + Penalty 1121.739023 = -10218808.647504 nChanged 13632 SP:Iteration 5F (836.423689 sec): 3 clusters Score: Raw -10227493.312210 + Penalty 1121.739023 = -10226371.573187 nChanged 12623 SP:Iteration 6F (836.650754 sec): 3 clusters Score: Raw -10234455.720846 + Penalty 1121.739023 = -10233333.981824 nChanged 11095 SP:Iteration 7Q (836.907605 sec): 3 clusters Score: Raw -10240875.562094 + Penalty 1121.739023 = -10239753.823071 nChanged 9862 SP:Iteration 8Q (837.147680 sec): 3 clusters Score: Raw -10247704.811886 + Penalty 1121.739023 = -10246583.072863 nChanged 9100 SP:Iteration 9Q (837.366749 sec): 3 clusters Score: Raw -10258016.651567 + Penalty 1121.739023 = -10256894.912544 nChanged 9876 SP:Iteration 10Q (837.584880 sec): 3 clusters Score: Raw -10284202.424930 + Penalty 1121.739023 = -10283080.685907 nChanged 10020 SP:Iteration 11Q (837.798132 sec): 3 clusters Score: Raw -10323535.881717 + Penalty 1121.739023 = -10322414.142694 nChanged 7354 SP:Iteration 12Q (838.004500 sec): 3 clusters Score: Raw -10329702.910921 + Penalty 1121.739023 = -10328581.171898 nChanged 4476 SP:Iteration 13Q (838.211600 sec): 3 clusters Score: Raw -10332293.739278 + Penalty 1121.739023 = -10331172.000256 nChanged 3167 SP:Iteration 14Q (838.417796 sec): 3 clusters Score: Raw -10333816.550771 + Penalty 1121.739023 = -10332694.811748 nChanged 2425 SP:Iteration 15Q (838.642996 sec): 3 clusters Score: Raw -10334875.153284 + Penalty 1121.739023 = -10333753.414262 nChanged 2005 SP:Iteration 16Q (838.848688 sec): 3 clusters Score: Raw -10335615.875284 + Penalty 1121.739023 = -10334494.136261 nChanged 1734 SP:Iteration 17Q (839.053920 sec): 3 clusters Score: Raw -10336175.840062 + Penalty 1121.739023 = -10335054.101040 nChanged 1579 SP:Iteration 18Q (839.258904 sec): 3 clusters Score: Raw -10336627.480567 + Penalty 1121.739023 = -10335505.741545 nChanged 1526 SP:Iteration 19Q (839.464100 sec): 3 clusters Score: Raw -10337020.638083 + Penalty 1121.739023 = -10335898.899060 nChanged 1433 SP:Iteration 20F (839.655898 sec): 3 clusters Score: Raw -10337358.777728 + Penalty 1121.739023 = -10336237.038706 nChanged 1364 SP:Iteration 21Q (839.861493 sec): 3 clusters Score: Raw -10337641.656331 + Penalty 1121.739023 = -10336519.917308 nChanged 1306 SP:Iteration 22Q (840.067134 sec): 3 clusters Score: Raw -10337885.186202 + Penalty 1121.739023 = -10336763.447180 nChanged 1206 SP:Iteration 23Q (840.274005 sec): 3 clusters Score: Raw -10338089.964553 + Penalty 1121.739023 = -10336968.225530 nChanged 1139 SP:Iteration 24Q (840.480785 sec): 3 clusters Score: Raw -10338263.247000 + Penalty 1121.739023 = -10337141.507978 nChanged 1091 SP:Iteration 25Q (840.685995 sec): 3 clusters Score: Raw -10338418.543060 + Penalty 1121.739023 = -10337296.804037 nChanged 1038 SP:Iteration 26Q (840.895078 sec): 3 clusters Score: Raw -10338558.730373 + Penalty 1121.739023 = -10337436.991351 nChanged 1018 SP:Iteration 27Q (841.100323 sec): 3 clusters Score: Raw -10338684.589258 + Penalty 1121.739023 = -10337562.850235 nChanged 914 SP:Iteration 28Q (841.306489 sec): 3 clusters Score: Raw -10338788.545525 + Penalty 1121.739023 = -10337666.806502 nChanged 859 SP:Iteration 29Q (841.511208 sec): 3 clusters Score: Raw -10338874.345451 + Penalty 1121.739023 = -10337752.606428 nChanged 781 SP:Iteration 30Q (841.715682 sec): 3 clusters Score: Raw -10338942.722230 + Penalty 1121.739023 = -10337820.983208 nChanged 718 SP:Iteration 31Q (841.920495 sec): 3 clusters Score: Raw -10339000.876593 + Penalty 1121.739023 = -10337879.137571 nChanged 674 SP:Iteration 32Q (842.147577 sec): 3 clusters Score: Raw -10339049.628637 + Penalty 1121.739023 = -10337927.889614 nChanged 598 SP:Iteration 33Q (842.352775 sec): 3 clusters Score: Raw -10339089.624568 + Penalty 1121.739023 = -10337967.885545 nChanged 568 SP:Iteration 34Q (842.557762 sec): 3 clusters Score: Raw -10339126.405275 + Penalty 1121.739023 = -10338004.666253 nChanged 573 SP:Iteration 35Q (842.762606 sec): 3 clusters Score: Raw -10339162.464018 + Penalty 1121.739023 = -10338040.724995 nChanged 531 SP:Iteration 36Q (842.970271 sec): 3 clusters Score: Raw -10339192.817493 + Penalty 1121.739023 = -10338071.078470 nChanged 489 SP:Iteration 37Q (843.176882 sec): 3 clusters Score: Raw -10339218.345252 + Penalty 1121.739023 = -10338096.606229 nChanged 438 SP:Iteration 38Q (843.381356 sec): 3 clusters Score: Raw -10339238.294396 + Penalty 1121.739023 = -10338116.555373 nChanged 387 SP:Iteration 39Q (843.585450 sec): 3 clusters Score: Raw -10339253.391527 + Penalty 1121.739023 = -10338131.652505 nChanged 348 SP:Iteration 40F (843.777418 sec): 3 clusters Score: Raw -10339266.492861 + Penalty 1121.739023 = -10338144.753838 nChanged 324 SP:Iteration 41Q (843.981734 sec): 3 clusters Score: Raw -10339278.260791 + Penalty 1121.739023 = -10338156.521768 nChanged 313 SP:Iteration 42Q (844.186187 sec): 3 clusters Score: Raw -10339289.694931 + Penalty 1121.739023 = -10338167.955908 nChanged 282 SP:Iteration 43Q (844.391078 sec): 3 clusters Score: Raw -10339299.246540 + Penalty 1121.739023 = -10338177.507518 nChanged 286 SP:Iteration 44Q (844.595414 sec): 3 clusters Score: Raw -10339308.999375 + Penalty 1121.739023 = -10338187.260352 nChanged 281 SP:Iteration 45Q (844.800108 sec): 3 clusters Score: Raw -10339317.916168 + Penalty 1121.739023 = -10338196.177145 nChanged 264 SP:Iteration 46Q (845.004592 sec): 3 clusters Score: Raw -10339325.890780 + Penalty 1121.739023 = -10338204.151758 nChanged 244 SP:Iteration 47Q (845.208668 sec): 3 clusters Score: Raw -10339333.276908 + Penalty 1121.739023 = -10338211.537885 nChanged 246 SP:Iteration 48Q (845.413304 sec): 3 clusters Score: Raw -10339340.315213 + Penalty 1121.739023 = -10338218.576190 nChanged 232 SP:Iteration 49Q (845.641787 sec): 3 clusters Score: Raw -10339346.642601 + Penalty 1121.739023 = -10338224.903579 nChanged 218 SP:Iteration 50Q (845.845432 sec): 3 clusters Score: Raw -10339352.145539 + Penalty 1121.739023 = -10338230.406516 nChanged 225 SP:Iteration 51Q (846.049624 sec): 3 clusters Score: Raw -10339358.095110 + Penalty 1121.739023 = -10338236.356087 nChanged 209 SP:Iteration 52Q (846.253586 sec): 3 clusters Score: Raw -10339363.019412 + Penalty 1121.739023 = -10338241.280389 nChanged 168 SP:Iteration 53Q (846.457973 sec): 3 clusters Score: Raw -10339366.538381 + Penalty 1121.739023 = -10338244.799358 nChanged 155 SP:Iteration 54Q (846.662020 sec): 3 clusters Score: Raw -10339369.307444 + Penalty 1121.739023 = -10338247.568421 nChanged 147 SP:Iteration 55Q (846.866057 sec): 3 clusters Score: Raw -10339371.982354 + Penalty 1121.739023 = -10338250.243331 nChanged 152 SP:Iteration 56Q (847.070216 sec): 3 clusters Score: Raw -10339374.582362 + Penalty 1121.739023 = -10338252.843340 nChanged 128 SP:Iteration 57Q (847.274596 sec): 3 clusters Score: Raw -10339376.736994 + Penalty 1121.739023 = -10338254.997971 nChanged 141 SP:Iteration 58Q (847.478674 sec): 3 clusters Score: Raw -10339379.058462 + Penalty 1121.739023 = -10338257.319439 nChanged 144 SP:Iteration 59Q (847.682595 sec): 3 clusters Score: Raw -10339381.279648 + Penalty 1121.739023 = -10338259.540626 nChanged 129 SP:Iteration 60F (847.875635 sec): 3 clusters Score: Raw -10339382.900575 + Penalty 1121.739023 = -10338261.161552 nChanged 101 SP:Iteration 61Q (848.079712 sec): 3 clusters Score: Raw -10339384.155397 + Penalty 1121.739023 = -10338262.416374 nChanged 91 SP:Iteration 62Q (848.284012 sec): 3 clusters Score: Raw -10339385.177254 + Penalty 1121.739023 = -10338263.438231 nChanged 79 SP:Iteration 63Q (848.488044 sec): 3 clusters Score: Raw -10339386.065209 + Penalty 1121.739023 = -10338264.326186 nChanged 78 SP:Iteration 64Q (848.692043 sec): 3 clusters Score: Raw -10339387.118504 + Penalty 1121.739023 = -10338265.379481 nChanged 94 SP:Iteration 65Q (848.896478 sec): 3 clusters Score: Raw -10339388.438117 + Penalty 1121.739023 = -10338266.699094 nChanged 107 SP:Iteration 66Q (849.099526 sec): 3 clusters Score: Raw -10339389.811528 + Penalty 1121.739023 = -10338268.072505 nChanged 112 SP:Iteration 67Q (849.303764 sec): 3 clusters Score: Raw -10339391.169908 + Penalty 1121.739023 = -10338269.430885 nChanged 90 SP:Iteration 68Q (849.507721 sec): 3 clusters Score: Raw -10339392.084712 + Penalty 1121.739023 = -10338270.345690 nChanged 82 SP:Iteration 69Q (849.711755 sec): 3 clusters Score: Raw -10339392.968116 + Penalty 1121.739023 = -10338271.229093 nChanged 84 SP:Iteration 70Q (849.915624 sec): 3 clusters Score: Raw -10339393.803889 + Penalty 1121.739023 = -10338272.064866 nChanged 70 SP:Iteration 71Q (850.119557 sec): 3 clusters Score: Raw -10339394.408105 + Penalty 1121.739023 = -10338272.669082 nChanged 65 SP:Iteration 72Q (850.323765 sec): 3 clusters Score: Raw -10339394.977387 + Penalty 1121.739023 = -10338273.238364 nChanged 61 SP:Iteration 73Q (850.527613 sec): 3 clusters Score: Raw -10339395.431119 + Penalty 1121.739023 = -10338273.692097 nChanged 43 SP:Iteration 74Q (850.731971 sec): 3 clusters Score: Raw -10339395.674481 + Penalty 1121.739023 = -10338273.935458 nChanged 40 SP:Iteration 75Q (850.936046 sec): 3 clusters Score: Raw -10339395.916519 + Penalty 1121.739023 = -10338274.177496 nChanged 39 SP:Iteration 76Q (851.140377 sec): 3 clusters Score: Raw -10339396.126280 + Penalty 1121.739023 = -10338274.387257 nChanged 34 SP:Iteration 77Q (851.344747 sec): 3 clusters Score: Raw -10339396.300942 + Penalty 1121.739023 = -10338274.561919 nChanged 25 SP:Iteration 78Q (851.548730 sec): 3 clusters Score: Raw -10339396.398424 + Penalty 1121.739023 = -10338274.659401 nChanged 20 SP:Iteration 79Q (851.752738 sec): 3 clusters Score: Raw -10339396.501535 + Penalty 1121.739023 = -10338274.762512 nChanged 18 SP:Iteration 80F (851.945338 sec): 3 clusters Score: Raw -10339396.560154 + Penalty 1121.739023 = -10338274.821132 nChanged 13 SP:Iteration 81Q (852.149529 sec): 3 clusters Score: Raw -10339396.585187 + Penalty 1121.739023 = -10338274.846164 nChanged 5 SP:Iteration 82Q (852.353967 sec): 3 clusters Score: Raw -10339396.594730 + Penalty 1121.739023 = -10338274.855707 nChanged 5 SP:Iteration 83Q (852.558232 sec): 3 clusters Score: Raw -10339396.605122 + Penalty 1121.739023 = -10338274.866100 nChanged 9 SP:Iteration 84Q (852.762935 sec): 3 clusters Score: Raw -10339396.626305 + Penalty 1121.739023 = -10338274.887283 nChanged 9 SP:Iteration 85Q (852.966784 sec): 3 clusters Score: Raw -10339396.643303 + Penalty 1121.739023 = -10338274.904281 nChanged 7 SP:Iteration 86Q (853.171254 sec): 3 clusters Score: Raw -10339396.654469 + Penalty 1121.739023 = -10338274.915447 nChanged 8 SP:Iteration 87Q (853.375646 sec): 3 clusters Score: Raw -10339396.667702 + Penalty 1121.739023 = -10338274.928680 nChanged 2 SP:Iteration 88Q (853.579673 sec): 3 clusters Score: Raw -10339396.671316 + Penalty 1121.739023 = -10338274.932293 nChanged 3 SP:Iteration 89Q (853.783699 sec): 3 clusters Score: Raw -10339396.676803 + Penalty 1121.739023 = -10338274.937781 nChanged 4 SP:Iteration 90Q (853.987834 sec): 3 clusters Score: Raw -10339396.686149 + Penalty 1121.739023 = -10338274.947127 nChanged 5 SP:Iteration 91Q (854.191858 sec): 3 clusters Score: Raw -10339396.695069 + Penalty 1121.739023 = -10338274.956046 nChanged 3 SP:Iteration 92Q (854.395845 sec): 3 clusters Score: Raw -10339396.701245 + Penalty 1121.739023 = -10338274.962223 nChanged 6 SP:Iteration 93Q (854.600401 sec): 3 clusters Score: Raw -10339396.708870 + Penalty 1121.739023 = -10338274.969847 nChanged 3 SP:Iteration 94Q (854.804466 sec): 3 clusters Score: Raw -10339396.715307 + Penalty 1121.739023 = -10338274.976284 nChanged 3 SP:Iteration 95Q (855.008447 sec): 3 clusters Score: Raw -10339396.723680 + Penalty 1121.739023 = -10338274.984658 nChanged 6 SP:Iteration 96Q (855.212530 sec): 3 clusters Score: Raw -10339396.740111 + Penalty 1121.739023 = -10338275.001089 nChanged 6 SP:Iteration 97Q (855.417071 sec): 3 clusters Score: Raw -10339396.761345 + Penalty 1121.739023 = -10338275.022322 nChanged 9 SP:Iteration 98Q (855.621263 sec): 3 clusters Score: Raw -10339396.792865 + Penalty 1121.739023 = -10338275.053843 nChanged 8 SP:Iteration 99Q (855.825276 sec): 3 clusters Score: Raw -10339396.816299 + Penalty 1121.739023 = -10338275.077277 nChanged 9 SP:Iteration 100F (856.017413 sec): 3 clusters Score: Raw -10339396.831987 + Penalty 1121.739023 = -10338275.092965 nChanged 5 SP:Iteration 101Q (856.222341 sec): 3 clusters Score: Raw -10339396.839442 + Penalty 1121.739023 = -10338275.100419 nChanged 3 SP:Iteration 102Q (856.426665 sec): 3 clusters Score: Raw -10339396.845762 + Penalty 1121.739023 = -10338275.106739 nChanged 3 SP:Iteration 103Q (856.630976 sec): 3 clusters Score: Raw -10339396.849651 + Penalty 1121.739023 = -10338275.110629 nChanged 3 SP:Iteration 104Q (856.835055 sec): 3 clusters Score: Raw -10339396.859030 + Penalty 1121.739023 = -10338275.120007 nChanged 4 SP:Iteration 105Q (857.038712 sec): 3 clusters Score: Raw -10339396.870359 + Penalty 1121.739023 = -10338275.131336 nChanged 4 SP:Iteration 106Q (857.243000 sec): 3 clusters Score: Raw -10339396.878236 + Penalty 1121.739023 = -10338275.139214 nChanged 1 SP:Iteration 107Q (857.447475 sec): 3 clusters Score: Raw -10339396.881663 + Penalty 1121.739023 = -10338275.142640 nChanged 1 SP:Iteration 108Q (857.652111 sec): 3 clusters Score: Raw -10339396.885087 + Penalty 1121.739023 = -10338275.146064 nChanged 1 SP:Iteration 109Q (857.858863 sec): 3 clusters Score: Raw -10339396.885917 + Penalty 1121.739023 = -10338275.146894 nChanged 0 SP:Iteration 110F (858.052147 sec): 3 clusters Score: Raw -10339396.885917 + Penalty 1121.739023 = -10338275.146894 nChanged 0 Score: Raw -13810071.767704 + Penalty 12654.437136 = -13797417.330568 Splitting cluster 14 changes total score from -13733827.042923 to -13797417.330568 So it's getting split into cluster 22. Trying to split cluster 15 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.262172 sec): 2 clusters Score: Raw -73981.402632 + Penalty 329.774562 = -73651.628070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.266691 sec): 3 clusters Score: Raw -73265.320534 + Penalty 659.549125 = -72605.771409 nChanged 592 SP:Iteration 1F (860.270675 sec): 3 clusters Score: Raw -73645.710356 + Penalty 659.549125 = -72986.161231 nChanged 105 SP:Iteration 2F (860.274755 sec): 3 clusters Score: Raw -73725.122489 + Penalty 659.549125 = -73065.573364 nChanged 70 SP:Iteration 3Q (860.278775 sec): 3 clusters Score: Raw -73794.643940 + Penalty 659.549125 = -73135.094815 nChanged 81 SP:Iteration 4F (860.282740 sec): 3 clusters Score: Raw -73872.177887 + Penalty 659.549125 = -73212.628762 nChanged 70 SP:Iteration 5Q (860.286800 sec): 3 clusters Score: Raw -73926.141522 + Penalty 659.549125 = -73266.592398 nChanged 54 SP:Iteration 6Q (860.290780 sec): 3 clusters Score: Raw -73953.013173 + Penalty 659.549125 = -73293.464048 nChanged 22 SP:Iteration 7Q (860.294745 sec): 3 clusters Score: Raw -73961.530240 + Penalty 659.549125 = -73301.981115 nChanged 14 SP:Iteration 8Q (860.298716 sec): 3 clusters Score: Raw -73968.123615 + Penalty 659.549125 = -73308.574491 nChanged 10 SP:Iteration 9Q (860.302668 sec): 3 clusters Score: Raw -73971.442811 + Penalty 659.549125 = -73311.893686 nChanged 8 SP:Iteration 10Q (860.306562 sec): 3 clusters Score: Raw -73973.337122 + Penalty 659.549125 = -73313.787997 nChanged 3 SP:Iteration 11Q (860.310517 sec): 3 clusters Score: Raw -73974.012807 + Penalty 659.549125 = -73314.463682 nChanged 3 SP:Iteration 12Q (860.314466 sec): 3 clusters Score: Raw -73974.640546 + Penalty 659.549125 = -73315.091421 nChanged 5 SP:Iteration 13Q (860.318446 sec): 3 clusters Score: Raw -73975.406223 + Penalty 659.549125 = -73315.857098 nChanged 3 SP:Iteration 14Q (860.322404 sec): 3 clusters Score: Raw -73976.259852 + Penalty 659.549125 = -73316.710727 nChanged 3 SP:Iteration 15Q (860.326347 sec): 3 clusters Score: Raw -73977.239187 + Penalty 659.549125 = -73317.690062 nChanged 2 SP:Iteration 16Q (860.330294 sec): 3 clusters Score: Raw -73977.911665 + Penalty 659.549125 = -73318.362541 nChanged 2 SP:Iteration 17Q (860.334244 sec): 3 clusters Score: Raw -73978.557586 + Penalty 659.549125 = -73319.008461 nChanged 2 SP:Iteration 18Q (860.338192 sec): 3 clusters Score: Raw -73978.911273 + Penalty 659.549125 = -73319.362148 nChanged 1 SP:Iteration 19Q (860.342140 sec): 3 clusters Score: Raw -73978.984873 + Penalty 659.549125 = -73319.435748 nChanged 0 SP:Iteration 20F (860.346092 sec): 3 clusters Score: Raw -73978.984873 + Penalty 659.549125 = -73319.435748 nChanged 0 Trying to split cluster 16 (19796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.372264 sec): 2 clusters Score: Raw -886412.435460 + Penalty 450.142201 = -885962.293259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.402747 sec): 3 clusters Score: Raw -873717.797900 + Penalty 900.284401 = -872817.513499 nChanged 9415 SP:Iteration 1F (860.430817 sec): 3 clusters Score: Raw -881901.524143 + Penalty 900.284401 = -881001.239742 nChanged 2225 SP:Iteration 2F (860.459036 sec): 3 clusters Score: Raw -884399.201815 + Penalty 900.284401 = -883498.917414 nChanged 1935 SP:Iteration 3F (860.487573 sec): 3 clusters Score: Raw -886397.758446 + Penalty 900.284401 = -885497.474045 nChanged 1306 SP:Iteration 4F (860.515788 sec): 3 clusters Score: Raw -887384.155848 + Penalty 900.284401 = -886483.871447 nChanged 661 SP:Iteration 5Q (860.544347 sec): 3 clusters Score: Raw -887702.901786 + Penalty 900.284401 = -886802.617385 nChanged 353 SP:Iteration 6Q (860.573006 sec): 3 clusters Score: Raw -887805.799159 + Penalty 900.284401 = -886905.514758 nChanged 212 SP:Iteration 7Q (860.601508 sec): 3 clusters Score: Raw -887844.200949 + Penalty 900.284401 = -886943.916548 nChanged 139 SP:Iteration 8Q (860.630082 sec): 3 clusters Score: Raw -887862.868584 + Penalty 900.284401 = -886962.584183 nChanged 87 SP:Iteration 9Q (860.658886 sec): 3 clusters Score: Raw -887872.536158 + Penalty 900.284401 = -886972.251757 nChanged 63 SP:Iteration 10Q (860.687526 sec): 3 clusters Score: Raw -887879.535499 + Penalty 900.284401 = -886979.251097 nChanged 63 SP:Iteration 11Q (860.716046 sec): 3 clusters Score: Raw -887884.622342 + Penalty 900.284401 = -886984.337941 nChanged 42 SP:Iteration 12Q (860.756755 sec): 3 clusters Score: Raw -887887.532557 + Penalty 900.284401 = -886987.248156 nChanged 36 SP:Iteration 13Q (860.785032 sec): 3 clusters Score: Raw -887890.293520 + Penalty 900.284401 = -886990.009118 nChanged 32 SP:Iteration 14Q (860.813896 sec): 3 clusters Score: Raw -887892.396204 + Penalty 900.284401 = -886992.111803 nChanged 22 SP:Iteration 15Q (860.842368 sec): 3 clusters Score: Raw -887893.591455 + Penalty 900.284401 = -886993.307054 nChanged 21 SP:Iteration 16Q (860.870740 sec): 3 clusters Score: Raw -887894.727821 + Penalty 900.284401 = -886994.443420 nChanged 20 SP:Iteration 17Q (860.899342 sec): 3 clusters Score: Raw -887895.414435 + Penalty 900.284401 = -886995.130034 nChanged 17 SP:Iteration 18Q (860.927932 sec): 3 clusters Score: Raw -887896.181161 + Penalty 900.284401 = -886995.896760 nChanged 19 SP:Iteration 19Q (860.956444 sec): 3 clusters Score: Raw -887897.007917 + Penalty 900.284401 = -886996.723516 nChanged 20 SP:Iteration 20F (860.984799 sec): 3 clusters Score: Raw -887897.965710 + Penalty 900.284401 = -886997.681309 nChanged 22 SP:Iteration 21Q (861.013491 sec): 3 clusters Score: Raw -887899.263892 + Penalty 900.284401 = -886998.979491 nChanged 28 SP:Iteration 22Q (861.041982 sec): 3 clusters Score: Raw -887901.290422 + Penalty 900.284401 = -887001.006021 nChanged 31 SP:Iteration 23Q (861.070950 sec): 3 clusters Score: Raw -887902.735908 + Penalty 900.284401 = -887002.451507 nChanged 23 SP:Iteration 24Q (861.099677 sec): 3 clusters Score: Raw -887903.741166 + Penalty 900.284401 = -887003.456765 nChanged 24 SP:Iteration 25Q (861.128233 sec): 3 clusters Score: Raw -887904.746188 + Penalty 900.284401 = -887004.461786 nChanged 23 SP:Iteration 26Q (861.156891 sec): 3 clusters Score: Raw -887906.092521 + Penalty 900.284401 = -887005.808120 nChanged 23 SP:Iteration 27Q (861.185530 sec): 3 clusters Score: Raw -887907.214068 + Penalty 900.284401 = -887006.929667 nChanged 29 SP:Iteration 28Q (861.214146 sec): 3 clusters Score: Raw -887908.874669 + Penalty 900.284401 = -887008.590268 nChanged 23 SP:Iteration 29Q (861.242526 sec): 3 clusters Score: Raw -887910.268423 + Penalty 900.284401 = -887009.984022 nChanged 21 SP:Iteration 30Q (861.271143 sec): 3 clusters Score: Raw -887911.325912 + Penalty 900.284401 = -887011.041511 nChanged 21 SP:Iteration 31Q (861.299846 sec): 3 clusters Score: Raw -887912.066766 + Penalty 900.284401 = -887011.782365 nChanged 17 SP:Iteration 32Q (861.328447 sec): 3 clusters Score: Raw -887912.710046 + Penalty 900.284401 = -887012.425645 nChanged 20 SP:Iteration 33Q (861.356937 sec): 3 clusters Score: Raw -887913.518686 + Penalty 900.284401 = -887013.234285 nChanged 30 SP:Iteration 34Q (861.385543 sec): 3 clusters Score: Raw -887915.117079 + Penalty 900.284401 = -887014.832678 nChanged 35 SP:Iteration 35Q (861.414155 sec): 3 clusters Score: Raw -887917.265903 + Penalty 900.284401 = -887016.981502 nChanged 24 SP:Iteration 36Q (861.442628 sec): 3 clusters Score: Raw -887918.519190 + Penalty 900.284401 = -887018.234789 nChanged 25 SP:Iteration 37Q (861.471306 sec): 3 clusters Score: Raw -887920.231106 + Penalty 900.284401 = -887019.946705 nChanged 26 SP:Iteration 38Q (861.499812 sec): 3 clusters Score: Raw -887922.375010 + Penalty 900.284401 = -887022.090609 nChanged 32 SP:Iteration 39Q (861.528224 sec): 3 clusters Score: Raw -887924.444037 + Penalty 900.284401 = -887024.159636 nChanged 30 SP:Iteration 40F (861.556439 sec): 3 clusters Score: Raw -887926.152636 + Penalty 900.284401 = -887025.868235 nChanged 27 SP:Iteration 41Q (861.584979 sec): 3 clusters Score: Raw -887927.291511 + Penalty 900.284401 = -887027.007110 nChanged 16 SP:Iteration 42Q (861.613481 sec): 3 clusters Score: Raw -887927.969283 + Penalty 900.284401 = -887027.684882 nChanged 11 SP:Iteration 43Q (861.642208 sec): 3 clusters Score: Raw -887928.395721 + Penalty 900.284401 = -887028.111320 nChanged 7 SP:Iteration 44Q (861.670888 sec): 3 clusters Score: Raw -887928.675722 + Penalty 900.284401 = -887028.391321 nChanged 7 SP:Iteration 45Q (861.699369 sec): 3 clusters Score: Raw -887929.036226 + Penalty 900.284401 = -887028.751825 nChanged 11 SP:Iteration 46Q (861.727846 sec): 3 clusters Score: Raw -887929.378842 + Penalty 900.284401 = -887029.094441 nChanged 11 SP:Iteration 47Q (861.756360 sec): 3 clusters Score: Raw -887930.126085 + Penalty 900.284401 = -887029.841684 nChanged 18 SP:Iteration 48Q (861.784863 sec): 3 clusters Score: Raw -887930.952867 + Penalty 900.284401 = -887030.668466 nChanged 18 SP:Iteration 49Q (861.815678 sec): 3 clusters Score: Raw -887931.790973 + Penalty 900.284401 = -887031.506572 nChanged 19 SP:Iteration 50Q (861.844421 sec): 3 clusters Score: Raw -887932.682586 + Penalty 900.284401 = -887032.398185 nChanged 14 SP:Iteration 51Q (861.873158 sec): 3 clusters Score: Raw -887933.468269 + Penalty 900.284401 = -887033.183868 nChanged 15 SP:Iteration 52Q (861.901679 sec): 3 clusters Score: Raw -887933.946735 + Penalty 900.284401 = -887033.662334 nChanged 12 SP:Iteration 53Q (861.930207 sec): 3 clusters Score: Raw -887934.265184 + Penalty 900.284401 = -887033.980783 nChanged 8 SP:Iteration 54Q (861.958709 sec): 3 clusters Score: Raw -887934.453943 + Penalty 900.284401 = -887034.169542 nChanged 7 SP:Iteration 55Q (861.987050 sec): 3 clusters Score: Raw -887934.604468 + Penalty 900.284401 = -887034.320067 nChanged 9 SP:Iteration 56Q (862.015846 sec): 3 clusters Score: Raw -887934.887973 + Penalty 900.284401 = -887034.603572 nChanged 10 SP:Iteration 57Q (862.044327 sec): 3 clusters Score: Raw -887935.159476 + Penalty 900.284401 = -887034.875075 nChanged 8 SP:Iteration 58Q (862.072664 sec): 3 clusters Score: Raw -887935.436726 + Penalty 900.284401 = -887035.152325 nChanged 4 SP:Iteration 59Q (862.101317 sec): 3 clusters Score: Raw -887935.710382 + Penalty 900.284401 = -887035.425981 nChanged 11 SP:Iteration 60F (862.157712 sec): 3 clusters Score: Raw -887936.261594 + Penalty 900.284401 = -887035.977193 nChanged 12 SP:Iteration 61Q (862.186051 sec): 3 clusters Score: Raw -887936.866745 + Penalty 900.284401 = -887036.582344 nChanged 21 SP:Iteration 62Q (862.214425 sec): 3 clusters Score: Raw -887937.918522 + Penalty 900.284401 = -887037.634121 nChanged 12 SP:Iteration 63Q (862.242818 sec): 3 clusters Score: Raw -887938.331269 + Penalty 900.284401 = -887038.046868 nChanged 13 SP:Iteration 64Q (862.271216 sec): 3 clusters Score: Raw -887938.763821 + Penalty 900.284401 = -887038.479420 nChanged 14 SP:Iteration 65Q (862.299768 sec): 3 clusters Score: Raw -887939.317074 + Penalty 900.284401 = -887039.032673 nChanged 8 SP:Iteration 66Q (862.328251 sec): 3 clusters Score: Raw -887939.467274 + Penalty 900.284401 = -887039.182873 nChanged 5 SP:Iteration 67Q (862.356675 sec): 3 clusters Score: Raw -887939.556567 + Penalty 900.284401 = -887039.272166 nChanged 7 SP:Iteration 68Q (862.384935 sec): 3 clusters Score: Raw -887939.787391 + Penalty 900.284401 = -887039.502990 nChanged 12 SP:Iteration 69Q (862.413332 sec): 3 clusters Score: Raw -887940.159864 + Penalty 900.284401 = -887039.875463 nChanged 16 SP:Iteration 70Q (862.441652 sec): 3 clusters Score: Raw -887940.719007 + Penalty 900.284401 = -887040.434606 nChanged 14 SP:Iteration 71Q (862.470054 sec): 3 clusters Score: Raw -887941.201313 + Penalty 900.284401 = -887040.916912 nChanged 13 SP:Iteration 72Q (862.498582 sec): 3 clusters Score: Raw -887941.836772 + Penalty 900.284401 = -887041.552371 nChanged 15 SP:Iteration 73Q (862.526805 sec): 3 clusters Score: Raw -887942.608987 + Penalty 900.284401 = -887042.324586 nChanged 26 SP:Iteration 74Q (862.555177 sec): 3 clusters Score: Raw -887943.763433 + Penalty 900.284401 = -887043.479032 nChanged 17 SP:Iteration 75Q (862.583423 sec): 3 clusters Score: Raw -887944.549637 + Penalty 900.284401 = -887044.265236 nChanged 19 SP:Iteration 76Q (862.611628 sec): 3 clusters Score: Raw -887945.406809 + Penalty 900.284401 = -887045.122408 nChanged 15 SP:Iteration 77Q (862.639878 sec): 3 clusters Score: Raw -887945.973447 + Penalty 900.284401 = -887045.689046 nChanged 15 SP:Iteration 78Q (862.668123 sec): 3 clusters Score: Raw -887946.719294 + Penalty 900.284401 = -887046.434893 nChanged 10 SP:Iteration 79Q (862.696427 sec): 3 clusters Score: Raw -887947.127428 + Penalty 900.284401 = -887046.843027 nChanged 10 SP:Iteration 80F (862.724689 sec): 3 clusters Score: Raw -887947.572655 + Penalty 900.284401 = -887047.288254 nChanged 8 SP:Iteration 81Q (862.753025 sec): 3 clusters Score: Raw -887947.921089 + Penalty 900.284401 = -887047.636688 nChanged 8 SP:Iteration 82Q (862.781330 sec): 3 clusters Score: Raw -887948.258887 + Penalty 900.284401 = -887047.974486 nChanged 11 SP:Iteration 83Q (862.809671 sec): 3 clusters Score: Raw -887948.837947 + Penalty 900.284401 = -887048.553546 nChanged 8 SP:Iteration 84Q (862.837865 sec): 3 clusters Score: Raw -887949.329187 + Penalty 900.284401 = -887049.044786 nChanged 14 SP:Iteration 85Q (862.866149 sec): 3 clusters Score: Raw -887949.914528 + Penalty 900.284401 = -887049.630127 nChanged 15 SP:Iteration 86Q (862.894604 sec): 3 clusters Score: Raw -887950.445226 + Penalty 900.284401 = -887050.160825 nChanged 9 SP:Iteration 87Q (862.922871 sec): 3 clusters Score: Raw -887950.890963 + Penalty 900.284401 = -887050.606562 nChanged 11 SP:Iteration 88Q (862.951183 sec): 3 clusters Score: Raw -887951.471818 + Penalty 900.284401 = -887051.187417 nChanged 14 SP:Iteration 89Q (862.979384 sec): 3 clusters Score: Raw -887952.336296 + Penalty 900.284401 = -887052.051895 nChanged 14 SP:Iteration 90Q (863.007610 sec): 3 clusters Score: Raw -887952.778388 + Penalty 900.284401 = -887052.493986 nChanged 8 SP:Iteration 91Q (863.035803 sec): 3 clusters Score: Raw -887952.947304 + Penalty 900.284401 = -887052.662903 nChanged 8 SP:Iteration 92Q (863.064096 sec): 3 clusters Score: Raw -887953.100937 + Penalty 900.284401 = -887052.816536 nChanged 5 SP:Iteration 93Q (863.092221 sec): 3 clusters Score: Raw -887953.255290 + Penalty 900.284401 = -887052.970889 nChanged 13 SP:Iteration 94Q (863.120392 sec): 3 clusters Score: Raw -887953.979449 + Penalty 900.284401 = -887053.695048 nChanged 19 SP:Iteration 95Q (863.148520 sec): 3 clusters Score: Raw -887955.002988 + Penalty 900.284401 = -887054.718587 nChanged 19 SP:Iteration 96Q (863.176656 sec): 3 clusters Score: Raw -887956.075992 + Penalty 900.284401 = -887055.791591 nChanged 18 SP:Iteration 97Q (863.204964 sec): 3 clusters Score: Raw -887957.197060 + Penalty 900.284401 = -887056.912659 nChanged 22 SP:Iteration 98Q (863.233608 sec): 3 clusters Score: Raw -887958.412544 + Penalty 900.284401 = -887058.128143 nChanged 15 SP:Iteration 99Q (863.262249 sec): 3 clusters Score: Raw -887959.211443 + Penalty 900.284401 = -887058.927042 nChanged 20 SP:Iteration 100F (863.290493 sec): 3 clusters Score: Raw -887960.345203 + Penalty 900.284401 = -887060.060802 nChanged 19 SP:Iteration 101Q (863.318597 sec): 3 clusters Score: Raw -887961.129238 + Penalty 900.284401 = -887060.844837 nChanged 15 SP:Iteration 102Q (863.347027 sec): 3 clusters Score: Raw -887961.676285 + Penalty 900.284401 = -887061.391884 nChanged 13 SP:Iteration 103Q (863.375210 sec): 3 clusters Score: Raw -887962.055114 + Penalty 900.284401 = -887061.770713 nChanged 7 SP:Iteration 104Q (863.403296 sec): 3 clusters Score: Raw -887962.164901 + Penalty 900.284401 = -887061.880500 nChanged 3 SP:Iteration 105Q (863.431488 sec): 3 clusters Score: Raw -887962.234419 + Penalty 900.284401 = -887061.950018 nChanged 5 SP:Iteration 106Q (863.459730 sec): 3 clusters Score: Raw -887962.340162 + Penalty 900.284401 = -887062.055761 nChanged 6 SP:Iteration 107Q (863.487924 sec): 3 clusters Score: Raw -887962.698859 + Penalty 900.284401 = -887062.414458 nChanged 6 SP:Iteration 108Q (863.516253 sec): 3 clusters Score: Raw -887963.119267 + Penalty 900.284401 = -887062.834866 nChanged 7 SP:Iteration 109Q (863.544504 sec): 3 clusters Score: Raw -887963.474522 + Penalty 900.284401 = -887063.190121 nChanged 8 SP:Iteration 110Q (863.572718 sec): 3 clusters Score: Raw -887963.870585 + Penalty 900.284401 = -887063.586184 nChanged 8 SP:Iteration 111Q (863.600787 sec): 3 clusters Score: Raw -887964.137269 + Penalty 900.284401 = -887063.852868 nChanged 7 SP:Iteration 112Q (863.628929 sec): 3 clusters Score: Raw -887964.289428 + Penalty 900.284401 = -887064.005027 nChanged 6 SP:Iteration 113Q (863.657095 sec): 3 clusters Score: Raw -887964.423608 + Penalty 900.284401 = -887064.139207 nChanged 9 SP:Iteration 114Q (863.685156 sec): 3 clusters Score: Raw -887964.652111 + Penalty 900.284401 = -887064.367710 nChanged 6 SP:Iteration 115Q (863.713248 sec): 3 clusters Score: Raw -887964.756578 + Penalty 900.284401 = -887064.472176 nChanged 3 SP:Iteration 116Q (863.741230 sec): 3 clusters Score: Raw -887964.865397 + Penalty 900.284401 = -887064.580996 nChanged 5 SP:Iteration 117Q (863.769361 sec): 3 clusters Score: Raw -887965.001655 + Penalty 900.284401 = -887064.717254 nChanged 5 SP:Iteration 118Q (863.797319 sec): 3 clusters Score: Raw -887965.112870 + Penalty 900.284401 = -887064.828469 nChanged 3 SP:Iteration 119Q (863.825523 sec): 3 clusters Score: Raw -887965.220821 + Penalty 900.284401 = -887064.936420 nChanged 5 SP:Iteration 120F (863.853887 sec): 3 clusters Score: Raw -887965.406473 + Penalty 900.284401 = -887065.122072 nChanged 5 SP:Iteration 121Q (863.882103 sec): 3 clusters Score: Raw -887965.549448 + Penalty 900.284401 = -887065.265047 nChanged 4 SP:Iteration 122Q (863.910358 sec): 3 clusters Score: Raw -887965.636114 + Penalty 900.284401 = -887065.351713 nChanged 2 SP:Iteration 123Q (863.938549 sec): 3 clusters Score: Raw -887965.688893 + Penalty 900.284401 = -887065.404492 nChanged 3 SP:Iteration 124Q (863.966609 sec): 3 clusters Score: Raw -887965.755837 + Penalty 900.284401 = -887065.471436 nChanged 3 SP:Iteration 125Q (863.994771 sec): 3 clusters Score: Raw -887965.874045 + Penalty 900.284401 = -887065.589644 nChanged 5 SP:Iteration 126Q (864.023062 sec): 3 clusters Score: Raw -887966.041591 + Penalty 900.284401 = -887065.757190 nChanged 2 SP:Iteration 127Q (864.051110 sec): 3 clusters Score: Raw -887966.082290 + Penalty 900.284401 = -887065.797889 nChanged 2 SP:Iteration 128Q (864.079284 sec): 3 clusters Score: Raw -887966.128032 + Penalty 900.284401 = -887065.843631 nChanged 3 SP:Iteration 129Q (864.107347 sec): 3 clusters Score: Raw -887966.197742 + Penalty 900.284401 = -887065.913341 nChanged 2 SP:Iteration 130Q (864.135655 sec): 3 clusters Score: Raw -887966.261406 + Penalty 900.284401 = -887065.977005 nChanged 4 SP:Iteration 131Q (864.163660 sec): 3 clusters Score: Raw -887966.345365 + Penalty 900.284401 = -887066.060964 nChanged 0 SP:Iteration 132F (864.191883 sec): 3 clusters Score: Raw -887966.345365 + Penalty 900.284401 = -887066.060964 nChanged 0 Score: Raw -13811625.677610 + Penalty 13229.638824 = -13798396.038786 Splitting cluster 16 changes total score from -13733827.042923 to -13798396.038786 So it's getting split into cluster 23. Trying to split cluster 19 (10638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.506190 sec): 2 clusters Score: Raw -480021.369030 + Penalty 421.884544 = -479599.484486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.528857 sec): 3 clusters Score: Raw -473335.089985 + Penalty 843.769088 = -472491.320898 nChanged 4950 SP:Iteration 1F (866.550192 sec): 3 clusters Score: Raw -476226.411404 + Penalty 843.769088 = -475382.642317 nChanged 630 SP:Iteration 2F (866.571744 sec): 3 clusters Score: Raw -476518.331354 + Penalty 843.769088 = -475674.562266 nChanged 719 SP:Iteration 3F (866.593273 sec): 3 clusters Score: Raw -476930.125778 + Penalty 843.769088 = -476086.356690 nChanged 749 SP:Iteration 4F (866.614622 sec): 3 clusters Score: Raw -477403.061121 + Penalty 843.769088 = -476559.292034 nChanged 711 SP:Iteration 5F (866.636191 sec): 3 clusters Score: Raw -477857.965433 + Penalty 843.769088 = -477014.196346 nChanged 632 SP:Iteration 6F (866.657643 sec): 3 clusters Score: Raw -478240.316420 + Penalty 843.769088 = -477396.547332 nChanged 553 SP:Iteration 7F (866.679126 sec): 3 clusters Score: Raw -478588.246034 + Penalty 843.769088 = -477744.476947 nChanged 485 SP:Iteration 8Q (866.700647 sec): 3 clusters Score: Raw -478901.457700 + Penalty 843.769088 = -478057.688612 nChanged 423 SP:Iteration 9Q (866.752569 sec): 3 clusters Score: Raw -479205.888322 + Penalty 843.769088 = -478362.119235 nChanged 339 SP:Iteration 10Q (866.774022 sec): 3 clusters Score: Raw -479439.268943 + Penalty 843.769088 = -478595.499856 nChanged 289 SP:Iteration 11Q (866.795797 sec): 3 clusters Score: Raw -479617.429003 + Penalty 843.769088 = -478773.659915 nChanged 244 SP:Iteration 12Q (866.817166 sec): 3 clusters Score: Raw -479767.696830 + Penalty 843.769088 = -478923.927742 nChanged 209 SP:Iteration 13Q (866.838403 sec): 3 clusters Score: Raw -479875.407402 + Penalty 843.769088 = -479031.638315 nChanged 177 SP:Iteration 14Q (866.859702 sec): 3 clusters Score: Raw -479965.472258 + Penalty 843.769088 = -479121.703170 nChanged 160 SP:Iteration 15Q (866.880647 sec): 3 clusters Score: Raw -480033.510236 + Penalty 843.769088 = -479189.741148 nChanged 126 SP:Iteration 16Q (866.901549 sec): 3 clusters Score: Raw -480085.458691 + Penalty 843.769088 = -479241.689603 nChanged 114 SP:Iteration 17Q (866.922479 sec): 3 clusters Score: Raw -480128.002194 + Penalty 843.769088 = -479284.233107 nChanged 97 SP:Iteration 18Q (866.943427 sec): 3 clusters Score: Raw -480172.216656 + Penalty 843.769088 = -479328.447569 nChanged 74 SP:Iteration 19Q (866.964276 sec): 3 clusters Score: Raw -480207.729584 + Penalty 843.769088 = -479363.960496 nChanged 66 SP:Iteration 20F (866.988189 sec): 3 clusters Score: Raw -480241.955236 + Penalty 843.769088 = -479398.186148 nChanged 56 SP:Iteration 21Q (867.008990 sec): 3 clusters Score: Raw -480266.069334 + Penalty 843.769088 = -479422.300246 nChanged 48 SP:Iteration 22Q (867.029771 sec): 3 clusters Score: Raw -480289.755129 + Penalty 843.769088 = -479445.986041 nChanged 55 SP:Iteration 23Q (867.050508 sec): 3 clusters Score: Raw -480313.479075 + Penalty 843.769088 = -479469.709987 nChanged 43 SP:Iteration 24Q (867.071317 sec): 3 clusters Score: Raw -480332.260549 + Penalty 843.769088 = -479488.491462 nChanged 43 SP:Iteration 25Q (867.092005 sec): 3 clusters Score: Raw -480343.354190 + Penalty 843.769088 = -479499.585103 nChanged 24 SP:Iteration 26Q (867.112659 sec): 3 clusters Score: Raw -480347.720103 + Penalty 843.769088 = -479503.951016 nChanged 23 SP:Iteration 27Q (867.133549 sec): 3 clusters Score: Raw -480351.180792 + Penalty 843.769088 = -479507.411704 nChanged 13 SP:Iteration 28Q (867.154484 sec): 3 clusters Score: Raw -480353.530518 + Penalty 843.769088 = -479509.761430 nChanged 13 SP:Iteration 29Q (867.175279 sec): 3 clusters Score: Raw -480356.519479 + Penalty 843.769088 = -479512.750392 nChanged 16 SP:Iteration 30Q (867.196174 sec): 3 clusters Score: Raw -480359.870700 + Penalty 843.769088 = -479516.101612 nChanged 20 SP:Iteration 31Q (867.216842 sec): 3 clusters Score: Raw -480363.242429 + Penalty 843.769088 = -479519.473342 nChanged 13 SP:Iteration 32Q (867.237537 sec): 3 clusters Score: Raw -480366.157324 + Penalty 843.769088 = -479522.388236 nChanged 12 SP:Iteration 33Q (867.258296 sec): 3 clusters Score: Raw -480368.074325 + Penalty 843.769088 = -479524.305237 nChanged 7 SP:Iteration 34Q (867.279092 sec): 3 clusters Score: Raw -480369.356259 + Penalty 843.769088 = -479525.587172 nChanged 7 SP:Iteration 35Q (867.299768 sec): 3 clusters Score: Raw -480370.249355 + Penalty 843.769088 = -479526.480267 nChanged 6 SP:Iteration 36Q (867.320437 sec): 3 clusters Score: Raw -480371.511839 + Penalty 843.769088 = -479527.742752 nChanged 7 SP:Iteration 37Q (867.341188 sec): 3 clusters Score: Raw -480372.969788 + Penalty 843.769088 = -479529.200701 nChanged 13 SP:Iteration 38Q (867.361918 sec): 3 clusters Score: Raw -480374.108832 + Penalty 843.769088 = -479530.339744 nChanged 6 SP:Iteration 39Q (867.382702 sec): 3 clusters Score: Raw -480375.394300 + Penalty 843.769088 = -479531.625213 nChanged 7 SP:Iteration 40F (867.403835 sec): 3 clusters Score: Raw -480376.568010 + Penalty 843.769088 = -479532.798923 nChanged 8 SP:Iteration 41Q (867.424465 sec): 3 clusters Score: Raw -480377.231832 + Penalty 843.769088 = -479533.462745 nChanged 2 SP:Iteration 42Q (867.445200 sec): 3 clusters Score: Raw -480377.340102 + Penalty 843.769088 = -479533.571014 nChanged 2 SP:Iteration 43Q (867.465777 sec): 3 clusters Score: Raw -480377.514658 + Penalty 843.769088 = -479533.745571 nChanged 2 SP:Iteration 44Q (867.486567 sec): 3 clusters Score: Raw -480377.574808 + Penalty 843.769088 = -479533.805721 nChanged 0 SP:Iteration 45F (867.507794 sec): 3 clusters Score: Raw -480377.574808 + Penalty 843.769088 = -479533.805721 nChanged 0 Trying to split cluster 20 (2143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.521697 sec): 2 clusters Score: Raw -103270.879675 + Penalty 348.983271 = -102921.896404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.528255 sec): 3 clusters Score: Raw -102141.398058 + Penalty 697.966542 = -101443.431516 nChanged 901 SP:Iteration 1F (867.534082 sec): 3 clusters Score: Raw -102760.988600 + Penalty 697.966542 = -102063.022058 nChanged 186 SP:Iteration 2F (867.539890 sec): 3 clusters Score: Raw -102918.725223 + Penalty 697.966542 = -102220.758682 nChanged 178 SP:Iteration 3F (867.545714 sec): 3 clusters Score: Raw -103041.345051 + Penalty 697.966542 = -102343.378509 nChanged 138 SP:Iteration 4F (867.551508 sec): 3 clusters Score: Raw -103155.312914 + Penalty 697.966542 = -102457.346372 nChanged 108 SP:Iteration 5F (867.557290 sec): 3 clusters Score: Raw -103243.816625 + Penalty 697.966542 = -102545.850083 nChanged 86 SP:Iteration 6Q (867.563122 sec): 3 clusters Score: Raw -103305.509535 + Penalty 697.966542 = -102607.542993 nChanged 63 SP:Iteration 7Q (867.568949 sec): 3 clusters Score: Raw -103363.707243 + Penalty 697.966542 = -102665.740702 nChanged 61 SP:Iteration 8Q (867.574767 sec): 3 clusters Score: Raw -103415.210575 + Penalty 697.966542 = -102717.244034 nChanged 47 SP:Iteration 9Q (867.580616 sec): 3 clusters Score: Raw -103448.456155 + Penalty 697.966542 = -102750.489613 nChanged 43 SP:Iteration 10Q (867.586392 sec): 3 clusters Score: Raw -103477.645501 + Penalty 697.966542 = -102779.678959 nChanged 32 SP:Iteration 11Q (867.592183 sec): 3 clusters Score: Raw -103496.463527 + Penalty 697.966542 = -102798.496985 nChanged 34 SP:Iteration 12Q (867.597939 sec): 3 clusters Score: Raw -103514.695407 + Penalty 697.966542 = -102816.728866 nChanged 26 SP:Iteration 13Q (867.603679 sec): 3 clusters Score: Raw -103522.916628 + Penalty 697.966542 = -102824.950086 nChanged 19 SP:Iteration 14Q (867.609432 sec): 3 clusters Score: Raw -103530.836946 + Penalty 697.966542 = -102832.870404 nChanged 18 SP:Iteration 15Q (867.615166 sec): 3 clusters Score: Raw -103540.859542 + Penalty 697.966542 = -102842.893000 nChanged 18 SP:Iteration 16Q (867.620906 sec): 3 clusters Score: Raw -103548.096695 + Penalty 697.966542 = -102850.130153 nChanged 9 SP:Iteration 17Q (867.626632 sec): 3 clusters Score: Raw -103550.321342 + Penalty 697.966542 = -102852.354800 nChanged 10 SP:Iteration 18Q (867.632355 sec): 3 clusters Score: Raw -103553.962586 + Penalty 697.966542 = -102855.996044 nChanged 10 SP:Iteration 19Q (867.638056 sec): 3 clusters Score: Raw -103557.688630 + Penalty 697.966542 = -102859.722089 nChanged 5 SP:Iteration 20F (867.643878 sec): 3 clusters Score: Raw -103558.493675 + Penalty 697.966542 = -102860.527133 nChanged 4 SP:Iteration 21Q (867.649618 sec): 3 clusters Score: Raw -103559.150079 + Penalty 697.966542 = -102861.183537 nChanged 6 SP:Iteration 22Q (867.655343 sec): 3 clusters Score: Raw -103560.193891 + Penalty 697.966542 = -102862.227350 nChanged 0 SP:Iteration 23F (867.661115 sec): 3 clusters Score: Raw -103560.193891 + Penalty 697.966542 = -102862.227350 nChanged 0 Iteration 20F (869.975456 sec): 24 clusters Score: Raw -13825643.939579 + Penalty 13229.638824 = -13812414.300755 nChanged 16995 Iteration 21F (872.275982 sec): 24 clusters Score: Raw -13838965.806885 + Penalty 13229.638824 = -13825736.168061 nChanged 12035 Iteration 22Q (874.158754 sec): 24 clusters Score: Raw -13849762.219096 + Penalty 13229.638824 = -13836532.580272 nChanged 11950 Iteration 23Q (875.983739 sec): 24 clusters Score: Raw -13861697.131872 + Penalty 13229.638824 = -13848467.493048 nChanged 12770 Iteration 24Q (877.877156 sec): 24 clusters Score: Raw -13872329.733571 + Penalty 13229.638824 = -13859100.094747 nChanged 10515 Iteration 25Q (879.703126 sec): 24 clusters Score: Raw -13877505.588636 + Penalty 13229.638824 = -13864275.949812 nChanged 7645 Iteration 26Q (881.531228 sec): 24 clusters Score: Raw -13880471.523976 + Penalty 13229.638824 = -13867241.885151 nChanged 6355 Iteration 27Q (883.321393 sec): 24 clusters Score: Raw -13882660.721953 + Penalty 13229.638824 = -13869431.083129 nChanged 5571 Iteration 28Q (885.147521 sec): 24 clusters Score: Raw -13884392.167705 + Penalty 13229.638824 = -13871162.528881 nChanged 4945 Iteration 29Q (886.952789 sec): 24 clusters Score: Raw -13885811.130149 + Penalty 13229.638824 = -13872581.491325 nChanged 4390 Iteration 30Q (888.765522 sec): 24 clusters Score: Raw -13887031.605345 + Penalty 13229.638824 = -13873801.966521 nChanged 3932 Iteration 31Q (890.542548 sec): 24 clusters Score: Raw -13888096.937283 + Penalty 13229.638824 = -13874867.298459 nChanged 3652 Iteration 32Q (892.348823 sec): 24 clusters Score: Raw -13889007.414976 + Penalty 13229.638824 = -13875777.776152 nChanged 3297 Iteration 33Q (894.119810 sec): 24 clusters Score: Raw -13889768.408482 + Penalty 13229.638824 = -13876538.769658 nChanged 3056 Iteration 34Q (895.932312 sec): 24 clusters Score: Raw -13890435.497879 + Penalty 13229.638824 = -13877205.859054 nChanged 2854 Iteration 35Q (897.703495 sec): 24 clusters Score: Raw -13891078.907990 + Penalty 13229.638824 = -13877849.269166 nChanged 2747 Iteration 36Q (899.507582 sec): 24 clusters Score: Raw -13891681.964449 + Penalty 13229.638824 = -13878452.325625 nChanged 2441 Iteration 37Q (901.274225 sec): 24 clusters Score: Raw -13892208.079673 + Penalty 13229.638824 = -13878978.440849 nChanged 2259 Iteration 38Q (903.072942 sec): 24 clusters Score: Raw -13892661.933308 + Penalty 13229.638824 = -13879432.294484 nChanged 2106 Iteration 39Q (904.869710 sec): 24 clusters Score: Raw -13893099.702844 + Penalty 13229.638824 = -13879870.064020 nChanged 1994 Iteration 40F (907.183364 sec): 24 clusters Score: Raw -13900271.795699 + Penalty 13229.638824 = -13887042.156875 nChanged 9345 Iteration 41Q (909.012668 sec): 24 clusters Score: Raw -13907345.546124 + Penalty 13229.638824 = -13894115.907299 nChanged 7916 Iteration 42Q (910.868664 sec): 24 clusters Score: Raw -13911612.277367 + Penalty 13229.638824 = -13898382.638542 nChanged 7088 Iteration 43Q (912.702491 sec): 24 clusters Score: Raw -13915113.583869 + Penalty 13229.638824 = -13901883.945045 nChanged 6470 Iteration 44Q (914.548530 sec): 24 clusters Score: Raw -13918122.237456 + Penalty 13229.638824 = -13904892.598632 nChanged 6008 Iteration 45Q (916.353845 sec): 24 clusters Score: Raw -13920728.835523 + Penalty 13229.638824 = -13907499.196698 nChanged 5475 Iteration 46Q (918.190302 sec): 24 clusters Score: Raw -13922936.708562 + Penalty 13229.638824 = -13909707.069738 nChanged 4920 Iteration 47Q (919.987898 sec): 24 clusters Score: Raw -13924830.141895 + Penalty 13229.638824 = -13911600.503071 nChanged 4420 Iteration 48Q (921.817293 sec): 24 clusters Score: Raw -13926483.904483 + Penalty 13229.638824 = -13913254.265658 nChanged 4023 Iteration 49Q (923.606986 sec): 24 clusters Score: Raw -13928057.101387 + Penalty 13229.638824 = -13914827.462562 nChanged 3674 Iteration 50Q (925.454128 sec): 24 clusters Score: Raw -13929993.055834 + Penalty 13229.638824 = -13916763.417009 nChanged 3266 Iteration 51Q (927.254105 sec): 24 clusters Score: Raw -13933173.683439 + Penalty 13229.638824 = -13919944.044614 nChanged 2851 Iteration 52Q (929.080270 sec): 24 clusters Score: Raw -13936795.463132 + Penalty 13229.638824 = -13923565.824308 nChanged 3072 Iteration 53Q (930.862177 sec): 24 clusters Score: Raw -13938400.291154 + Penalty 13229.638824 = -13925170.652330 nChanged 3127 Iteration 54Q (932.663443 sec): 24 clusters Score: Raw -13939553.897224 + Penalty 13229.638824 = -13926324.258400 nChanged 3060 Iteration 55Q (934.438514 sec): 24 clusters Score: Raw -13940571.894149 + Penalty 13229.638824 = -13927342.255325 nChanged 3020 Iteration 56Q (936.233631 sec): 24 clusters Score: Raw -13941541.545007 + Penalty 13229.638824 = -13928311.906183 nChanged 2901 Iteration 57Q (938.007397 sec): 24 clusters Score: Raw -13942381.432612 + Penalty 13229.638824 = -13929151.793788 nChanged 2758 Iteration 58Q (939.798413 sec): 24 clusters Score: Raw -13943118.955259 + Penalty 13229.638824 = -13929889.316435 nChanged 2633 Writing temp clu file Because OldScore, -13929151.793788, is greater than current (better) Score,-13929889.316435 Compute initial score before splitting: Score: Raw -13943118.955259 + Penalty 13229.638824 = -13929889.316435 Trying to split cluster 1 (5496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.857298 sec): 2 clusters Score: Raw -262411.916701 + Penalty 391.835800 = -262020.080901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.873276 sec): 3 clusters Score: Raw -259093.443051 + Penalty 783.671601 = -258309.771450 nChanged 2495 SP:Iteration 1F (939.887625 sec): 3 clusters Score: Raw -260527.714563 + Penalty 783.671601 = -259744.042962 nChanged 365 SP:Iteration 2F (939.902019 sec): 3 clusters Score: Raw -260730.597308 + Penalty 783.671601 = -259946.925707 nChanged 374 SP:Iteration 3F (939.916282 sec): 3 clusters Score: Raw -261005.506232 + Penalty 783.671601 = -260221.834632 nChanged 418 SP:Iteration 4F (939.930612 sec): 3 clusters Score: Raw -261417.258877 + Penalty 783.671601 = -260633.587276 nChanged 443 SP:Iteration 5F (939.944918 sec): 3 clusters Score: Raw -261827.302827 + Penalty 783.671601 = -261043.631226 nChanged 335 SP:Iteration 6F (939.959240 sec): 3 clusters Score: Raw -262088.508738 + Penalty 783.671601 = -261304.837137 nChanged 232 SP:Iteration 7Q (939.973542 sec): 3 clusters Score: Raw -262248.878738 + Penalty 783.671601 = -261465.207137 nChanged 178 SP:Iteration 8Q (939.987888 sec): 3 clusters Score: Raw -262372.087369 + Penalty 783.671601 = -261588.415768 nChanged 140 SP:Iteration 9Q (940.002126 sec): 3 clusters Score: Raw -262447.405280 + Penalty 783.671601 = -261663.733679 nChanged 105 SP:Iteration 10Q (940.016333 sec): 3 clusters Score: Raw -262487.339667 + Penalty 783.671601 = -261703.668066 nChanged 80 SP:Iteration 11Q (940.030568 sec): 3 clusters Score: Raw -262519.883394 + Penalty 783.671601 = -261736.211793 nChanged 77 SP:Iteration 12Q (940.044783 sec): 3 clusters Score: Raw -262547.475274 + Penalty 783.671601 = -261763.803673 nChanged 66 SP:Iteration 13Q (940.058969 sec): 3 clusters Score: Raw -262569.758680 + Penalty 783.671601 = -261786.087079 nChanged 73 SP:Iteration 14Q (940.073129 sec): 3 clusters Score: Raw -262594.925303 + Penalty 783.671601 = -261811.253702 nChanged 66 SP:Iteration 15Q (940.087384 sec): 3 clusters Score: Raw -262616.371610 + Penalty 783.671601 = -261832.700010 nChanged 64 SP:Iteration 16Q (940.101525 sec): 3 clusters Score: Raw -262636.676302 + Penalty 783.671601 = -261853.004701 nChanged 49 SP:Iteration 17Q (940.115685 sec): 3 clusters Score: Raw -262649.864812 + Penalty 783.671601 = -261866.193211 nChanged 38 SP:Iteration 18Q (940.129833 sec): 3 clusters Score: Raw -262658.237220 + Penalty 783.671601 = -261874.565619 nChanged 33 SP:Iteration 19Q (940.143968 sec): 3 clusters Score: Raw -262663.819582 + Penalty 783.671601 = -261880.147982 nChanged 32 SP:Iteration 20F (940.158254 sec): 3 clusters Score: Raw -262668.297921 + Penalty 783.671601 = -261884.626321 nChanged 24 SP:Iteration 21Q (940.172427 sec): 3 clusters Score: Raw -262671.310563 + Penalty 783.671601 = -261887.638962 nChanged 17 SP:Iteration 22Q (940.217338 sec): 3 clusters Score: Raw -262673.926896 + Penalty 783.671601 = -261890.255295 nChanged 15 SP:Iteration 23Q (940.231716 sec): 3 clusters Score: Raw -262676.293262 + Penalty 783.671601 = -261892.621661 nChanged 18 SP:Iteration 24Q (940.245931 sec): 3 clusters Score: Raw -262678.752593 + Penalty 783.671601 = -261895.080992 nChanged 17 SP:Iteration 25Q (940.260159 sec): 3 clusters Score: Raw -262680.575107 + Penalty 783.671601 = -261896.903506 nChanged 10 SP:Iteration 26Q (940.274150 sec): 3 clusters Score: Raw -262681.368227 + Penalty 783.671601 = -261897.696627 nChanged 7 SP:Iteration 27Q (940.288335 sec): 3 clusters Score: Raw -262681.834913 + Penalty 783.671601 = -261898.163312 nChanged 5 SP:Iteration 28Q (940.302484 sec): 3 clusters Score: Raw -262682.524017 + Penalty 783.671601 = -261898.852416 nChanged 7 SP:Iteration 29Q (940.316577 sec): 3 clusters Score: Raw -262683.017505 + Penalty 783.671601 = -261899.345904 nChanged 5 SP:Iteration 30Q (940.330766 sec): 3 clusters Score: Raw -262683.242124 + Penalty 783.671601 = -261899.570523 nChanged 3 SP:Iteration 31Q (940.344928 sec): 3 clusters Score: Raw -262683.433677 + Penalty 783.671601 = -261899.762077 nChanged 4 SP:Iteration 32Q (940.359104 sec): 3 clusters Score: Raw -262683.603939 + Penalty 783.671601 = -261899.932338 nChanged 1 SP:Iteration 33Q (940.373323 sec): 3 clusters Score: Raw -262683.690245 + Penalty 783.671601 = -261900.018644 nChanged 4 SP:Iteration 34Q (940.387561 sec): 3 clusters Score: Raw -262684.076842 + Penalty 783.671601 = -261900.405241 nChanged 4 SP:Iteration 35Q (940.401699 sec): 3 clusters Score: Raw -262684.416958 + Penalty 783.671601 = -261900.745357 nChanged 4 SP:Iteration 36Q (940.415799 sec): 3 clusters Score: Raw -262684.802304 + Penalty 783.671601 = -261901.130703 nChanged 3 SP:Iteration 37Q (940.429978 sec): 3 clusters Score: Raw -262684.962439 + Penalty 783.671601 = -261901.290838 nChanged 7 SP:Iteration 38Q (940.444308 sec): 3 clusters Score: Raw -262685.415092 + Penalty 783.671601 = -261901.743491 nChanged 3 SP:Iteration 39Q (940.458566 sec): 3 clusters Score: Raw -262685.609549 + Penalty 783.671601 = -261901.937948 nChanged 2 SP:Iteration 40F (940.472852 sec): 3 clusters Score: Raw -262685.701102 + Penalty 783.671601 = -261902.029501 nChanged 2 SP:Iteration 41Q (940.486913 sec): 3 clusters Score: Raw -262685.873355 + Penalty 783.671601 = -261902.201754 nChanged 1 SP:Iteration 42Q (940.501050 sec): 3 clusters Score: Raw -262685.896565 + Penalty 783.671601 = -261902.224964 nChanged 1 SP:Iteration 43Q (940.515248 sec): 3 clusters Score: Raw -262685.911774 + Penalty 783.671601 = -261902.240173 nChanged 0 SP:Iteration 44F (940.529602 sec): 3 clusters Score: Raw -262685.911774 + Penalty 783.671601 = -261902.240173 nChanged 0 Trying to split cluster 2 (3531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.544723 sec): 2 clusters Score: Raw -154358.069240 + Penalty 371.704806 = -153986.364434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.555217 sec): 3 clusters Score: Raw -152268.736302 + Penalty 743.409612 = -151525.326690 nChanged 1596 SP:Iteration 1F (940.564421 sec): 3 clusters Score: Raw -153593.341068 + Penalty 743.409612 = -152849.931456 nChanged 405 SP:Iteration 2F (940.606397 sec): 3 clusters Score: Raw -153949.575096 + Penalty 743.409612 = -153206.165484 nChanged 310 SP:Iteration 3F (940.631041 sec): 3 clusters Score: Raw -154186.441163 + Penalty 743.409612 = -153443.031551 nChanged 221 SP:Iteration 4F (940.640269 sec): 3 clusters Score: Raw -154320.922740 + Penalty 743.409612 = -153577.513128 nChanged 132 SP:Iteration 5Q (940.649578 sec): 3 clusters Score: Raw -154390.757965 + Penalty 743.409612 = -153647.348353 nChanged 80 SP:Iteration 6Q (940.658842 sec): 3 clusters Score: Raw -154429.540618 + Penalty 743.409612 = -153686.131006 nChanged 69 SP:Iteration 7Q (940.668106 sec): 3 clusters Score: Raw -154464.679170 + Penalty 743.409612 = -153721.269558 nChanged 62 SP:Iteration 8Q (940.677399 sec): 3 clusters Score: Raw -154496.425727 + Penalty 743.409612 = -153753.016115 nChanged 61 SP:Iteration 9Q (940.686616 sec): 3 clusters Score: Raw -154529.764864 + Penalty 743.409612 = -153786.355252 nChanged 55 SP:Iteration 10Q (940.695828 sec): 3 clusters Score: Raw -154555.697936 + Penalty 743.409612 = -153812.288324 nChanged 50 SP:Iteration 11Q (940.705015 sec): 3 clusters Score: Raw -154588.286279 + Penalty 743.409612 = -153844.876667 nChanged 47 SP:Iteration 12Q (940.715849 sec): 3 clusters Score: Raw -154616.155532 + Penalty 743.409612 = -153872.745920 nChanged 41 SP:Iteration 13Q (940.725137 sec): 3 clusters Score: Raw -154637.732081 + Penalty 743.409612 = -153894.322469 nChanged 25 SP:Iteration 14Q (940.734239 sec): 3 clusters Score: Raw -154652.166679 + Penalty 743.409612 = -153908.757067 nChanged 13 SP:Iteration 15Q (940.743279 sec): 3 clusters Score: Raw -154658.785944 + Penalty 743.409612 = -153915.376332 nChanged 7 SP:Iteration 16Q (940.752351 sec): 3 clusters Score: Raw -154663.185942 + Penalty 743.409612 = -153919.776330 nChanged 8 SP:Iteration 17Q (940.761340 sec): 3 clusters Score: Raw -154666.239602 + Penalty 743.409612 = -153922.829990 nChanged 7 SP:Iteration 18Q (940.770322 sec): 3 clusters Score: Raw -154669.331901 + Penalty 743.409612 = -153925.922289 nChanged 10 SP:Iteration 19Q (940.779284 sec): 3 clusters Score: Raw -154673.188923 + Penalty 743.409612 = -153929.779311 nChanged 13 SP:Iteration 20F (940.788503 sec): 3 clusters Score: Raw -154679.484708 + Penalty 743.409612 = -153936.075096 nChanged 7 SP:Iteration 21Q (940.797504 sec): 3 clusters Score: Raw -154683.671591 + Penalty 743.409612 = -153940.261979 nChanged 4 SP:Iteration 22Q (940.806434 sec): 3 clusters Score: Raw -154685.230064 + Penalty 743.409612 = -153941.820452 nChanged 1 SP:Iteration 23Q (940.815385 sec): 3 clusters Score: Raw -154685.974973 + Penalty 743.409612 = -153942.565361 nChanged 1 SP:Iteration 24Q (940.824373 sec): 3 clusters Score: Raw -154686.379274 + Penalty 743.409612 = -153942.969662 nChanged 3 SP:Iteration 25Q (940.833325 sec): 3 clusters Score: Raw -154687.507137 + Penalty 743.409612 = -153944.097525 nChanged 4 SP:Iteration 26Q (940.842307 sec): 3 clusters Score: Raw -154688.441085 + Penalty 743.409612 = -153945.031473 nChanged 2 SP:Iteration 27Q (940.851294 sec): 3 clusters Score: Raw -154688.736689 + Penalty 743.409612 = -153945.327077 nChanged 2 SP:Iteration 28Q (940.860213 sec): 3 clusters Score: Raw -154689.437246 + Penalty 743.409612 = -153946.027634 nChanged 2 SP:Iteration 29Q (940.869132 sec): 3 clusters Score: Raw -154691.078779 + Penalty 743.409612 = -153947.669167 nChanged 3 SP:Iteration 30Q (940.878054 sec): 3 clusters Score: Raw -154692.005403 + Penalty 743.409612 = -153948.595791 nChanged 2 SP:Iteration 31Q (940.886998 sec): 3 clusters Score: Raw -154692.509132 + Penalty 743.409612 = -153949.099520 nChanged 3 SP:Iteration 32Q (940.895915 sec): 3 clusters Score: Raw -154693.764457 + Penalty 743.409612 = -153950.354845 nChanged 5 SP:Iteration 33Q (940.904826 sec): 3 clusters Score: Raw -154695.265238 + Penalty 743.409612 = -153951.855626 nChanged 3 SP:Iteration 34Q (940.913794 sec): 3 clusters Score: Raw -154696.227093 + Penalty 743.409612 = -153952.817481 nChanged 1 SP:Iteration 35Q (940.922725 sec): 3 clusters Score: Raw -154696.336230 + Penalty 743.409612 = -153952.926618 nChanged 1 SP:Iteration 36Q (940.931627 sec): 3 clusters Score: Raw -154696.464231 + Penalty 743.409612 = -153953.054619 nChanged 0 SP:Iteration 37F (940.940740 sec): 3 clusters Score: Raw -154696.464231 + Penalty 743.409612 = -153953.054619 nChanged 0 Trying to split cluster 3 (7780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.958854 sec): 2 clusters Score: Raw -367692.848743 + Penalty 407.648679 = -367285.200064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.978977 sec): 3 clusters Score: Raw -362855.410759 + Penalty 815.297357 = -362040.113402 nChanged 3606 SP:Iteration 1F (940.998052 sec): 3 clusters Score: Raw -365157.843463 + Penalty 815.297357 = -364342.546105 nChanged 648 SP:Iteration 2F (941.017199 sec): 3 clusters Score: Raw -365568.255537 + Penalty 815.297357 = -364752.958180 nChanged 585 SP:Iteration 3F (941.036216 sec): 3 clusters Score: Raw -365986.683891 + Penalty 815.297357 = -365171.386534 nChanged 499 SP:Iteration 4F (941.055656 sec): 3 clusters Score: Raw -366354.135783 + Penalty 815.297357 = -365538.838426 nChanged 427 SP:Iteration 5F (941.074711 sec): 3 clusters Score: Raw -366686.469928 + Penalty 815.297357 = -365871.172571 nChanged 327 SP:Iteration 6Q (941.094278 sec): 3 clusters Score: Raw -366934.168389 + Penalty 815.297357 = -366118.871032 nChanged 244 SP:Iteration 7Q (941.113749 sec): 3 clusters Score: Raw -367113.314245 + Penalty 815.297357 = -366298.016887 nChanged 195 SP:Iteration 8Q (941.132969 sec): 3 clusters Score: Raw -367234.459540 + Penalty 815.297357 = -366419.162183 nChanged 144 SP:Iteration 9Q (941.152177 sec): 3 clusters Score: Raw -367314.852157 + Penalty 815.297357 = -366499.554800 nChanged 111 SP:Iteration 10Q (941.171514 sec): 3 clusters Score: Raw -367369.629632 + Penalty 815.297357 = -366554.332275 nChanged 96 SP:Iteration 11Q (941.190137 sec): 3 clusters Score: Raw -367409.813936 + Penalty 815.297357 = -366594.516579 nChanged 106 SP:Iteration 12Q (941.208428 sec): 3 clusters Score: Raw -367455.150307 + Penalty 815.297357 = -366639.852949 nChanged 97 SP:Iteration 13Q (941.227054 sec): 3 clusters Score: Raw -367499.507293 + Penalty 815.297357 = -366684.209936 nChanged 92 SP:Iteration 14Q (941.245839 sec): 3 clusters Score: Raw -367555.124155 + Penalty 815.297357 = -366739.826798 nChanged 94 SP:Iteration 15Q (941.264677 sec): 3 clusters Score: Raw -367629.315763 + Penalty 815.297357 = -366814.018405 nChanged 78 SP:Iteration 16Q (941.283601 sec): 3 clusters Score: Raw -367683.200273 + Penalty 815.297357 = -366867.902916 nChanged 64 SP:Iteration 17Q (941.302247 sec): 3 clusters Score: Raw -367717.679495 + Penalty 815.297357 = -366902.382138 nChanged 64 SP:Iteration 18Q (941.320855 sec): 3 clusters Score: Raw -367750.115796 + Penalty 815.297357 = -366934.818439 nChanged 45 SP:Iteration 19Q (941.339205 sec): 3 clusters Score: Raw -367770.185284 + Penalty 815.297357 = -366954.887927 nChanged 41 SP:Iteration 20F (941.358467 sec): 3 clusters Score: Raw -367786.476857 + Penalty 815.297357 = -366971.179500 nChanged 31 SP:Iteration 21Q (941.376995 sec): 3 clusters Score: Raw -367797.237314 + Penalty 815.297357 = -366981.939957 nChanged 32 SP:Iteration 22Q (941.402491 sec): 3 clusters Score: Raw -367806.400791 + Penalty 815.297357 = -366991.103434 nChanged 16 SP:Iteration 23Q (941.420746 sec): 3 clusters Score: Raw -367810.570286 + Penalty 815.297357 = -366995.272929 nChanged 11 SP:Iteration 24Q (941.439459 sec): 3 clusters Score: Raw -367812.760166 + Penalty 815.297357 = -366997.462808 nChanged 13 SP:Iteration 25Q (941.457871 sec): 3 clusters Score: Raw -367816.501679 + Penalty 815.297357 = -367001.204322 nChanged 13 SP:Iteration 26Q (941.476292 sec): 3 clusters Score: Raw -367822.045334 + Penalty 815.297357 = -367006.747977 nChanged 21 SP:Iteration 27Q (941.494592 sec): 3 clusters Score: Raw -367830.824312 + Penalty 815.297357 = -367015.526955 nChanged 20 SP:Iteration 28Q (941.512847 sec): 3 clusters Score: Raw -367837.919000 + Penalty 815.297357 = -367022.621643 nChanged 17 SP:Iteration 29Q (941.531401 sec): 3 clusters Score: Raw -367843.244206 + Penalty 815.297357 = -367027.946849 nChanged 16 SP:Iteration 30Q (941.549583 sec): 3 clusters Score: Raw -367847.022313 + Penalty 815.297357 = -367031.724955 nChanged 18 SP:Iteration 31Q (941.567996 sec): 3 clusters Score: Raw -367852.981484 + Penalty 815.297357 = -367037.684127 nChanged 14 SP:Iteration 32Q (941.586181 sec): 3 clusters Score: Raw -367857.176153 + Penalty 815.297357 = -367041.878796 nChanged 11 SP:Iteration 33Q (941.604693 sec): 3 clusters Score: Raw -367860.739696 + Penalty 815.297357 = -367045.442339 nChanged 8 SP:Iteration 34Q (941.622822 sec): 3 clusters Score: Raw -367863.260885 + Penalty 815.297357 = -367047.963527 nChanged 8 SP:Iteration 35Q (941.641180 sec): 3 clusters Score: Raw -367865.829683 + Penalty 815.297357 = -367050.532326 nChanged 12 SP:Iteration 36Q (941.659474 sec): 3 clusters Score: Raw -367868.463329 + Penalty 815.297357 = -367053.165972 nChanged 9 SP:Iteration 37Q (941.677792 sec): 3 clusters Score: Raw -367870.646832 + Penalty 815.297357 = -367055.349475 nChanged 4 SP:Iteration 38Q (941.696162 sec): 3 clusters Score: Raw -367871.291729 + Penalty 815.297357 = -367055.994371 nChanged 5 SP:Iteration 39Q (941.714643 sec): 3 clusters Score: Raw -367872.492510 + Penalty 815.297357 = -367057.195153 nChanged 4 SP:Iteration 40F (941.733855 sec): 3 clusters Score: Raw -367873.005446 + Penalty 815.297357 = -367057.708089 nChanged 3 SP:Iteration 41Q (941.752060 sec): 3 clusters Score: Raw -367873.726756 + Penalty 815.297357 = -367058.429398 nChanged 3 SP:Iteration 42Q (941.770473 sec): 3 clusters Score: Raw -367874.673440 + Penalty 815.297357 = -367059.376083 nChanged 1 SP:Iteration 43Q (941.788462 sec): 3 clusters Score: Raw -367875.393595 + Penalty 815.297357 = -367060.096238 nChanged 3 SP:Iteration 44Q (941.806583 sec): 3 clusters Score: Raw -367875.988481 + Penalty 815.297357 = -367060.691124 nChanged 1 SP:Iteration 45Q (941.824880 sec): 3 clusters Score: Raw -367876.083338 + Penalty 815.297357 = -367060.785981 nChanged 0 SP:Iteration 46F (941.867797 sec): 3 clusters Score: Raw -367876.083338 + Penalty 815.297357 = -367060.785981 nChanged 0 Trying to split cluster 4 (46437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.913496 sec): 2 clusters Score: Raw -2269743.395897 + Penalty 488.936258 = -2269254.459639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.968746 sec): 3 clusters Score: Raw -2239060.249604 + Penalty 977.872517 = -2238082.377087 nChanged 22382 SP:Iteration 1F (942.016589 sec): 3 clusters Score: Raw -2252987.150451 + Penalty 977.872517 = -2252009.277934 nChanged 2774 SP:Iteration 2F (942.064553 sec): 3 clusters Score: Raw -2254772.979330 + Penalty 977.872517 = -2253795.106813 nChanged 3338 SP:Iteration 3F (942.112760 sec): 3 clusters Score: Raw -2257609.746115 + Penalty 977.872517 = -2256631.873599 nChanged 3481 SP:Iteration 4F (942.160285 sec): 3 clusters Score: Raw -2261016.349274 + Penalty 977.872517 = -2260038.476757 nChanged 3153 SP:Iteration 5F (942.208085 sec): 3 clusters Score: Raw -2263896.508039 + Penalty 977.872517 = -2262918.635523 nChanged 2543 SP:Iteration 6F (942.256098 sec): 3 clusters Score: Raw -2265644.351628 + Penalty 977.872517 = -2264666.479111 nChanged 1752 SP:Iteration 7Q (942.305314 sec): 3 clusters Score: Raw -2266438.176063 + Penalty 977.872517 = -2265460.303547 nChanged 1048 SP:Iteration 8Q (942.353605 sec): 3 clusters Score: Raw -2266753.012954 + Penalty 977.872517 = -2265775.140437 nChanged 620 SP:Iteration 9Q (942.402033 sec): 3 clusters Score: Raw -2266901.658966 + Penalty 977.872517 = -2265923.786449 nChanged 475 SP:Iteration 10Q (942.450071 sec): 3 clusters Score: Raw -2267010.309258 + Penalty 977.872517 = -2266032.436741 nChanged 435 SP:Iteration 11Q (942.498255 sec): 3 clusters Score: Raw -2267104.858804 + Penalty 977.872517 = -2266126.986287 nChanged 364 SP:Iteration 12Q (942.546216 sec): 3 clusters Score: Raw -2267173.340636 + Penalty 977.872517 = -2266195.468119 nChanged 309 SP:Iteration 13Q (942.594421 sec): 3 clusters Score: Raw -2267232.898515 + Penalty 977.872517 = -2266255.025998 nChanged 304 SP:Iteration 14Q (942.642492 sec): 3 clusters Score: Raw -2267287.509970 + Penalty 977.872517 = -2266309.637453 nChanged 300 SP:Iteration 15Q (942.690911 sec): 3 clusters Score: Raw -2267338.309682 + Penalty 977.872517 = -2266360.437165 nChanged 300 SP:Iteration 16Q (942.738949 sec): 3 clusters Score: Raw -2267387.424465 + Penalty 977.872517 = -2266409.551948 nChanged 272 SP:Iteration 17Q (942.787020 sec): 3 clusters Score: Raw -2267432.855570 + Penalty 977.872517 = -2266454.983053 nChanged 280 SP:Iteration 18Q (942.835276 sec): 3 clusters Score: Raw -2267479.068598 + Penalty 977.872517 = -2266501.196081 nChanged 241 SP:Iteration 19Q (942.883404 sec): 3 clusters Score: Raw -2267516.473880 + Penalty 977.872517 = -2266538.601364 nChanged 257 SP:Iteration 20F (942.930526 sec): 3 clusters Score: Raw -2267557.365059 + Penalty 977.872517 = -2266579.492542 nChanged 266 SP:Iteration 21Q (942.979479 sec): 3 clusters Score: Raw -2267596.132155 + Penalty 977.872517 = -2266618.259638 nChanged 247 SP:Iteration 22Q (943.027441 sec): 3 clusters Score: Raw -2267628.753557 + Penalty 977.872517 = -2266650.881040 nChanged 250 SP:Iteration 23Q (943.075433 sec): 3 clusters Score: Raw -2267663.106449 + Penalty 977.872517 = -2266685.233932 nChanged 228 SP:Iteration 24Q (943.123352 sec): 3 clusters Score: Raw -2267696.149321 + Penalty 977.872517 = -2266718.276804 nChanged 268 SP:Iteration 25Q (943.171128 sec): 3 clusters Score: Raw -2267739.024537 + Penalty 977.872517 = -2266761.152020 nChanged 282 SP:Iteration 26Q (943.219108 sec): 3 clusters Score: Raw -2267785.901434 + Penalty 977.872517 = -2266808.028917 nChanged 305 SP:Iteration 27Q (943.266913 sec): 3 clusters Score: Raw -2267838.310868 + Penalty 977.872517 = -2266860.438351 nChanged 318 SP:Iteration 28Q (943.314746 sec): 3 clusters Score: Raw -2267897.418097 + Penalty 977.872517 = -2266919.545580 nChanged 344 SP:Iteration 29Q (943.362339 sec): 3 clusters Score: Raw -2267961.314596 + Penalty 977.872517 = -2266983.442079 nChanged 341 SP:Iteration 30Q (943.414960 sec): 3 clusters Score: Raw -2268029.567380 + Penalty 977.872517 = -2267051.694864 nChanged 335 SP:Iteration 31Q (943.462593 sec): 3 clusters Score: Raw -2268101.399533 + Penalty 977.872517 = -2267123.527016 nChanged 359 SP:Iteration 32Q (943.509853 sec): 3 clusters Score: Raw -2268184.233261 + Penalty 977.872517 = -2267206.360744 nChanged 351 SP:Iteration 33Q (943.557319 sec): 3 clusters Score: Raw -2268262.867480 + Penalty 977.872517 = -2267284.994963 nChanged 341 SP:Iteration 34Q (943.604562 sec): 3 clusters Score: Raw -2268345.032806 + Penalty 977.872517 = -2267367.160289 nChanged 361 SP:Iteration 35Q (943.651835 sec): 3 clusters Score: Raw -2268433.071669 + Penalty 977.872517 = -2267455.199152 nChanged 339 SP:Iteration 36Q (943.698914 sec): 3 clusters Score: Raw -2268520.752388 + Penalty 977.872517 = -2267542.879871 nChanged 341 SP:Iteration 37Q (943.745840 sec): 3 clusters Score: Raw -2268620.120734 + Penalty 977.872517 = -2267642.248217 nChanged 348 SP:Iteration 38Q (943.792663 sec): 3 clusters Score: Raw -2268723.383759 + Penalty 977.872517 = -2267745.511242 nChanged 331 SP:Iteration 39Q (943.839256 sec): 3 clusters Score: Raw -2268815.524153 + Penalty 977.872517 = -2267837.651636 nChanged 299 SP:Iteration 40F (943.886787 sec): 3 clusters Score: Raw -2268901.064472 + Penalty 977.872517 = -2267923.191955 nChanged 304 SP:Iteration 41Q (943.933617 sec): 3 clusters Score: Raw -2268995.124739 + Penalty 977.872517 = -2268017.252222 nChanged 277 SP:Iteration 42Q (943.980107 sec): 3 clusters Score: Raw -2269085.590503 + Penalty 977.872517 = -2268107.717986 nChanged 280 SP:Iteration 43Q (944.026354 sec): 3 clusters Score: Raw -2269185.468638 + Penalty 977.872517 = -2268207.596121 nChanged 266 SP:Iteration 44Q (944.072593 sec): 3 clusters Score: Raw -2269282.156095 + Penalty 977.872517 = -2268304.283578 nChanged 217 SP:Iteration 45Q (944.119046 sec): 3 clusters Score: Raw -2269359.656944 + Penalty 977.872517 = -2268381.784427 nChanged 202 SP:Iteration 46Q (944.164120 sec): 3 clusters Score: Raw -2269437.851967 + Penalty 977.872517 = -2268459.979450 nChanged 161 SP:Iteration 47Q (944.209412 sec): 3 clusters Score: Raw -2269496.975365 + Penalty 977.872517 = -2268519.102848 nChanged 132 SP:Iteration 48Q (944.254404 sec): 3 clusters Score: Raw -2269549.771148 + Penalty 977.872517 = -2268571.898631 nChanged 115 SP:Iteration 49Q (944.299531 sec): 3 clusters Score: Raw -2269592.074551 + Penalty 977.872517 = -2268614.202034 nChanged 92 SP:Iteration 50Q (944.344235 sec): 3 clusters Score: Raw -2269631.750667 + Penalty 977.872517 = -2268653.878150 nChanged 77 SP:Iteration 51Q (944.389271 sec): 3 clusters Score: Raw -2269665.858414 + Penalty 977.872517 = -2268687.985898 nChanged 69 SP:Iteration 52Q (944.434006 sec): 3 clusters Score: Raw -2269699.169311 + Penalty 977.872517 = -2268721.296794 nChanged 53 SP:Iteration 53Q (944.478940 sec): 3 clusters Score: Raw -2269719.665902 + Penalty 977.872517 = -2268741.793386 nChanged 43 SP:Iteration 54Q (944.523644 sec): 3 clusters Score: Raw -2269735.859339 + Penalty 977.872517 = -2268757.986822 nChanged 32 SP:Iteration 55Q (944.568067 sec): 3 clusters Score: Raw -2269745.751188 + Penalty 977.872517 = -2268767.878671 nChanged 31 SP:Iteration 56Q (944.612661 sec): 3 clusters Score: Raw -2269753.611195 + Penalty 977.872517 = -2268775.738678 nChanged 18 SP:Iteration 57Q (944.657477 sec): 3 clusters Score: Raw -2269760.856736 + Penalty 977.872517 = -2268782.984219 nChanged 16 SP:Iteration 58Q (944.702262 sec): 3 clusters Score: Raw -2269765.702898 + Penalty 977.872517 = -2268787.830382 nChanged 16 SP:Iteration 59Q (944.746698 sec): 3 clusters Score: Raw -2269770.745907 + Penalty 977.872517 = -2268792.873390 nChanged 15 SP:Iteration 60F (944.793603 sec): 3 clusters Score: Raw -2269774.375133 + Penalty 977.872517 = -2268796.502616 nChanged 8 SP:Iteration 61Q (944.838431 sec): 3 clusters Score: Raw -2269776.072323 + Penalty 977.872517 = -2268798.199806 nChanged 9 SP:Iteration 62Q (944.883242 sec): 3 clusters Score: Raw -2269778.277571 + Penalty 977.872517 = -2268800.405054 nChanged 4 SP:Iteration 63Q (944.927456 sec): 3 clusters Score: Raw -2269779.637314 + Penalty 977.872517 = -2268801.764797 nChanged 3 SP:Iteration 64Q (944.972399 sec): 3 clusters Score: Raw -2269780.455855 + Penalty 977.872517 = -2268802.583338 nChanged 4 SP:Iteration 65Q (945.017092 sec): 3 clusters Score: Raw -2269781.630423 + Penalty 977.872517 = -2268803.757906 nChanged 3 SP:Iteration 66Q (945.061926 sec): 3 clusters Score: Raw -2269782.470194 + Penalty 977.872517 = -2268804.597677 nChanged 2 SP:Iteration 67Q (945.116260 sec): 3 clusters Score: Raw -2269782.821531 + Penalty 977.872517 = -2268804.949014 nChanged 0 SP:Iteration 68F (945.173166 sec): 3 clusters Score: Raw -2269782.821531 + Penalty 977.872517 = -2268804.949014 nChanged 0 Trying to split cluster 5 (10583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.186523 sec): 2 clusters Score: Raw -465946.450409 + Penalty 421.648692 = -465524.801717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (945.209464 sec): 3 clusters Score: Raw -459267.224026 + Penalty 843.297384 = -458423.926642 nChanged 4972 SP:Iteration 1F (945.231505 sec): 3 clusters Score: Raw -462189.743610 + Penalty 843.297384 = -461346.446226 nChanged 752 SP:Iteration 2F (945.253419 sec): 3 clusters Score: Raw -462744.720627 + Penalty 843.297384 = -461901.423243 nChanged 799 SP:Iteration 3F (945.275600 sec): 3 clusters Score: Raw -463435.052729 + Penalty 843.297384 = -462591.755345 nChanged 763 SP:Iteration 4F (945.297457 sec): 3 clusters Score: Raw -464160.625192 + Penalty 843.297384 = -463317.327808 nChanged 688 SP:Iteration 5F (945.329820 sec): 3 clusters Score: Raw -464656.587052 + Penalty 843.297384 = -463813.289668 nChanged 532 SP:Iteration 6F (945.352014 sec): 3 clusters Score: Raw -464926.117515 + Penalty 843.297384 = -464082.820132 nChanged 371 SP:Iteration 7Q (945.374109 sec): 3 clusters Score: Raw -465062.690173 + Penalty 843.297384 = -464219.392789 nChanged 259 SP:Iteration 8Q (945.396209 sec): 3 clusters Score: Raw -465158.373844 + Penalty 843.297384 = -464315.076460 nChanged 213 SP:Iteration 9Q (945.417964 sec): 3 clusters Score: Raw -465231.131409 + Penalty 843.297384 = -464387.834025 nChanged 202 SP:Iteration 10Q (945.439609 sec): 3 clusters Score: Raw -465299.665026 + Penalty 843.297384 = -464456.367642 nChanged 170 SP:Iteration 11Q (945.461181 sec): 3 clusters Score: Raw -465357.033660 + Penalty 843.297384 = -464513.736276 nChanged 161 SP:Iteration 12Q (945.482678 sec): 3 clusters Score: Raw -465408.187092 + Penalty 843.297384 = -464564.889708 nChanged 155 SP:Iteration 13Q (945.504266 sec): 3 clusters Score: Raw -465456.400588 + Penalty 843.297384 = -464613.103204 nChanged 158 SP:Iteration 14Q (945.525825 sec): 3 clusters Score: Raw -465499.662123 + Penalty 843.297384 = -464656.364739 nChanged 123 SP:Iteration 15Q (945.547335 sec): 3 clusters Score: Raw -465533.109472 + Penalty 843.297384 = -464689.812088 nChanged 121 SP:Iteration 16Q (945.568938 sec): 3 clusters Score: Raw -465558.156936 + Penalty 843.297384 = -464714.859552 nChanged 90 SP:Iteration 17Q (945.590629 sec): 3 clusters Score: Raw -465579.847518 + Penalty 843.297384 = -464736.550134 nChanged 85 SP:Iteration 18Q (945.612208 sec): 3 clusters Score: Raw -465599.531157 + Penalty 843.297384 = -464756.233773 nChanged 78 SP:Iteration 19Q (945.634836 sec): 3 clusters Score: Raw -465612.021724 + Penalty 843.297384 = -464768.724340 nChanged 80 SP:Iteration 20F (945.656726 sec): 3 clusters Score: Raw -465626.656692 + Penalty 843.297384 = -464783.359308 nChanged 59 SP:Iteration 21Q (945.678330 sec): 3 clusters Score: Raw -465636.854468 + Penalty 843.297384 = -464793.557084 nChanged 61 SP:Iteration 22Q (945.699877 sec): 3 clusters Score: Raw -465644.571925 + Penalty 843.297384 = -464801.274541 nChanged 47 SP:Iteration 23Q (945.721649 sec): 3 clusters Score: Raw -465650.899991 + Penalty 843.297384 = -464807.602607 nChanged 56 SP:Iteration 24Q (945.743369 sec): 3 clusters Score: Raw -465660.774067 + Penalty 843.297384 = -464817.476683 nChanged 61 SP:Iteration 25Q (945.765034 sec): 3 clusters Score: Raw -465669.913334 + Penalty 843.297384 = -464826.615950 nChanged 45 SP:Iteration 26Q (945.786581 sec): 3 clusters Score: Raw -465673.948085 + Penalty 843.297384 = -464830.650701 nChanged 31 SP:Iteration 27Q (945.808479 sec): 3 clusters Score: Raw -465677.928743 + Penalty 843.297384 = -464834.631359 nChanged 38 SP:Iteration 28Q (945.830234 sec): 3 clusters Score: Raw -465681.568629 + Penalty 843.297384 = -464838.271245 nChanged 33 SP:Iteration 29Q (945.851940 sec): 3 clusters Score: Raw -465683.968470 + Penalty 843.297384 = -464840.671086 nChanged 25 SP:Iteration 30Q (945.873677 sec): 3 clusters Score: Raw -465686.172239 + Penalty 843.297384 = -464842.874855 nChanged 35 SP:Iteration 31Q (945.895215 sec): 3 clusters Score: Raw -465689.429430 + Penalty 843.297384 = -464846.132046 nChanged 35 SP:Iteration 32Q (945.917043 sec): 3 clusters Score: Raw -465693.085395 + Penalty 843.297384 = -464849.788011 nChanged 38 SP:Iteration 33Q (945.938676 sec): 3 clusters Score: Raw -465697.063178 + Penalty 843.297384 = -464853.765794 nChanged 45 SP:Iteration 34Q (945.960333 sec): 3 clusters Score: Raw -465702.540737 + Penalty 843.297384 = -464859.243353 nChanged 48 SP:Iteration 35Q (945.982021 sec): 3 clusters Score: Raw -465709.811899 + Penalty 843.297384 = -464866.514515 nChanged 50 SP:Iteration 36Q (946.003503 sec): 3 clusters Score: Raw -465718.192349 + Penalty 843.297384 = -464874.894965 nChanged 50 SP:Iteration 37Q (946.025228 sec): 3 clusters Score: Raw -465725.661237 + Penalty 843.297384 = -464882.363853 nChanged 37 SP:Iteration 38Q (946.046909 sec): 3 clusters Score: Raw -465731.815123 + Penalty 843.297384 = -464888.517739 nChanged 47 SP:Iteration 39Q (946.068361 sec): 3 clusters Score: Raw -465740.709210 + Penalty 843.297384 = -464897.411826 nChanged 46 SP:Iteration 40F (946.090399 sec): 3 clusters Score: Raw -465750.226662 + Penalty 843.297384 = -464906.929278 nChanged 59 SP:Iteration 41Q (946.112190 sec): 3 clusters Score: Raw -465768.025616 + Penalty 843.297384 = -464924.728232 nChanged 72 SP:Iteration 42Q (946.134126 sec): 3 clusters Score: Raw -465793.525359 + Penalty 843.297384 = -464950.227976 nChanged 68 SP:Iteration 43Q (946.155869 sec): 3 clusters Score: Raw -465819.828302 + Penalty 843.297384 = -464976.530918 nChanged 85 SP:Iteration 44Q (946.177332 sec): 3 clusters Score: Raw -465857.760724 + Penalty 843.297384 = -465014.463340 nChanged 97 SP:Iteration 45Q (946.198963 sec): 3 clusters Score: Raw -465894.574449 + Penalty 843.297384 = -465051.277065 nChanged 89 SP:Iteration 46Q (946.220578 sec): 3 clusters Score: Raw -465921.834779 + Penalty 843.297384 = -465078.537395 nChanged 89 SP:Iteration 47Q (946.242263 sec): 3 clusters Score: Raw -465945.345841 + Penalty 843.297384 = -465102.048457 nChanged 72 SP:Iteration 48Q (946.263838 sec): 3 clusters Score: Raw -465960.823907 + Penalty 843.297384 = -465117.526523 nChanged 62 SP:Iteration 49Q (946.285747 sec): 3 clusters Score: Raw -465971.408336 + Penalty 843.297384 = -465128.110952 nChanged 56 SP:Iteration 50Q (946.307282 sec): 3 clusters Score: Raw -465981.136791 + Penalty 843.297384 = -465137.839407 nChanged 61 SP:Iteration 51Q (946.329095 sec): 3 clusters Score: Raw -465993.006327 + Penalty 843.297384 = -465149.708943 nChanged 61 SP:Iteration 52Q (946.350747 sec): 3 clusters Score: Raw -466001.664465 + Penalty 843.297384 = -465158.367082 nChanged 53 SP:Iteration 53Q (946.372474 sec): 3 clusters Score: Raw -466009.380642 + Penalty 843.297384 = -465166.083258 nChanged 56 SP:Iteration 54Q (946.394052 sec): 3 clusters Score: Raw -466018.271255 + Penalty 843.297384 = -465174.973871 nChanged 63 SP:Iteration 55Q (946.415568 sec): 3 clusters Score: Raw -466028.891395 + Penalty 843.297384 = -465185.594011 nChanged 68 SP:Iteration 56Q (946.437099 sec): 3 clusters Score: Raw -466039.507531 + Penalty 843.297384 = -465196.210147 nChanged 54 SP:Iteration 57Q (946.458770 sec): 3 clusters Score: Raw -466047.658038 + Penalty 843.297384 = -465204.360654 nChanged 50 SP:Iteration 58Q (946.480106 sec): 3 clusters Score: Raw -466055.311054 + Penalty 843.297384 = -465212.013670 nChanged 69 SP:Iteration 59Q (946.501658 sec): 3 clusters Score: Raw -466067.117936 + Penalty 843.297384 = -465223.820552 nChanged 67 SP:Iteration 60F (946.523522 sec): 3 clusters Score: Raw -466077.056726 + Penalty 843.297384 = -465233.759342 nChanged 51 SP:Iteration 61Q (946.545175 sec): 3 clusters Score: Raw -466084.885226 + Penalty 843.297384 = -465241.587842 nChanged 55 SP:Iteration 62Q (946.567069 sec): 3 clusters Score: Raw -466092.923229 + Penalty 843.297384 = -465249.625846 nChanged 56 SP:Iteration 63Q (946.588640 sec): 3 clusters Score: Raw -466101.120647 + Penalty 843.297384 = -465257.823263 nChanged 57 SP:Iteration 64Q (946.610308 sec): 3 clusters Score: Raw -466111.477875 + Penalty 843.297384 = -465268.180491 nChanged 73 SP:Iteration 65Q (946.631863 sec): 3 clusters Score: Raw -466127.022088 + Penalty 843.297384 = -465283.724704 nChanged 66 SP:Iteration 66Q (946.653509 sec): 3 clusters Score: Raw -466139.396330 + Penalty 843.297384 = -465296.098946 nChanged 54 SP:Iteration 67Q (946.674899 sec): 3 clusters Score: Raw -466147.300351 + Penalty 843.297384 = -465304.002968 nChanged 47 SP:Iteration 68Q (946.696468 sec): 3 clusters Score: Raw -466153.422083 + Penalty 843.297384 = -465310.124699 nChanged 31 SP:Iteration 69Q (946.717773 sec): 3 clusters Score: Raw -466157.033231 + Penalty 843.297384 = -465313.735847 nChanged 28 SP:Iteration 70Q (946.739093 sec): 3 clusters Score: Raw -466160.432438 + Penalty 843.297384 = -465317.135054 nChanged 33 SP:Iteration 71Q (946.760451 sec): 3 clusters Score: Raw -466164.862388 + Penalty 843.297384 = -465321.565004 nChanged 34 SP:Iteration 72Q (946.781876 sec): 3 clusters Score: Raw -466169.126495 + Penalty 843.297384 = -465325.829111 nChanged 32 SP:Iteration 73Q (946.803383 sec): 3 clusters Score: Raw -466172.795308 + Penalty 843.297384 = -465329.497924 nChanged 29 SP:Iteration 74Q (946.824794 sec): 3 clusters Score: Raw -466175.978821 + Penalty 843.297384 = -465332.681437 nChanged 27 SP:Iteration 75Q (946.846284 sec): 3 clusters Score: Raw -466178.668165 + Penalty 843.297384 = -465335.370781 nChanged 32 SP:Iteration 76Q (946.867601 sec): 3 clusters Score: Raw -466183.228700 + Penalty 843.297384 = -465339.931316 nChanged 33 SP:Iteration 77Q (946.888991 sec): 3 clusters Score: Raw -466188.129399 + Penalty 843.297384 = -465344.832015 nChanged 31 SP:Iteration 78Q (946.910168 sec): 3 clusters Score: Raw -466193.231579 + Penalty 843.297384 = -465349.934195 nChanged 33 SP:Iteration 79Q (946.931589 sec): 3 clusters Score: Raw -466198.066891 + Penalty 843.297384 = -465354.769507 nChanged 38 SP:Iteration 80F (946.953528 sec): 3 clusters Score: Raw -466203.880453 + Penalty 843.297384 = -465360.583070 nChanged 35 SP:Iteration 81Q (946.974944 sec): 3 clusters Score: Raw -466209.503254 + Penalty 843.297384 = -465366.205870 nChanged 33 SP:Iteration 82Q (946.996416 sec): 3 clusters Score: Raw -466214.032512 + Penalty 843.297384 = -465370.735128 nChanged 35 SP:Iteration 83Q (947.017730 sec): 3 clusters Score: Raw -466218.730792 + Penalty 843.297384 = -465375.433408 nChanged 28 SP:Iteration 84Q (947.038908 sec): 3 clusters Score: Raw -466221.805259 + Penalty 843.297384 = -465378.507875 nChanged 16 SP:Iteration 85Q (947.060192 sec): 3 clusters Score: Raw -466223.397850 + Penalty 843.297384 = -465380.100466 nChanged 18 SP:Iteration 86Q (947.081358 sec): 3 clusters Score: Raw -466224.795252 + Penalty 843.297384 = -465381.497868 nChanged 16 SP:Iteration 87Q (947.102563 sec): 3 clusters Score: Raw -466225.747165 + Penalty 843.297384 = -465382.449781 nChanged 8 SP:Iteration 88Q (947.123885 sec): 3 clusters Score: Raw -466226.584437 + Penalty 843.297384 = -465383.287053 nChanged 7 SP:Iteration 89Q (947.145199 sec): 3 clusters Score: Raw -466227.015337 + Penalty 843.297384 = -465383.717953 nChanged 3 SP:Iteration 90Q (947.166514 sec): 3 clusters Score: Raw -466227.154356 + Penalty 843.297384 = -465383.856972 nChanged 3 SP:Iteration 91Q (947.187707 sec): 3 clusters Score: Raw -466227.344026 + Penalty 843.297384 = -465384.046642 nChanged 4 SP:Iteration 92Q (947.209193 sec): 3 clusters Score: Raw -466227.693372 + Penalty 843.297384 = -465384.395988 nChanged 7 SP:Iteration 93Q (947.230327 sec): 3 clusters Score: Raw -466228.219069 + Penalty 843.297384 = -465384.921685 nChanged 11 SP:Iteration 94Q (947.251508 sec): 3 clusters Score: Raw -466229.365185 + Penalty 843.297384 = -465386.067801 nChanged 15 SP:Iteration 95Q (947.272806 sec): 3 clusters Score: Raw -466231.329093 + Penalty 843.297384 = -465388.031709 nChanged 22 SP:Iteration 96Q (947.294193 sec): 3 clusters Score: Raw -466234.504142 + Penalty 843.297384 = -465391.206758 nChanged 20 SP:Iteration 97Q (947.315462 sec): 3 clusters Score: Raw -466236.337375 + Penalty 843.297384 = -465393.039991 nChanged 14 SP:Iteration 98Q (947.336679 sec): 3 clusters Score: Raw -466237.220060 + Penalty 843.297384 = -465393.922676 nChanged 12 SP:Iteration 99Q (947.358128 sec): 3 clusters Score: Raw -466238.028016 + Penalty 843.297384 = -465394.730632 nChanged 7 SP:Iteration 100F (947.380142 sec): 3 clusters Score: Raw -466238.515797 + Penalty 843.297384 = -465395.218413 nChanged 6 SP:Iteration 101Q (947.401568 sec): 3 clusters Score: Raw -466238.785040 + Penalty 843.297384 = -465395.487656 nChanged 4 SP:Iteration 102Q (947.422945 sec): 3 clusters Score: Raw -466238.959054 + Penalty 843.297384 = -465395.661671 nChanged 2 SP:Iteration 103Q (947.444169 sec): 3 clusters Score: Raw -466239.097135 + Penalty 843.297384 = -465395.799751 nChanged 3 SP:Iteration 104Q (947.465456 sec): 3 clusters Score: Raw -466239.191838 + Penalty 843.297384 = -465395.894454 nChanged 2 SP:Iteration 105Q (947.495741 sec): 3 clusters Score: Raw -466239.272233 + Penalty 843.297384 = -465395.974850 nChanged 2 SP:Iteration 106Q (947.545287 sec): 3 clusters Score: Raw -466239.427654 + Penalty 843.297384 = -465396.130270 nChanged 3 SP:Iteration 107Q (947.585185 sec): 3 clusters Score: Raw -466239.614650 + Penalty 843.297384 = -465396.317266 nChanged 6 SP:Iteration 108Q (947.635951 sec): 3 clusters Score: Raw -466240.108422 + Penalty 843.297384 = -465396.811038 nChanged 6 SP:Iteration 109Q (947.657170 sec): 3 clusters Score: Raw -466240.800962 + Penalty 843.297384 = -465397.503578 nChanged 6 SP:Iteration 110Q (947.678527 sec): 3 clusters Score: Raw -466241.509924 + Penalty 843.297384 = -465398.212540 nChanged 14 SP:Iteration 111Q (947.699936 sec): 3 clusters Score: Raw -466242.946365 + Penalty 843.297384 = -465399.648981 nChanged 14 SP:Iteration 112Q (947.721422 sec): 3 clusters Score: Raw -466244.138745 + Penalty 843.297384 = -465400.841361 nChanged 10 SP:Iteration 113Q (947.742662 sec): 3 clusters Score: Raw -466245.348266 + Penalty 843.297384 = -465402.050882 nChanged 16 SP:Iteration 114Q (947.763946 sec): 3 clusters Score: Raw -466247.374490 + Penalty 843.297384 = -465404.077106 nChanged 18 SP:Iteration 115Q (947.785383 sec): 3 clusters Score: Raw -466249.156863 + Penalty 843.297384 = -465405.859479 nChanged 13 SP:Iteration 116Q (947.806653 sec): 3 clusters Score: Raw -466250.420862 + Penalty 843.297384 = -465407.123478 nChanged 22 SP:Iteration 117Q (947.827878 sec): 3 clusters Score: Raw -466253.072978 + Penalty 843.297384 = -465409.775594 nChanged 20 SP:Iteration 118Q (947.849084 sec): 3 clusters Score: Raw -466255.107830 + Penalty 843.297384 = -465411.810446 nChanged 14 SP:Iteration 119Q (947.870522 sec): 3 clusters Score: Raw -466256.308178 + Penalty 843.297384 = -465413.010794 nChanged 13 SP:Iteration 120F (947.892601 sec): 3 clusters Score: Raw -466257.656075 + Penalty 843.297384 = -465414.358691 nChanged 15 SP:Iteration 121Q (947.913849 sec): 3 clusters Score: Raw -466259.044537 + Penalty 843.297384 = -465415.747153 nChanged 15 SP:Iteration 122Q (947.935223 sec): 3 clusters Score: Raw -466260.519164 + Penalty 843.297384 = -465417.221780 nChanged 17 SP:Iteration 123Q (947.956520 sec): 3 clusters Score: Raw -466262.612273 + Penalty 843.297384 = -465419.314889 nChanged 16 SP:Iteration 124Q (947.977952 sec): 3 clusters Score: Raw -466264.040438 + Penalty 843.297384 = -465420.743054 nChanged 16 SP:Iteration 125Q (947.999266 sec): 3 clusters Score: Raw -466265.378420 + Penalty 843.297384 = -465422.081036 nChanged 15 SP:Iteration 126Q (948.020464 sec): 3 clusters Score: Raw -466266.668960 + Penalty 843.297384 = -465423.371576 nChanged 15 SP:Iteration 127Q (948.041697 sec): 3 clusters Score: Raw -466267.800815 + Penalty 843.297384 = -465424.503431 nChanged 16 SP:Iteration 128Q (948.062875 sec): 3 clusters Score: Raw -466269.335041 + Penalty 843.297384 = -465426.037657 nChanged 15 SP:Iteration 129Q (948.084186 sec): 3 clusters Score: Raw -466270.647368 + Penalty 843.297384 = -465427.349984 nChanged 13 SP:Iteration 130Q (948.105496 sec): 3 clusters Score: Raw -466271.621262 + Penalty 843.297384 = -465428.323878 nChanged 14 SP:Iteration 131Q (948.126776 sec): 3 clusters Score: Raw -466273.187946 + Penalty 843.297384 = -465429.890562 nChanged 10 SP:Iteration 132Q (948.148098 sec): 3 clusters Score: Raw -466274.146198 + Penalty 843.297384 = -465430.848815 nChanged 7 SP:Iteration 133Q (948.169342 sec): 3 clusters Score: Raw -466274.542209 + Penalty 843.297384 = -465431.244825 nChanged 7 SP:Iteration 134Q (948.190635 sec): 3 clusters Score: Raw -466275.196514 + Penalty 843.297384 = -465431.899130 nChanged 4 SP:Iteration 135Q (948.212095 sec): 3 clusters Score: Raw -466275.503310 + Penalty 843.297384 = -465432.205926 nChanged 3 SP:Iteration 136Q (948.233531 sec): 3 clusters Score: Raw -466275.673545 + Penalty 843.297384 = -465432.376161 nChanged 1 SP:Iteration 137Q (948.254828 sec): 3 clusters Score: Raw -466275.711662 + Penalty 843.297384 = -465432.414278 nChanged 2 SP:Iteration 138Q (948.276073 sec): 3 clusters Score: Raw -466275.750063 + Penalty 843.297384 = -465432.452679 nChanged 2 SP:Iteration 139Q (948.297326 sec): 3 clusters Score: Raw -466275.843196 + Penalty 843.297384 = -465432.545812 nChanged 2 SP:Iteration 140F (948.319142 sec): 3 clusters Score: Raw -466276.065454 + Penalty 843.297384 = -465432.768070 nChanged 4 SP:Iteration 141Q (948.340394 sec): 3 clusters Score: Raw -466276.511456 + Penalty 843.297384 = -465433.214073 nChanged 7 SP:Iteration 142Q (948.361666 sec): 3 clusters Score: Raw -466276.954828 + Penalty 843.297384 = -465433.657444 nChanged 4 SP:Iteration 143Q (948.383037 sec): 3 clusters Score: Raw -466277.135421 + Penalty 843.297384 = -465433.838037 nChanged 4 SP:Iteration 144Q (948.404370 sec): 3 clusters Score: Raw -466277.435551 + Penalty 843.297384 = -465434.138167 nChanged 5 SP:Iteration 145Q (948.425703 sec): 3 clusters Score: Raw -466277.716248 + Penalty 843.297384 = -465434.418864 nChanged 3 SP:Iteration 146Q (948.446810 sec): 3 clusters Score: Raw -466277.786348 + Penalty 843.297384 = -465434.488964 nChanged 0 SP:Iteration 147F (948.468747 sec): 3 clusters Score: Raw -466277.786348 + Penalty 843.297384 = -465434.488964 nChanged 0 Trying to split cluster 6 (3742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.483583 sec): 2 clusters Score: Raw -153053.530904 + Penalty 374.345586 = -152679.185318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.494444 sec): 3 clusters Score: Raw -150899.460357 + Penalty 748.691171 = -150150.769186 nChanged 1631 SP:Iteration 1F (948.504765 sec): 3 clusters Score: Raw -151871.080289 + Penalty 748.691171 = -151122.389117 nChanged 299 SP:Iteration 2F (948.514530 sec): 3 clusters Score: Raw -152076.947448 + Penalty 748.691171 = -151328.256277 nChanged 293 SP:Iteration 3F (948.524222 sec): 3 clusters Score: Raw -152323.424455 + Penalty 748.691171 = -151574.733284 nChanged 289 SP:Iteration 4F (948.534003 sec): 3 clusters Score: Raw -152545.689973 + Penalty 748.691171 = -151796.998802 nChanged 267 SP:Iteration 5F (948.543681 sec): 3 clusters Score: Raw -152749.315924 + Penalty 748.691171 = -152000.624753 nChanged 218 SP:Iteration 6F (948.553343 sec): 3 clusters Score: Raw -152921.538369 + Penalty 748.691171 = -152172.847198 nChanged 166 SP:Iteration 7Q (948.563075 sec): 3 clusters Score: Raw -153045.542241 + Penalty 748.691171 = -152296.851070 nChanged 116 SP:Iteration 8Q (948.572845 sec): 3 clusters Score: Raw -153127.429551 + Penalty 748.691171 = -152378.738380 nChanged 70 SP:Iteration 9Q (948.582571 sec): 3 clusters Score: Raw -153178.314046 + Penalty 748.691171 = -152429.622875 nChanged 51 SP:Iteration 10Q (948.592230 sec): 3 clusters Score: Raw -153219.995186 + Penalty 748.691171 = -152471.304015 nChanged 34 SP:Iteration 11Q (948.601852 sec): 3 clusters Score: Raw -153249.486305 + Penalty 748.691171 = -152500.795134 nChanged 29 SP:Iteration 12Q (948.611431 sec): 3 clusters Score: Raw -153272.117587 + Penalty 748.691171 = -152523.426416 nChanged 23 SP:Iteration 13Q (948.620965 sec): 3 clusters Score: Raw -153290.224976 + Penalty 748.691171 = -152541.533805 nChanged 19 SP:Iteration 14Q (948.630469 sec): 3 clusters Score: Raw -153302.707984 + Penalty 748.691171 = -152554.016813 nChanged 16 SP:Iteration 15Q (948.639976 sec): 3 clusters Score: Raw -153310.798003 + Penalty 748.691171 = -152562.106832 nChanged 11 SP:Iteration 16Q (948.649456 sec): 3 clusters Score: Raw -153317.838500 + Penalty 748.691171 = -152569.147329 nChanged 13 SP:Iteration 17Q (948.658923 sec): 3 clusters Score: Raw -153323.103922 + Penalty 748.691171 = -152574.412751 nChanged 10 SP:Iteration 18Q (948.668436 sec): 3 clusters Score: Raw -153325.729034 + Penalty 748.691171 = -152577.037863 nChanged 6 SP:Iteration 19Q (948.677908 sec): 3 clusters Score: Raw -153327.198630 + Penalty 748.691171 = -152578.507459 nChanged 4 SP:Iteration 20F (948.687523 sec): 3 clusters Score: Raw -153328.194246 + Penalty 748.691171 = -152579.503075 nChanged 3 SP:Iteration 21Q (948.696958 sec): 3 clusters Score: Raw -153328.703581 + Penalty 748.691171 = -152580.012410 nChanged 1 SP:Iteration 22Q (948.706430 sec): 3 clusters Score: Raw -153328.827904 + Penalty 748.691171 = -152580.136733 nChanged 3 SP:Iteration 23Q (948.715871 sec): 3 clusters Score: Raw -153330.031312 + Penalty 748.691171 = -152581.340141 nChanged 6 SP:Iteration 24Q (948.725307 sec): 3 clusters Score: Raw -153332.021493 + Penalty 748.691171 = -152583.330321 nChanged 5 SP:Iteration 25Q (948.734745 sec): 3 clusters Score: Raw -153333.667711 + Penalty 748.691171 = -152584.976539 nChanged 3 SP:Iteration 26Q (948.744317 sec): 3 clusters Score: Raw -153334.218127 + Penalty 748.691171 = -152585.526956 nChanged 4 SP:Iteration 27Q (948.753725 sec): 3 clusters Score: Raw -153335.876844 + Penalty 748.691171 = -152587.185673 nChanged 4 SP:Iteration 28Q (948.763138 sec): 3 clusters Score: Raw -153336.856308 + Penalty 748.691171 = -152588.165137 nChanged 4 SP:Iteration 29Q (948.772571 sec): 3 clusters Score: Raw -153337.845896 + Penalty 748.691171 = -152589.154724 nChanged 3 SP:Iteration 30Q (948.781989 sec): 3 clusters Score: Raw -153338.307546 + Penalty 748.691171 = -152589.616375 nChanged 5 SP:Iteration 31Q (948.791615 sec): 3 clusters Score: Raw -153340.865211 + Penalty 748.691171 = -152592.174040 nChanged 5 SP:Iteration 32Q (948.801220 sec): 3 clusters Score: Raw -153343.905264 + Penalty 748.691171 = -152595.214093 nChanged 2 SP:Iteration 33Q (948.810641 sec): 3 clusters Score: Raw -153344.507741 + Penalty 748.691171 = -152595.816570 nChanged 5 SP:Iteration 34Q (948.820024 sec): 3 clusters Score: Raw -153345.721713 + Penalty 748.691171 = -152597.030542 nChanged 5 SP:Iteration 35Q (948.829420 sec): 3 clusters Score: Raw -153346.910915 + Penalty 748.691171 = -152598.219744 nChanged 5 SP:Iteration 36Q (948.838939 sec): 3 clusters Score: Raw -153349.367435 + Penalty 748.691171 = -152600.676264 nChanged 5 SP:Iteration 37Q (948.848335 sec): 3 clusters Score: Raw -153351.381882 + Penalty 748.691171 = -152602.690711 nChanged 3 SP:Iteration 38Q (948.857708 sec): 3 clusters Score: Raw -153352.137612 + Penalty 748.691171 = -152603.446441 nChanged 1 SP:Iteration 39Q (948.867128 sec): 3 clusters Score: Raw -153352.226500 + Penalty 748.691171 = -152603.535329 nChanged 1 SP:Iteration 40F (948.876740 sec): 3 clusters Score: Raw -153352.304446 + Penalty 748.691171 = -152603.613274 nChanged 0 Trying to split cluster 7 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.882838 sec): 2 clusters Score: Raw -9857.408252 + Penalty 257.822414 = -9599.585838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.884262 sec): 3 clusters Score: Raw -9786.305548 + Penalty 515.644829 = -9270.660720 nChanged 89 SP:Iteration 1F (948.885502 sec): 3 clusters Score: Raw -9915.007518 + Penalty 515.644829 = -9399.362689 nChanged 23 SP:Iteration 2F (948.886738 sec): 3 clusters Score: Raw -9947.484846 + Penalty 515.644829 = -9431.840017 nChanged 17 SP:Iteration 3F (948.887960 sec): 3 clusters Score: Raw -9969.799301 + Penalty 515.644829 = -9454.154473 nChanged 7 SP:Iteration 4Q (948.889189 sec): 3 clusters Score: Raw -9979.881856 + Penalty 515.644829 = -9464.237027 nChanged 7 SP:Iteration 5Q (948.890412 sec): 3 clusters Score: Raw -9990.932869 + Penalty 515.644829 = -9475.288040 nChanged 4 SP:Iteration 6Q (948.891634 sec): 3 clusters Score: Raw -9996.224786 + Penalty 515.644829 = -9480.579957 nChanged 4 SP:Iteration 7Q (948.892845 sec): 3 clusters Score: Raw -9998.020687 + Penalty 515.644829 = -9482.375859 nChanged 1 SP:Iteration 8Q (948.894063 sec): 3 clusters Score: Raw -9998.616834 + Penalty 515.644829 = -9482.972006 nChanged 4 SP:Iteration 9Q (948.895345 sec): 3 clusters Score: Raw -10001.249947 + Penalty 515.644829 = -9485.605119 nChanged 0 SP:Iteration 10F (948.896569 sec): 3 clusters Score: Raw -10001.249947 + Penalty 515.644829 = -9485.605119 nChanged 0 Trying to split cluster 8 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.900977 sec): 2 clusters Score: Raw -4973.967012 + Penalty 231.765634 = -4742.201378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.902028 sec): 3 clusters Score: Raw -4947.471712 + Penalty 463.531268 = -4483.940444 nChanged 44 SP:Iteration 1F (948.902946 sec): 3 clusters Score: Raw -5030.970184 + Penalty 463.531268 = -4567.438915 nChanged 15 SP:Iteration 2F (948.903857 sec): 3 clusters Score: Raw -5085.683277 + Penalty 463.531268 = -4622.152009 nChanged 6 SP:Iteration 3Q (948.904756 sec): 3 clusters Score: Raw -5097.161544 + Penalty 463.531268 = -4633.630276 nChanged 0 SP:Iteration 4F (948.905657 sec): 3 clusters Score: Raw -5097.161544 + Penalty 463.531268 = -4633.630276 nChanged 0 Trying to split cluster 9 (15965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.929438 sec): 2 clusters Score: Raw -774222.350809 + Penalty 440.356012 = -773781.994797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.956489 sec): 3 clusters Score: Raw -764199.227098 + Penalty 880.712024 = -763318.515075 nChanged 7516 SP:Iteration 1F (948.981846 sec): 3 clusters Score: Raw -769417.753180 + Penalty 880.712024 = -768537.041157 nChanged 1337 SP:Iteration 2F (949.007232 sec): 3 clusters Score: Raw -770718.946369 + Penalty 880.712024 = -769838.234345 nChanged 1518 SP:Iteration 3F (949.032562 sec): 3 clusters Score: Raw -772640.168570 + Penalty 880.712024 = -771759.456546 nChanged 1439 SP:Iteration 4F (949.057924 sec): 3 clusters Score: Raw -774507.200415 + Penalty 880.712024 = -773626.488392 nChanged 1105 SP:Iteration 5F (949.083202 sec): 3 clusters Score: Raw -775635.898281 + Penalty 880.712024 = -774755.186258 nChanged 707 SP:Iteration 6Q (949.108423 sec): 3 clusters Score: Raw -776185.688979 + Penalty 880.712024 = -775304.976955 nChanged 491 SP:Iteration 7Q (949.133616 sec): 3 clusters Score: Raw -776543.443516 + Penalty 880.712024 = -775662.731493 nChanged 359 SP:Iteration 8Q (949.158399 sec): 3 clusters Score: Raw -776768.958597 + Penalty 880.712024 = -775888.246574 nChanged 262 SP:Iteration 9Q (949.183315 sec): 3 clusters Score: Raw -776925.706459 + Penalty 880.712024 = -776044.994436 nChanged 211 SP:Iteration 10Q (949.208013 sec): 3 clusters Score: Raw -777042.307974 + Penalty 880.712024 = -776161.595950 nChanged 195 SP:Iteration 11Q (949.232632 sec): 3 clusters Score: Raw -777160.844012 + Penalty 880.712024 = -776280.131988 nChanged 173 SP:Iteration 12Q (949.257306 sec): 3 clusters Score: Raw -777280.893180 + Penalty 880.712024 = -776400.181156 nChanged 154 SP:Iteration 13Q (949.281694 sec): 3 clusters Score: Raw -777382.334441 + Penalty 880.712024 = -776501.622418 nChanged 129 SP:Iteration 14Q (949.306341 sec): 3 clusters Score: Raw -777453.683940 + Penalty 880.712024 = -776572.971916 nChanged 107 SP:Iteration 15Q (949.330749 sec): 3 clusters Score: Raw -777507.501906 + Penalty 880.712024 = -776626.789882 nChanged 75 SP:Iteration 16Q (949.355175 sec): 3 clusters Score: Raw -777546.233363 + Penalty 880.712024 = -776665.521339 nChanged 50 SP:Iteration 17Q (949.379543 sec): 3 clusters Score: Raw -777567.179717 + Penalty 880.712024 = -776686.467694 nChanged 43 SP:Iteration 18Q (949.403756 sec): 3 clusters Score: Raw -777578.373342 + Penalty 880.712024 = -776697.661319 nChanged 28 SP:Iteration 19Q (949.428052 sec): 3 clusters Score: Raw -777587.720433 + Penalty 880.712024 = -776707.008410 nChanged 25 SP:Iteration 20F (949.453321 sec): 3 clusters Score: Raw -777625.726921 + Penalty 880.712024 = -776745.014897 nChanged 45 SP:Iteration 21Q (949.477820 sec): 3 clusters Score: Raw -777646.132402 + Penalty 880.712024 = -776765.420378 nChanged 37 SP:Iteration 22Q (949.502324 sec): 3 clusters Score: Raw -777653.754463 + Penalty 880.712024 = -776773.042439 nChanged 32 SP:Iteration 23Q (949.526716 sec): 3 clusters Score: Raw -777658.868340 + Penalty 880.712024 = -776778.156317 nChanged 20 SP:Iteration 24Q (949.551121 sec): 3 clusters Score: Raw -777661.168594 + Penalty 880.712024 = -776780.456571 nChanged 19 SP:Iteration 25Q (949.575554 sec): 3 clusters Score: Raw -777663.640789 + Penalty 880.712024 = -776782.928765 nChanged 16 SP:Iteration 26Q (949.600054 sec): 3 clusters Score: Raw -777664.975537 + Penalty 880.712024 = -776784.263513 nChanged 10 SP:Iteration 27Q (949.624607 sec): 3 clusters Score: Raw -777665.348460 + Penalty 880.712024 = -776784.636436 nChanged 7 SP:Iteration 28Q (949.649186 sec): 3 clusters Score: Raw -777665.634242 + Penalty 880.712024 = -776784.922219 nChanged 9 SP:Iteration 29Q (949.673558 sec): 3 clusters Score: Raw -777666.013350 + Penalty 880.712024 = -776785.301326 nChanged 7 SP:Iteration 30Q (949.698088 sec): 3 clusters Score: Raw -777666.182986 + Penalty 880.712024 = -776785.470963 nChanged 3 SP:Iteration 31Q (949.722675 sec): 3 clusters Score: Raw -777666.266066 + Penalty 880.712024 = -776785.554043 nChanged 0 SP:Iteration 32F (949.747820 sec): 3 clusters Score: Raw -777666.266066 + Penalty 880.712024 = -776785.554043 nChanged 0 Score: Raw -13946893.853316 + Penalty 13804.840512 = -13933089.012804 Splitting cluster 9 changes total score from -13929889.316435 to -13933089.012804 So it's getting split into cluster 24. Trying to split cluster 10 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.271687 sec): 2 clusters Score: Raw -6769.330103 + Penalty 241.526180 = -6527.803922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.272954 sec): 3 clusters Score: Raw -6754.717369 + Penalty 483.052360 = -6271.665008 nChanged 62 SP:Iteration 1F (952.273969 sec): 3 clusters Score: Raw -6835.190091 + Penalty 483.052360 = -6352.137730 nChanged 15 SP:Iteration 2F (952.274973 sec): 3 clusters Score: Raw -6865.878144 + Penalty 483.052360 = -6382.825784 nChanged 11 SP:Iteration 3F (952.275978 sec): 3 clusters Score: Raw -6886.922068 + Penalty 483.052360 = -6403.869707 nChanged 10 SP:Iteration 4Q (952.276978 sec): 3 clusters Score: Raw -6909.678012 + Penalty 483.052360 = -6426.625651 nChanged 6 SP:Iteration 5Q (952.277969 sec): 3 clusters Score: Raw -6923.205461 + Penalty 483.052360 = -6440.153100 nChanged 5 SP:Iteration 6Q (952.278968 sec): 3 clusters Score: Raw -6931.403877 + Penalty 483.052360 = -6448.351517 nChanged 4 SP:Iteration 7Q (952.279954 sec): 3 clusters Score: Raw -6938.863545 + Penalty 483.052360 = -6455.811185 nChanged 4 SP:Iteration 8Q (952.280974 sec): 3 clusters Score: Raw -6946.706819 + Penalty 483.052360 = -6463.654459 nChanged 3 SP:Iteration 9Q (952.281962 sec): 3 clusters Score: Raw -6952.554350 + Penalty 483.052360 = -6469.501989 nChanged 1 SP:Iteration 10Q (952.282948 sec): 3 clusters Score: Raw -6954.159184 + Penalty 483.052360 = -6471.106824 nChanged 0 SP:Iteration 11F (952.283943 sec): 3 clusters Score: Raw -6954.159184 + Penalty 483.052360 = -6471.106824 nChanged 0 Trying to split cluster 11 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.292767 sec): 2 clusters Score: Raw -64100.595612 + Penalty 324.890613 = -63775.704999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.297019 sec): 3 clusters Score: Raw -63429.827375 + Penalty 649.781227 = -62780.046148 nChanged 518 SP:Iteration 1F (952.300725 sec): 3 clusters Score: Raw -63741.314527 + Penalty 649.781227 = -63091.533301 nChanged 105 SP:Iteration 2F (952.304410 sec): 3 clusters Score: Raw -63793.790627 + Penalty 649.781227 = -63144.009400 nChanged 63 SP:Iteration 3Q (952.308134 sec): 3 clusters Score: Raw -63821.580369 + Penalty 649.781227 = -63171.799142 nChanged 39 SP:Iteration 4Q (952.311849 sec): 3 clusters Score: Raw -63841.265975 + Penalty 649.781227 = -63191.484748 nChanged 38 SP:Iteration 5Q (952.315567 sec): 3 clusters Score: Raw -63862.517393 + Penalty 649.781227 = -63212.736166 nChanged 35 SP:Iteration 6Q (952.319284 sec): 3 clusters Score: Raw -63890.305273 + Penalty 649.781227 = -63240.524046 nChanged 32 SP:Iteration 7Q (952.322992 sec): 3 clusters Score: Raw -63910.779296 + Penalty 649.781227 = -63260.998069 nChanged 41 SP:Iteration 8Q (952.326761 sec): 3 clusters Score: Raw -63942.387585 + Penalty 649.781227 = -63292.606358 nChanged 45 SP:Iteration 9Q (952.330475 sec): 3 clusters Score: Raw -63975.248602 + Penalty 649.781227 = -63325.467375 nChanged 45 SP:Iteration 10Q (952.334272 sec): 3 clusters Score: Raw -64010.834730 + Penalty 649.781227 = -63361.053503 nChanged 41 SP:Iteration 11Q (952.337962 sec): 3 clusters Score: Raw -64040.226982 + Penalty 649.781227 = -63390.445756 nChanged 34 SP:Iteration 12Q (952.341646 sec): 3 clusters Score: Raw -64060.993283 + Penalty 649.781227 = -63411.212056 nChanged 24 SP:Iteration 13Q (952.345322 sec): 3 clusters Score: Raw -64072.131636 + Penalty 649.781227 = -63422.350409 nChanged 14 SP:Iteration 14Q (952.348994 sec): 3 clusters Score: Raw -64075.874368 + Penalty 649.781227 = -63426.093141 nChanged 7 SP:Iteration 15Q (952.352661 sec): 3 clusters Score: Raw -64078.199638 + Penalty 649.781227 = -63428.418411 nChanged 7 SP:Iteration 16Q (952.356317 sec): 3 clusters Score: Raw -64080.598220 + Penalty 649.781227 = -63430.816993 nChanged 10 SP:Iteration 17Q (952.360026 sec): 3 clusters Score: Raw -64084.989264 + Penalty 649.781227 = -63435.208038 nChanged 9 SP:Iteration 18Q (952.363703 sec): 3 clusters Score: Raw -64086.269618 + Penalty 649.781227 = -63436.488391 nChanged 5 SP:Iteration 19Q (952.367356 sec): 3 clusters Score: Raw -64087.822472 + Penalty 649.781227 = -63438.041245 nChanged 5 SP:Iteration 20F (952.371027 sec): 3 clusters Score: Raw -64090.116813 + Penalty 649.781227 = -63440.335586 nChanged 6 SP:Iteration 21Q (952.374677 sec): 3 clusters Score: Raw -64091.983676 + Penalty 649.781227 = -63442.202449 nChanged 3 SP:Iteration 22Q (952.378325 sec): 3 clusters Score: Raw -64092.490355 + Penalty 649.781227 = -63442.709128 nChanged 1 SP:Iteration 23Q (952.381977 sec): 3 clusters Score: Raw -64093.092679 + Penalty 649.781227 = -63443.311452 nChanged 4 SP:Iteration 24Q (952.385626 sec): 3 clusters Score: Raw -64094.162018 + Penalty 649.781227 = -63444.380791 nChanged 4 SP:Iteration 25Q (952.389164 sec): 3 clusters Score: Raw -64095.091172 + Penalty 649.781227 = -63445.309945 nChanged 2 SP:Iteration 26Q (952.392829 sec): 3 clusters Score: Raw -64095.679135 + Penalty 649.781227 = -63445.897908 nChanged 2 SP:Iteration 27Q (952.396474 sec): 3 clusters Score: Raw -64095.880195 + Penalty 649.781227 = -63446.098968 nChanged 0 SP:Iteration 28F (952.400131 sec): 3 clusters Score: Raw -64095.880195 + Penalty 649.781227 = -63446.098968 nChanged 0 Trying to split cluster 12 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.406994 sec): 2 clusters Score: Raw -51590.844835 + Penalty 314.484502 = -51276.360333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.410386 sec): 3 clusters Score: Raw -51127.079246 + Penalty 628.969004 = -50498.110242 nChanged 371 SP:Iteration 1F (952.413453 sec): 3 clusters Score: Raw -51374.698638 + Penalty 628.969004 = -50745.729633 nChanged 78 SP:Iteration 2F (952.416470 sec): 3 clusters Score: Raw -51429.825563 + Penalty 628.969004 = -50800.856558 nChanged 54 SP:Iteration 3F (952.419477 sec): 3 clusters Score: Raw -51461.064213 + Penalty 628.969004 = -50832.095209 nChanged 35 SP:Iteration 4Q (952.422709 sec): 3 clusters Score: Raw -51482.529262 + Penalty 628.969004 = -50853.560258 nChanged 30 SP:Iteration 5Q (952.425750 sec): 3 clusters Score: Raw -51500.326710 + Penalty 628.969004 = -50871.357706 nChanged 18 SP:Iteration 6Q (952.428783 sec): 3 clusters Score: Raw -51512.866620 + Penalty 628.969004 = -50883.897616 nChanged 20 SP:Iteration 7Q (952.431803 sec): 3 clusters Score: Raw -51525.227994 + Penalty 628.969004 = -50896.258990 nChanged 15 SP:Iteration 8Q (952.434822 sec): 3 clusters Score: Raw -51534.777716 + Penalty 628.969004 = -50905.808712 nChanged 15 SP:Iteration 9Q (952.437834 sec): 3 clusters Score: Raw -51543.381706 + Penalty 628.969004 = -50914.412702 nChanged 11 SP:Iteration 10Q (952.440844 sec): 3 clusters Score: Raw -51549.398747 + Penalty 628.969004 = -50920.429743 nChanged 9 SP:Iteration 11Q (952.443848 sec): 3 clusters Score: Raw -51555.117033 + Penalty 628.969004 = -50926.148029 nChanged 13 SP:Iteration 12Q (952.446860 sec): 3 clusters Score: Raw -51561.580826 + Penalty 628.969004 = -50932.611822 nChanged 10 SP:Iteration 13Q (952.449864 sec): 3 clusters Score: Raw -51565.333210 + Penalty 628.969004 = -50936.364205 nChanged 9 SP:Iteration 14Q (952.452897 sec): 3 clusters Score: Raw -51568.649269 + Penalty 628.969004 = -50939.680264 nChanged 9 SP:Iteration 15Q (952.455912 sec): 3 clusters Score: Raw -51571.804694 + Penalty 628.969004 = -50942.835690 nChanged 7 SP:Iteration 16Q (952.458948 sec): 3 clusters Score: Raw -51573.283156 + Penalty 628.969004 = -50944.314151 nChanged 5 SP:Iteration 17Q (952.461950 sec): 3 clusters Score: Raw -51575.128427 + Penalty 628.969004 = -50946.159423 nChanged 7 SP:Iteration 18Q (952.464950 sec): 3 clusters Score: Raw -51578.121102 + Penalty 628.969004 = -50949.152098 nChanged 7 SP:Iteration 19Q (952.467998 sec): 3 clusters Score: Raw -51582.853774 + Penalty 628.969004 = -50953.884770 nChanged 10 SP:Iteration 20F (952.470987 sec): 3 clusters Score: Raw -51589.497285 + Penalty 628.969004 = -50960.528281 nChanged 8 SP:Iteration 21Q (952.473982 sec): 3 clusters Score: Raw -51593.189749 + Penalty 628.969004 = -50964.220744 nChanged 9 SP:Iteration 22Q (952.476971 sec): 3 clusters Score: Raw -51598.627832 + Penalty 628.969004 = -50969.658827 nChanged 10 SP:Iteration 23Q (952.479956 sec): 3 clusters Score: Raw -51606.715913 + Penalty 628.969004 = -50977.746909 nChanged 7 SP:Iteration 24Q (952.482944 sec): 3 clusters Score: Raw -51609.815041 + Penalty 628.969004 = -50980.846037 nChanged 8 SP:Iteration 25Q (952.485970 sec): 3 clusters Score: Raw -51614.831299 + Penalty 628.969004 = -50985.862295 nChanged 12 SP:Iteration 26Q (952.488964 sec): 3 clusters Score: Raw -51623.675639 + Penalty 628.969004 = -50994.706635 nChanged 11 SP:Iteration 27Q (952.491950 sec): 3 clusters Score: Raw -51629.769946 + Penalty 628.969004 = -51000.800942 nChanged 6 SP:Iteration 28Q (952.494926 sec): 3 clusters Score: Raw -51634.709833 + Penalty 628.969004 = -51005.740829 nChanged 4 SP:Iteration 29Q (952.497897 sec): 3 clusters Score: Raw -51640.368341 + Penalty 628.969004 = -51011.399337 nChanged 2 SP:Iteration 30Q (952.500868 sec): 3 clusters Score: Raw -51642.019253 + Penalty 628.969004 = -51013.050248 nChanged 3 SP:Iteration 31Q (952.503836 sec): 3 clusters Score: Raw -51643.764784 + Penalty 628.969004 = -51014.795780 nChanged 5 SP:Iteration 32Q (952.506803 sec): 3 clusters Score: Raw -51646.535736 + Penalty 628.969004 = -51017.566731 nChanged 4 SP:Iteration 33Q (952.509770 sec): 3 clusters Score: Raw -51650.319108 + Penalty 628.969004 = -51021.350104 nChanged 3 SP:Iteration 34Q (952.512739 sec): 3 clusters Score: Raw -51653.935690 + Penalty 628.969004 = -51024.966686 nChanged 6 SP:Iteration 35Q (952.515695 sec): 3 clusters Score: Raw -51659.788744 + Penalty 628.969004 = -51030.819739 nChanged 3 SP:Iteration 36Q (952.518676 sec): 3 clusters Score: Raw -51660.604736 + Penalty 628.969004 = -51031.635732 nChanged 2 SP:Iteration 37Q (952.521636 sec): 3 clusters Score: Raw -51661.295796 + Penalty 628.969004 = -51032.326791 nChanged 2 SP:Iteration 38Q (952.524587 sec): 3 clusters Score: Raw -51662.727204 + Penalty 628.969004 = -51033.758200 nChanged 3 SP:Iteration 39Q (952.527540 sec): 3 clusters Score: Raw -51665.174451 + Penalty 628.969004 = -51036.205447 nChanged 3 SP:Iteration 40F (952.530519 sec): 3 clusters Score: Raw -51670.956720 + Penalty 628.969004 = -51041.987716 nChanged 3 SP:Iteration 41Q (952.533467 sec): 3 clusters Score: Raw -51672.282287 + Penalty 628.969004 = -51043.313282 nChanged 1 SP:Iteration 42Q (952.536421 sec): 3 clusters Score: Raw -51673.686180 + Penalty 628.969004 = -51044.717176 nChanged 2 SP:Iteration 43Q (952.575396 sec): 3 clusters Score: Raw -51674.118622 + Penalty 628.969004 = -51045.149617 nChanged 0 SP:Iteration 44F (952.624407 sec): 3 clusters Score: Raw -51674.118622 + Penalty 628.969004 = -51045.149617 nChanged 0 Trying to split cluster 13 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.648382 sec): 2 clusters Score: Raw -43590.550602 + Penalty 314.575049 = -43275.975553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.695420 sec): 3 clusters Score: Raw -43090.649623 + Penalty 629.150099 = -42461.499524 nChanged 417 SP:Iteration 1F (952.739638 sec): 3 clusters Score: Raw -43330.994575 + Penalty 629.150099 = -42701.844476 nChanged 91 SP:Iteration 2F (952.742732 sec): 3 clusters Score: Raw -43400.748524 + Penalty 629.150099 = -42771.598425 nChanged 77 SP:Iteration 3F (952.745752 sec): 3 clusters Score: Raw -43466.856982 + Penalty 629.150099 = -42837.706884 nChanged 59 SP:Iteration 4F (952.748765 sec): 3 clusters Score: Raw -43522.408805 + Penalty 629.150099 = -42893.258706 nChanged 34 SP:Iteration 5Q (952.751872 sec): 3 clusters Score: Raw -43581.802057 + Penalty 629.150099 = -42952.651958 nChanged 46 SP:Iteration 6Q (952.754895 sec): 3 clusters Score: Raw -43634.600749 + Penalty 629.150099 = -43005.450650 nChanged 45 SP:Iteration 7Q (952.757908 sec): 3 clusters Score: Raw -43678.954145 + Penalty 629.150099 = -43049.804047 nChanged 39 SP:Iteration 8Q (952.760974 sec): 3 clusters Score: Raw -43732.300253 + Penalty 629.150099 = -43103.150154 nChanged 49 SP:Iteration 9Q (952.763970 sec): 3 clusters Score: Raw -43820.746399 + Penalty 629.150099 = -43191.596301 nChanged 51 SP:Iteration 10F (952.766977 sec): 3 clusters Score: Raw -43948.704075 + Penalty 629.150099 = -43319.553976 nChanged 49 SP:Iteration 11Q (952.769933 sec): 3 clusters Score: Raw -44124.555011 + Penalty 629.150099 = -43495.404912 nChanged 37 SP:Iteration 12Q (952.772982 sec): 3 clusters Score: Raw -44180.671817 + Penalty 629.150099 = -43551.521718 nChanged 21 SP:Iteration 13Q (952.775920 sec): 3 clusters Score: Raw -44206.994183 + Penalty 629.150099 = -43577.844084 nChanged 10 SP:Iteration 14Q (952.778822 sec): 3 clusters Score: Raw -44215.936122 + Penalty 629.150099 = -43586.786023 nChanged 6 SP:Iteration 15Q (952.781724 sec): 3 clusters Score: Raw -44221.050411 + Penalty 629.150099 = -43591.900312 nChanged 6 SP:Iteration 16Q (952.784617 sec): 3 clusters Score: Raw -44225.482211 + Penalty 629.150099 = -43596.332112 nChanged 6 SP:Iteration 17Q (952.787624 sec): 3 clusters Score: Raw -44231.412980 + Penalty 629.150099 = -43602.262881 nChanged 5 SP:Iteration 18Q (952.790604 sec): 3 clusters Score: Raw -44235.534275 + Penalty 629.150099 = -43606.384176 nChanged 3 SP:Iteration 19Q (952.793495 sec): 3 clusters Score: Raw -44236.420907 + Penalty 629.150099 = -43607.270808 nChanged 0 SP:Iteration 20F (952.796489 sec): 3 clusters Score: Raw -44236.420907 + Penalty 629.150099 = -43607.270808 nChanged 0 Score: Raw -13947539.723620 + Penalty 14380.042200 = -13933159.681420 Splitting cluster 13 changes total score from -13929889.316435 to -13933159.681420 So it's getting split into cluster 25. Trying to split cluster 14 (105575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.489535 sec): 2 clusters Score: Raw -5088769.630097 + Penalty 526.306548 = -5088243.323549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.589078 sec): 3 clusters Score: Raw -5018009.178124 + Penalty 1052.613096 = -5016956.565028 nChanged 51491 SP:Iteration 1F (955.686310 sec): 3 clusters Score: Raw -5054395.965288 + Penalty 1052.613096 = -5053343.352192 nChanged 7978 SP:Iteration 2F (955.783250 sec): 3 clusters Score: Raw -5060224.612839 + Penalty 1052.613096 = -5059171.999743 nChanged 8245 SP:Iteration 3F (955.879946 sec): 3 clusters Score: Raw -5067792.398201 + Penalty 1052.613096 = -5066739.785105 nChanged 7626 SP:Iteration 4F (955.976396 sec): 3 clusters Score: Raw -5075269.287298 + Penalty 1052.613096 = -5074216.674202 nChanged 5914 SP:Iteration 5F (956.073161 sec): 3 clusters Score: Raw -5080170.471578 + Penalty 1052.613096 = -5079117.858482 nChanged 4039 SP:Iteration 6Q (956.177546 sec): 3 clusters Score: Raw -5082795.000659 + Penalty 1052.613096 = -5081742.387563 nChanged 2736 SP:Iteration 7Q (956.280451 sec): 3 clusters Score: Raw -5084485.808416 + Penalty 1052.613096 = -5083433.195320 nChanged 2240 SP:Iteration 8Q (956.382457 sec): 3 clusters Score: Raw -5085875.503351 + Penalty 1052.613096 = -5084822.890255 nChanged 1963 SP:Iteration 9Q (956.483896 sec): 3 clusters Score: Raw -5087078.997027 + Penalty 1052.613096 = -5086026.383931 nChanged 1709 SP:Iteration 10Q (956.585179 sec): 3 clusters Score: Raw -5088126.822506 + Penalty 1052.613096 = -5087074.209410 nChanged 1555 SP:Iteration 11Q (956.686274 sec): 3 clusters Score: Raw -5089024.969752 + Penalty 1052.613096 = -5087972.356656 nChanged 1398 SP:Iteration 12Q (956.787233 sec): 3 clusters Score: Raw -5089769.826584 + Penalty 1052.613096 = -5088717.213488 nChanged 1231 SP:Iteration 13Q (956.888131 sec): 3 clusters Score: Raw -5090319.074156 + Penalty 1052.613096 = -5089266.461060 nChanged 984 SP:Iteration 14Q (956.988939 sec): 3 clusters Score: Raw -5090677.109263 + Penalty 1052.613096 = -5089624.496167 nChanged 799 SP:Iteration 15Q (957.089539 sec): 3 clusters Score: Raw -5090901.443791 + Penalty 1052.613096 = -5089848.830695 nChanged 627 SP:Iteration 16Q (957.190066 sec): 3 clusters Score: Raw -5091031.556530 + Penalty 1052.613096 = -5089978.943434 nChanged 480 SP:Iteration 17Q (957.291021 sec): 3 clusters Score: Raw -5091108.346758 + Penalty 1052.613096 = -5090055.733662 nChanged 365 SP:Iteration 18Q (957.391893 sec): 3 clusters Score: Raw -5091155.952832 + Penalty 1052.613096 = -5090103.339735 nChanged 276 SP:Iteration 19Q (957.492315 sec): 3 clusters Score: Raw -5091185.815435 + Penalty 1052.613096 = -5090133.202339 nChanged 230 SP:Iteration 20F (957.589332 sec): 3 clusters Score: Raw -5091301.775905 + Penalty 1052.613096 = -5090249.162809 nChanged 241 SP:Iteration 21Q (957.689797 sec): 3 clusters Score: Raw -5091342.723805 + Penalty 1052.613096 = -5090290.110709 nChanged 215 SP:Iteration 22Q (957.790158 sec): 3 clusters Score: Raw -5091362.035255 + Penalty 1052.613096 = -5090309.422159 nChanged 177 SP:Iteration 23Q (957.890564 sec): 3 clusters Score: Raw -5091376.391347 + Penalty 1052.613096 = -5090323.778251 nChanged 162 SP:Iteration 24Q (957.990900 sec): 3 clusters Score: Raw -5091385.872918 + Penalty 1052.613096 = -5090333.259822 nChanged 122 SP:Iteration 25Q (958.091327 sec): 3 clusters Score: Raw -5091391.170449 + Penalty 1052.613096 = -5090338.557353 nChanged 91 SP:Iteration 26Q (958.191759 sec): 3 clusters Score: Raw -5091394.342745 + Penalty 1052.613096 = -5090341.729649 nChanged 88 SP:Iteration 27Q (958.292057 sec): 3 clusters Score: Raw -5091397.045623 + Penalty 1052.613096 = -5090344.432527 nChanged 68 SP:Iteration 28Q (958.392272 sec): 3 clusters Score: Raw -5091398.855234 + Penalty 1052.613096 = -5090346.242138 nChanged 58 SP:Iteration 29Q (958.492492 sec): 3 clusters Score: Raw -5091400.427082 + Penalty 1052.613096 = -5090347.813986 nChanged 59 SP:Iteration 30Q (958.592922 sec): 3 clusters Score: Raw -5091401.636451 + Penalty 1052.613096 = -5090349.023355 nChanged 44 SP:Iteration 31Q (958.693431 sec): 3 clusters Score: Raw -5091402.461292 + Penalty 1052.613096 = -5090349.848196 nChanged 31 SP:Iteration 32Q (958.793665 sec): 3 clusters Score: Raw -5091402.883481 + Penalty 1052.613096 = -5090350.270385 nChanged 20 SP:Iteration 33Q (958.894511 sec): 3 clusters Score: Raw -5091403.083242 + Penalty 1052.613096 = -5090350.470146 nChanged 14 SP:Iteration 34Q (958.995183 sec): 3 clusters Score: Raw -5091403.222300 + Penalty 1052.613096 = -5090350.609204 nChanged 10 SP:Iteration 35Q (959.095909 sec): 3 clusters Score: Raw -5091403.297146 + Penalty 1052.613096 = -5090350.684050 nChanged 12 SP:Iteration 36Q (959.196298 sec): 3 clusters Score: Raw -5091403.401205 + Penalty 1052.613096 = -5090350.788109 nChanged 8 SP:Iteration 37Q (959.297015 sec): 3 clusters Score: Raw -5091403.458105 + Penalty 1052.613096 = -5090350.845009 nChanged 11 SP:Iteration 38Q (959.397621 sec): 3 clusters Score: Raw -5091403.532394 + Penalty 1052.613096 = -5090350.919298 nChanged 6 SP:Iteration 39Q (959.498485 sec): 3 clusters Score: Raw -5091403.567467 + Penalty 1052.613096 = -5090350.954371 nChanged 4 SP:Iteration 40F (959.595913 sec): 3 clusters Score: Raw -5091403.588959 + Penalty 1052.613096 = -5090350.975863 nChanged 5 SP:Iteration 41Q (959.696742 sec): 3 clusters Score: Raw -5091403.616829 + Penalty 1052.613096 = -5090351.003733 nChanged 3 SP:Iteration 42Q (959.797412 sec): 3 clusters Score: Raw -5091403.639162 + Penalty 1052.613096 = -5090351.026066 nChanged 3 SP:Iteration 43Q (959.900204 sec): 3 clusters Score: Raw -5091403.649161 + Penalty 1052.613096 = -5090351.036065 nChanged 1 SP:Iteration 44Q (960.000995 sec): 3 clusters Score: Raw -5091403.650397 + Penalty 1052.613096 = -5090351.037301 nChanged 0 SP:Iteration 45F (960.098489 sec): 3 clusters Score: Raw -5091403.650397 + Penalty 1052.613096 = -5090351.037301 nChanged 0 Score: Raw -13950173.743920 + Penalty 14955.243888 = -13935218.500032 Splitting cluster 14 changes total score from -13929889.316435 to -13935218.500032 So it's getting split into cluster 26. Trying to split cluster 15 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.798448 sec): 2 clusters Score: Raw -88253.487284 + Penalty 338.446451 = -87915.040833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.803786 sec): 3 clusters Score: Raw -87417.213100 + Penalty 676.892901 = -86740.320199 nChanged 695 SP:Iteration 1F (962.808495 sec): 3 clusters Score: Raw -87926.546330 + Penalty 676.892901 = -87249.653429 nChanged 143 SP:Iteration 2F (962.813207 sec): 3 clusters Score: Raw -88022.914300 + Penalty 676.892901 = -87346.021399 nChanged 90 SP:Iteration 3F (962.817977 sec): 3 clusters Score: Raw -88085.478250 + Penalty 676.892901 = -87408.585349 nChanged 88 SP:Iteration 4F (962.823656 sec): 3 clusters Score: Raw -88151.590675 + Penalty 676.892901 = -87474.697774 nChanged 73 SP:Iteration 5Q (962.828462 sec): 3 clusters Score: Raw -88205.676024 + Penalty 676.892901 = -87528.783122 nChanged 66 SP:Iteration 6Q (962.833177 sec): 3 clusters Score: Raw -88254.211656 + Penalty 676.892901 = -87577.318754 nChanged 46 SP:Iteration 7Q (962.837848 sec): 3 clusters Score: Raw -88295.222116 + Penalty 676.892901 = -87618.329214 nChanged 42 SP:Iteration 8Q (962.842545 sec): 3 clusters Score: Raw -88324.563641 + Penalty 676.892901 = -87647.670740 nChanged 26 SP:Iteration 9Q (962.847223 sec): 3 clusters Score: Raw -88346.059556 + Penalty 676.892901 = -87669.166654 nChanged 21 SP:Iteration 10Q (962.851945 sec): 3 clusters Score: Raw -88358.985849 + Penalty 676.892901 = -87682.092948 nChanged 17 SP:Iteration 11Q (962.856583 sec): 3 clusters Score: Raw -88370.556431 + Penalty 676.892901 = -87693.663530 nChanged 16 SP:Iteration 12Q (962.861211 sec): 3 clusters Score: Raw -88381.560632 + Penalty 676.892901 = -87704.667731 nChanged 13 SP:Iteration 13Q (962.865816 sec): 3 clusters Score: Raw -88389.575984 + Penalty 676.892901 = -87712.683083 nChanged 8 SP:Iteration 14Q (962.870493 sec): 3 clusters Score: Raw -88395.294581 + Penalty 676.892901 = -87718.401679 nChanged 9 SP:Iteration 15Q (962.875031 sec): 3 clusters Score: Raw -88399.713423 + Penalty 676.892901 = -87722.820522 nChanged 8 SP:Iteration 16Q (962.879633 sec): 3 clusters Score: Raw -88406.147195 + Penalty 676.892901 = -87729.254294 nChanged 6 SP:Iteration 17Q (962.884243 sec): 3 clusters Score: Raw -88408.471322 + Penalty 676.892901 = -87731.578421 nChanged 4 SP:Iteration 18Q (962.888838 sec): 3 clusters Score: Raw -88410.379448 + Penalty 676.892901 = -87733.486547 nChanged 6 SP:Iteration 19Q (962.893377 sec): 3 clusters Score: Raw -88414.794085 + Penalty 676.892901 = -87737.901183 nChanged 8 SP:Iteration 20F (962.898027 sec): 3 clusters Score: Raw -88417.567907 + Penalty 676.892901 = -87740.675005 nChanged 3 SP:Iteration 21Q (962.902593 sec): 3 clusters Score: Raw -88418.474338 + Penalty 676.892901 = -87741.581437 nChanged 0 SP:Iteration 22F (962.907404 sec): 3 clusters Score: Raw -88418.474338 + Penalty 676.892901 = -87741.581437 nChanged 0 Trying to split cluster 16 (22612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.936034 sec): 2 clusters Score: Raw -1046693.935041 + Penalty 456.193739 = -1046237.741302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.968619 sec): 3 clusters Score: Raw -1032009.614517 + Penalty 912.387478 = -1031097.227039 nChanged 10708 SP:Iteration 1F (962.998746 sec): 3 clusters Score: Raw -1038847.357363 + Penalty 912.387478 = -1037934.969885 nChanged 1471 SP:Iteration 2F (963.029449 sec): 3 clusters Score: Raw -1039706.862766 + Penalty 912.387478 = -1038794.475288 nChanged 1582 SP:Iteration 3F (963.059828 sec): 3 clusters Score: Raw -1040779.754037 + Penalty 912.387478 = -1039867.366560 nChanged 1561 SP:Iteration 4F (963.090258 sec): 3 clusters Score: Raw -1041873.886589 + Penalty 912.387478 = -1040961.499111 nChanged 1362 SP:Iteration 5F (963.120837 sec): 3 clusters Score: Raw -1042781.042444 + Penalty 912.387478 = -1041868.654966 nChanged 1185 SP:Iteration 6F (963.151363 sec): 3 clusters Score: Raw -1043502.902395 + Penalty 912.387478 = -1042590.514918 nChanged 934 SP:Iteration 7Q (963.182315 sec): 3 clusters Score: Raw -1043936.246200 + Penalty 912.387478 = -1043023.858722 nChanged 677 SP:Iteration 8Q (963.213510 sec): 3 clusters Score: Raw -1044172.408762 + Penalty 912.387478 = -1043260.021285 nChanged 435 SP:Iteration 9Q (963.244248 sec): 3 clusters Score: Raw -1044296.645672 + Penalty 912.387478 = -1043384.258194 nChanged 318 SP:Iteration 10Q (963.275140 sec): 3 clusters Score: Raw -1044373.995363 + Penalty 912.387478 = -1043461.607886 nChanged 280 SP:Iteration 11Q (963.305857 sec): 3 clusters Score: Raw -1044436.188992 + Penalty 912.387478 = -1043523.801514 nChanged 245 SP:Iteration 12Q (963.336644 sec): 3 clusters Score: Raw -1044489.535075 + Penalty 912.387478 = -1043577.147597 nChanged 240 SP:Iteration 13Q (963.367282 sec): 3 clusters Score: Raw -1044543.393783 + Penalty 912.387478 = -1043631.006305 nChanged 253 SP:Iteration 14Q (963.397922 sec): 3 clusters Score: Raw -1044597.881094 + Penalty 912.387478 = -1043685.493617 nChanged 242 SP:Iteration 15Q (963.428617 sec): 3 clusters Score: Raw -1044651.278841 + Penalty 912.387478 = -1043738.891363 nChanged 250 SP:Iteration 16Q (963.459271 sec): 3 clusters Score: Raw -1044700.591364 + Penalty 912.387478 = -1043788.203886 nChanged 221 SP:Iteration 17Q (963.489915 sec): 3 clusters Score: Raw -1044747.645113 + Penalty 912.387478 = -1043835.257636 nChanged 231 SP:Iteration 18Q (963.520432 sec): 3 clusters Score: Raw -1044803.897634 + Penalty 912.387478 = -1043891.510156 nChanged 262 SP:Iteration 19Q (963.550853 sec): 3 clusters Score: Raw -1044864.897585 + Penalty 912.387478 = -1043952.510108 nChanged 271 SP:Iteration 20F (963.581410 sec): 3 clusters Score: Raw -1044926.603701 + Penalty 912.387478 = -1044014.216223 nChanged 221 SP:Iteration 21Q (963.611962 sec): 3 clusters Score: Raw -1044972.846228 + Penalty 912.387478 = -1044060.458751 nChanged 232 SP:Iteration 22Q (963.642284 sec): 3 clusters Score: Raw -1045025.813001 + Penalty 912.387478 = -1044113.425523 nChanged 233 SP:Iteration 23Q (963.672806 sec): 3 clusters Score: Raw -1045085.515215 + Penalty 912.387478 = -1044173.127738 nChanged 249 SP:Iteration 24Q (963.703254 sec): 3 clusters Score: Raw -1045148.111403 + Penalty 912.387478 = -1044235.723925 nChanged 231 SP:Iteration 25Q (963.733867 sec): 3 clusters Score: Raw -1045203.258227 + Penalty 912.387478 = -1044290.870749 nChanged 202 SP:Iteration 26Q (963.764144 sec): 3 clusters Score: Raw -1045244.773923 + Penalty 912.387478 = -1044332.386445 nChanged 157 SP:Iteration 27Q (963.794691 sec): 3 clusters Score: Raw -1045269.863608 + Penalty 912.387478 = -1044357.476130 nChanged 157 SP:Iteration 28Q (963.825109 sec): 3 clusters Score: Raw -1045294.821303 + Penalty 912.387478 = -1044382.433826 nChanged 146 SP:Iteration 29Q (963.855246 sec): 3 clusters Score: Raw -1045314.162799 + Penalty 912.387478 = -1044401.775322 nChanged 124 SP:Iteration 30Q (963.885504 sec): 3 clusters Score: Raw -1045330.477641 + Penalty 912.387478 = -1044418.090164 nChanged 126 SP:Iteration 31Q (963.915630 sec): 3 clusters Score: Raw -1045348.739193 + Penalty 912.387478 = -1044436.351715 nChanged 117 SP:Iteration 32Q (963.945741 sec): 3 clusters Score: Raw -1045364.432382 + Penalty 912.387478 = -1044452.044905 nChanged 124 SP:Iteration 33Q (963.975888 sec): 3 clusters Score: Raw -1045382.466067 + Penalty 912.387478 = -1044470.078590 nChanged 136 SP:Iteration 34Q (964.006190 sec): 3 clusters Score: Raw -1045403.068860 + Penalty 912.387478 = -1044490.681383 nChanged 134 SP:Iteration 35Q (964.036245 sec): 3 clusters Score: Raw -1045425.872937 + Penalty 912.387478 = -1044513.485459 nChanged 129 SP:Iteration 36Q (964.066270 sec): 3 clusters Score: Raw -1045449.674925 + Penalty 912.387478 = -1044537.287447 nChanged 136 SP:Iteration 37Q (964.096314 sec): 3 clusters Score: Raw -1045475.075727 + Penalty 912.387478 = -1044562.688249 nChanged 126 SP:Iteration 38Q (964.126369 sec): 3 clusters Score: Raw -1045494.046970 + Penalty 912.387478 = -1044581.659493 nChanged 110 SP:Iteration 39Q (964.156301 sec): 3 clusters Score: Raw -1045509.391352 + Penalty 912.387478 = -1044597.003875 nChanged 111 SP:Iteration 40F (964.186518 sec): 3 clusters Score: Raw -1045524.052389 + Penalty 912.387478 = -1044611.664912 nChanged 109 SP:Iteration 41Q (964.216807 sec): 3 clusters Score: Raw -1045540.161227 + Penalty 912.387478 = -1044627.773749 nChanged 115 SP:Iteration 42Q (964.246822 sec): 3 clusters Score: Raw -1045555.832232 + Penalty 912.387478 = -1044643.444755 nChanged 114 SP:Iteration 43Q (964.276847 sec): 3 clusters Score: Raw -1045571.012969 + Penalty 912.387478 = -1044658.625492 nChanged 112 SP:Iteration 44Q (964.306879 sec): 3 clusters Score: Raw -1045584.810728 + Penalty 912.387478 = -1044672.423251 nChanged 100 SP:Iteration 45Q (964.336930 sec): 3 clusters Score: Raw -1045596.910538 + Penalty 912.387478 = -1044684.523061 nChanged 96 SP:Iteration 46Q (964.366709 sec): 3 clusters Score: Raw -1045608.304920 + Penalty 912.387478 = -1044695.917442 nChanged 100 SP:Iteration 47Q (964.396641 sec): 3 clusters Score: Raw -1045621.909626 + Penalty 912.387478 = -1044709.522148 nChanged 118 SP:Iteration 48Q (964.426628 sec): 3 clusters Score: Raw -1045638.256688 + Penalty 912.387478 = -1044725.869210 nChanged 104 SP:Iteration 49Q (964.456517 sec): 3 clusters Score: Raw -1045650.679862 + Penalty 912.387478 = -1044738.292385 nChanged 109 SP:Iteration 50Q (964.486527 sec): 3 clusters Score: Raw -1045665.082646 + Penalty 912.387478 = -1044752.695168 nChanged 104 SP:Iteration 51Q (964.516698 sec): 3 clusters Score: Raw -1045678.731494 + Penalty 912.387478 = -1044766.344016 nChanged 115 SP:Iteration 52Q (964.546625 sec): 3 clusters Score: Raw -1045694.159023 + Penalty 912.387478 = -1044781.771545 nChanged 114 SP:Iteration 53Q (964.576486 sec): 3 clusters Score: Raw -1045713.432969 + Penalty 912.387478 = -1044801.045491 nChanged 116 SP:Iteration 54Q (964.606528 sec): 3 clusters Score: Raw -1045732.306210 + Penalty 912.387478 = -1044819.918732 nChanged 120 SP:Iteration 55Q (964.636387 sec): 3 clusters Score: Raw -1045755.564388 + Penalty 912.387478 = -1044843.176910 nChanged 113 SP:Iteration 56Q (964.666273 sec): 3 clusters Score: Raw -1045776.630537 + Penalty 912.387478 = -1044864.243060 nChanged 119 SP:Iteration 57Q (964.696169 sec): 3 clusters Score: Raw -1045798.805156 + Penalty 912.387478 = -1044886.417679 nChanged 119 SP:Iteration 58Q (964.726042 sec): 3 clusters Score: Raw -1045822.842161 + Penalty 912.387478 = -1044910.454683 nChanged 124 SP:Iteration 59Q (964.756019 sec): 3 clusters Score: Raw -1045843.568853 + Penalty 912.387478 = -1044931.181375 nChanged 105 SP:Iteration 60F (964.786620 sec): 3 clusters Score: Raw -1045858.383720 + Penalty 912.387478 = -1044945.996242 nChanged 104 SP:Iteration 61Q (964.816670 sec): 3 clusters Score: Raw -1045873.489730 + Penalty 912.387478 = -1044961.102252 nChanged 106 SP:Iteration 62Q (964.846563 sec): 3 clusters Score: Raw -1045887.873356 + Penalty 912.387478 = -1044975.485879 nChanged 104 SP:Iteration 63Q (964.876719 sec): 3 clusters Score: Raw -1045903.740253 + Penalty 912.387478 = -1044991.352775 nChanged 125 SP:Iteration 64Q (964.906657 sec): 3 clusters Score: Raw -1045924.953177 + Penalty 912.387478 = -1045012.565700 nChanged 121 SP:Iteration 65Q (964.936596 sec): 3 clusters Score: Raw -1045946.189067 + Penalty 912.387478 = -1045033.801589 nChanged 125 SP:Iteration 66Q (964.966563 sec): 3 clusters Score: Raw -1045970.673451 + Penalty 912.387478 = -1045058.285973 nChanged 126 SP:Iteration 67Q (964.996466 sec): 3 clusters Score: Raw -1045992.867258 + Penalty 912.387478 = -1045080.479780 nChanged 124 SP:Iteration 68Q (965.026517 sec): 3 clusters Score: Raw -1046012.967055 + Penalty 912.387478 = -1045100.579577 nChanged 125 SP:Iteration 69Q (965.056360 sec): 3 clusters Score: Raw -1046034.322981 + Penalty 912.387478 = -1045121.935504 nChanged 137 SP:Iteration 70Q (965.086891 sec): 3 clusters Score: Raw -1046060.881246 + Penalty 912.387478 = -1045148.493769 nChanged 142 SP:Iteration 71Q (965.116652 sec): 3 clusters Score: Raw -1046089.550548 + Penalty 912.387478 = -1045177.163071 nChanged 148 SP:Iteration 72Q (965.146997 sec): 3 clusters Score: Raw -1046118.990466 + Penalty 912.387478 = -1045206.602988 nChanged 151 SP:Iteration 73Q (965.176804 sec): 3 clusters Score: Raw -1046149.901500 + Penalty 912.387478 = -1045237.514022 nChanged 144 SP:Iteration 74Q (965.206610 sec): 3 clusters Score: Raw -1046179.372298 + Penalty 912.387478 = -1045266.984820 nChanged 139 SP:Iteration 75Q (965.236388 sec): 3 clusters Score: Raw -1046201.956703 + Penalty 912.387478 = -1045289.569225 nChanged 115 SP:Iteration 76Q (965.266187 sec): 3 clusters Score: Raw -1046219.317450 + Penalty 912.387478 = -1045306.929972 nChanged 102 SP:Iteration 77Q (965.295939 sec): 3 clusters Score: Raw -1046236.898280 + Penalty 912.387478 = -1045324.510802 nChanged 120 SP:Iteration 78Q (965.325788 sec): 3 clusters Score: Raw -1046258.463201 + Penalty 912.387478 = -1045346.075724 nChanged 112 SP:Iteration 79Q (965.355635 sec): 3 clusters Score: Raw -1046281.692721 + Penalty 912.387478 = -1045369.305243 nChanged 119 SP:Iteration 80F (965.385931 sec): 3 clusters Score: Raw -1046307.594841 + Penalty 912.387478 = -1045395.207363 nChanged 123 SP:Iteration 81Q (965.415762 sec): 3 clusters Score: Raw -1046335.372953 + Penalty 912.387478 = -1045422.985476 nChanged 135 SP:Iteration 82Q (965.445448 sec): 3 clusters Score: Raw -1046372.283199 + Penalty 912.387478 = -1045459.895722 nChanged 150 SP:Iteration 83Q (965.475014 sec): 3 clusters Score: Raw -1046418.723329 + Penalty 912.387478 = -1045506.335851 nChanged 139 SP:Iteration 84Q (965.504657 sec): 3 clusters Score: Raw -1046459.542640 + Penalty 912.387478 = -1045547.155163 nChanged 140 SP:Iteration 85Q (965.534223 sec): 3 clusters Score: Raw -1046496.578037 + Penalty 912.387478 = -1045584.190559 nChanged 121 SP:Iteration 86Q (965.563835 sec): 3 clusters Score: Raw -1046527.953610 + Penalty 912.387478 = -1045615.566133 nChanged 105 SP:Iteration 87Q (965.593267 sec): 3 clusters Score: Raw -1046555.738423 + Penalty 912.387478 = -1045643.350945 nChanged 110 SP:Iteration 88Q (965.647169 sec): 3 clusters Score: Raw -1046586.205637 + Penalty 912.387478 = -1045673.818160 nChanged 95 SP:Iteration 89Q (965.677690 sec): 3 clusters Score: Raw -1046612.025524 + Penalty 912.387478 = -1045699.638046 nChanged 90 SP:Iteration 90Q (965.708169 sec): 3 clusters Score: Raw -1046637.479459 + Penalty 912.387478 = -1045725.091981 nChanged 83 SP:Iteration 91Q (965.737409 sec): 3 clusters Score: Raw -1046657.697989 + Penalty 912.387478 = -1045745.310511 nChanged 76 SP:Iteration 92Q (965.766710 sec): 3 clusters Score: Raw -1046674.471111 + Penalty 912.387478 = -1045762.083634 nChanged 50 SP:Iteration 93Q (965.795898 sec): 3 clusters Score: Raw -1046682.928630 + Penalty 912.387478 = -1045770.541153 nChanged 44 SP:Iteration 94Q (965.825154 sec): 3 clusters Score: Raw -1046689.816384 + Penalty 912.387478 = -1045777.428906 nChanged 45 SP:Iteration 95Q (965.854375 sec): 3 clusters Score: Raw -1046697.141382 + Penalty 912.387478 = -1045784.753904 nChanged 46 SP:Iteration 96Q (965.883505 sec): 3 clusters Score: Raw -1046706.941910 + Penalty 912.387478 = -1045794.554432 nChanged 51 SP:Iteration 97Q (965.912697 sec): 3 clusters Score: Raw -1046718.069058 + Penalty 912.387478 = -1045805.681581 nChanged 68 SP:Iteration 98Q (965.941994 sec): 3 clusters Score: Raw -1046740.429701 + Penalty 912.387478 = -1045828.042223 nChanged 76 SP:Iteration 99Q (965.971143 sec): 3 clusters Score: Raw -1046771.296999 + Penalty 912.387478 = -1045858.909521 nChanged 66 SP:Iteration 100F (966.001253 sec): 3 clusters Score: Raw -1046797.174696 + Penalty 912.387478 = -1045884.787219 nChanged 61 SP:Iteration 101Q (966.030591 sec): 3 clusters Score: Raw -1046829.564240 + Penalty 912.387478 = -1045917.176762 nChanged 67 SP:Iteration 102Q (966.059543 sec): 3 clusters Score: Raw -1046867.452330 + Penalty 912.387478 = -1045955.064852 nChanged 66 SP:Iteration 103Q (966.088489 sec): 3 clusters Score: Raw -1046915.641815 + Penalty 912.387478 = -1046003.254338 nChanged 66 SP:Iteration 104Q (966.117673 sec): 3 clusters Score: Raw -1046980.479021 + Penalty 912.387478 = -1046068.091543 nChanged 82 SP:Iteration 105Q (966.146522 sec): 3 clusters Score: Raw -1047049.255752 + Penalty 912.387478 = -1046136.868275 nChanged 84 SP:Iteration 106Q (966.175574 sec): 3 clusters Score: Raw -1047098.372268 + Penalty 912.387478 = -1046185.984790 nChanged 76 SP:Iteration 107Q (966.204456 sec): 3 clusters Score: Raw -1047129.712160 + Penalty 912.387478 = -1046217.324682 nChanged 55 SP:Iteration 108Q (966.233298 sec): 3 clusters Score: Raw -1047145.204061 + Penalty 912.387478 = -1046232.816583 nChanged 51 SP:Iteration 109Q (966.262383 sec): 3 clusters Score: Raw -1047157.229697 + Penalty 912.387478 = -1046244.842219 nChanged 38 SP:Iteration 110Q (966.291137 sec): 3 clusters Score: Raw -1047166.143732 + Penalty 912.387478 = -1046253.756254 nChanged 31 SP:Iteration 111Q (966.320057 sec): 3 clusters Score: Raw -1047174.118467 + Penalty 912.387478 = -1046261.730989 nChanged 36 SP:Iteration 112Q (966.348897 sec): 3 clusters Score: Raw -1047181.802918 + Penalty 912.387478 = -1046269.415440 nChanged 34 SP:Iteration 113Q (966.377868 sec): 3 clusters Score: Raw -1047188.884726 + Penalty 912.387478 = -1046276.497249 nChanged 33 SP:Iteration 114Q (966.406815 sec): 3 clusters Score: Raw -1047195.576487 + Penalty 912.387478 = -1046283.189009 nChanged 24 SP:Iteration 115Q (966.435695 sec): 3 clusters Score: Raw -1047199.780072 + Penalty 912.387478 = -1046287.392594 nChanged 22 SP:Iteration 116Q (966.464595 sec): 3 clusters Score: Raw -1047204.047077 + Penalty 912.387478 = -1046291.659600 nChanged 25 SP:Iteration 117Q (966.493399 sec): 3 clusters Score: Raw -1047208.743736 + Penalty 912.387478 = -1046296.356258 nChanged 22 SP:Iteration 118Q (966.522157 sec): 3 clusters Score: Raw -1047211.634350 + Penalty 912.387478 = -1046299.246872 nChanged 15 SP:Iteration 119Q (966.551046 sec): 3 clusters Score: Raw -1047214.206988 + Penalty 912.387478 = -1046301.819510 nChanged 12 SP:Iteration 120F (966.581392 sec): 3 clusters Score: Raw -1047215.346985 + Penalty 912.387478 = -1046302.959507 nChanged 7 SP:Iteration 121Q (966.611657 sec): 3 clusters Score: Raw -1047215.791587 + Penalty 912.387478 = -1046303.404109 nChanged 2 SP:Iteration 122Q (966.640721 sec): 3 clusters Score: Raw -1047215.953278 + Penalty 912.387478 = -1046303.565801 nChanged 2 SP:Iteration 123Q (966.669894 sec): 3 clusters Score: Raw -1047216.161126 + Penalty 912.387478 = -1046303.773649 nChanged 2 SP:Iteration 124Q (966.698795 sec): 3 clusters Score: Raw -1047216.392372 + Penalty 912.387478 = -1046304.004894 nChanged 6 SP:Iteration 125Q (966.727773 sec): 3 clusters Score: Raw -1047216.763398 + Penalty 912.387478 = -1046304.375921 nChanged 5 SP:Iteration 126Q (966.757123 sec): 3 clusters Score: Raw -1047217.170027 + Penalty 912.387478 = -1046304.782549 nChanged 6 SP:Iteration 127Q (966.786048 sec): 3 clusters Score: Raw -1047217.676197 + Penalty 912.387478 = -1046305.288719 nChanged 7 SP:Iteration 128Q (966.814923 sec): 3 clusters Score: Raw -1047218.288375 + Penalty 912.387478 = -1046305.900898 nChanged 6 SP:Iteration 129Q (966.843880 sec): 3 clusters Score: Raw -1047218.973801 + Penalty 912.387478 = -1046306.586324 nChanged 7 SP:Iteration 130Q (966.872900 sec): 3 clusters Score: Raw -1047219.536550 + Penalty 912.387478 = -1046307.149072 nChanged 6 SP:Iteration 131Q (966.901989 sec): 3 clusters Score: Raw -1047219.855322 + Penalty 912.387478 = -1046307.467844 nChanged 3 SP:Iteration 132Q (966.931000 sec): 3 clusters Score: Raw -1047219.997607 + Penalty 912.387478 = -1046307.610130 nChanged 0 SP:Iteration 133F (966.961426 sec): 3 clusters Score: Raw -1047219.997607 + Penalty 912.387478 = -1046307.610130 nChanged 0 Score: Raw -13950699.806487 + Penalty 15530.445576 = -13935169.360911 Splitting cluster 16 changes total score from -13929889.316435 to -13935169.360911 So it's getting split into cluster 27. Trying to split cluster 17 (5740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (969.726898 sec): 2 clusters Score: Raw -276876.198429 + Penalty 393.812259 = -276482.386170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (969.743229 sec): 3 clusters Score: Raw -273399.373464 + Penalty 787.624519 = -272611.748945 nChanged 2573 SP:Iteration 1F (969.758029 sec): 3 clusters Score: Raw -274853.745017 + Penalty 787.624519 = -274066.120499 nChanged 431 SP:Iteration 2F (969.772709 sec): 3 clusters Score: Raw -275081.367085 + Penalty 787.624519 = -274293.742566 nChanged 425 SP:Iteration 3F (969.787365 sec): 3 clusters Score: Raw -275317.560451 + Penalty 787.624519 = -274529.935933 nChanged 403 SP:Iteration 4F (969.801988 sec): 3 clusters Score: Raw -275537.460705 + Penalty 787.624519 = -274749.836186 nChanged 370 SP:Iteration 5F (969.816602 sec): 3 clusters Score: Raw -275752.266640 + Penalty 787.624519 = -274964.642122 nChanged 311 SP:Iteration 6F (969.831162 sec): 3 clusters Score: Raw -275938.747053 + Penalty 787.624519 = -275151.122535 nChanged 269 SP:Iteration 7Q (969.845867 sec): 3 clusters Score: Raw -276103.848729 + Penalty 787.624519 = -275316.224210 nChanged 227 SP:Iteration 8Q (969.860557 sec): 3 clusters Score: Raw -276243.041541 + Penalty 787.624519 = -275455.417022 nChanged 192 SP:Iteration 9Q (969.875239 sec): 3 clusters Score: Raw -276366.228851 + Penalty 787.624519 = -275578.604333 nChanged 160 SP:Iteration 10Q (969.889917 sec): 3 clusters Score: Raw -276475.187385 + Penalty 787.624519 = -275687.562866 nChanged 132 SP:Iteration 11Q (969.904562 sec): 3 clusters Score: Raw -276582.523166 + Penalty 787.624519 = -275794.898647 nChanged 110 SP:Iteration 12Q (969.919154 sec): 3 clusters Score: Raw -276668.147553 + Penalty 787.624519 = -275880.523034 nChanged 89 SP:Iteration 13Q (969.933543 sec): 3 clusters Score: Raw -276726.938689 + Penalty 787.624519 = -275939.314170 nChanged 59 SP:Iteration 14Q (969.947946 sec): 3 clusters Score: Raw -276769.084678 + Penalty 787.624519 = -275981.460160 nChanged 46 SP:Iteration 15Q (969.962278 sec): 3 clusters Score: Raw -276794.711687 + Penalty 787.624519 = -276007.087168 nChanged 43 SP:Iteration 16Q (969.976605 sec): 3 clusters Score: Raw -276818.902830 + Penalty 787.624519 = -276031.278311 nChanged 36 SP:Iteration 17Q (969.990884 sec): 3 clusters Score: Raw -276834.265396 + Penalty 787.624519 = -276046.640877 nChanged 24 SP:Iteration 18Q (970.005169 sec): 3 clusters Score: Raw -276844.627049 + Penalty 787.624519 = -276057.002530 nChanged 27 SP:Iteration 19Q (970.019477 sec): 3 clusters Score: Raw -276858.015131 + Penalty 787.624519 = -276070.390612 nChanged 26 SP:Iteration 20F (970.033958 sec): 3 clusters Score: Raw -276869.007601 + Penalty 787.624519 = -276081.383083 nChanged 25 SP:Iteration 21Q (970.048162 sec): 3 clusters Score: Raw -276880.000767 + Penalty 787.624519 = -276092.376248 nChanged 29 SP:Iteration 22Q (970.062366 sec): 3 clusters Score: Raw -276891.353362 + Penalty 787.624519 = -276103.728843 nChanged 17 SP:Iteration 23Q (970.076568 sec): 3 clusters Score: Raw -276895.248437 + Penalty 787.624519 = -276107.623918 nChanged 9 SP:Iteration 24Q (970.090747 sec): 3 clusters Score: Raw -276897.356814 + Penalty 787.624519 = -276109.732295 nChanged 11 SP:Iteration 25Q (970.105006 sec): 3 clusters Score: Raw -276900.950654 + Penalty 787.624519 = -276113.326135 nChanged 9 SP:Iteration 26Q (970.119149 sec): 3 clusters Score: Raw -276904.370530 + Penalty 787.624519 = -276116.746012 nChanged 8 SP:Iteration 27Q (970.133354 sec): 3 clusters Score: Raw -276908.148706 + Penalty 787.624519 = -276120.524187 nChanged 7 SP:Iteration 28Q (970.147530 sec): 3 clusters Score: Raw -276911.348299 + Penalty 787.624519 = -276123.723780 nChanged 7 SP:Iteration 29Q (970.161810 sec): 3 clusters Score: Raw -276913.459877 + Penalty 787.624519 = -276125.835359 nChanged 3 SP:Iteration 30Q (970.176096 sec): 3 clusters Score: Raw -276913.701999 + Penalty 787.624519 = -276126.077480 nChanged 4 SP:Iteration 31Q (970.190255 sec): 3 clusters Score: Raw -276914.145231 + Penalty 787.624519 = -276126.520712 nChanged 3 SP:Iteration 32Q (970.204409 sec): 3 clusters Score: Raw -276914.618039 + Penalty 787.624519 = -276126.993520 nChanged 2 SP:Iteration 33Q (970.218562 sec): 3 clusters Score: Raw -276915.082670 + Penalty 787.624519 = -276127.458151 nChanged 3 SP:Iteration 34Q (970.232735 sec): 3 clusters Score: Raw -276916.117996 + Penalty 787.624519 = -276128.493477 nChanged 3 SP:Iteration 35Q (970.246873 sec): 3 clusters Score: Raw -276916.913673 + Penalty 787.624519 = -276129.289154 nChanged 4 SP:Iteration 36Q (970.261021 sec): 3 clusters Score: Raw -276918.677903 + Penalty 787.624519 = -276131.053385 nChanged 4 SP:Iteration 37Q (970.275191 sec): 3 clusters Score: Raw -276921.150962 + Penalty 787.624519 = -276133.526444 nChanged 7 SP:Iteration 38Q (970.289301 sec): 3 clusters Score: Raw -276925.101787 + Penalty 787.624519 = -276137.477268 nChanged 6 SP:Iteration 39Q (970.303438 sec): 3 clusters Score: Raw -276926.812580 + Penalty 787.624519 = -276139.188061 nChanged 6 SP:Iteration 40F (970.318037 sec): 3 clusters Score: Raw -276929.516064 + Penalty 787.624519 = -276141.891545 nChanged 5 SP:Iteration 41Q (970.332183 sec): 3 clusters Score: Raw -276932.069846 + Penalty 787.624519 = -276144.445328 nChanged 8 SP:Iteration 42Q (970.346286 sec): 3 clusters Score: Raw -276932.847999 + Penalty 787.624519 = -276145.223481 nChanged 3 SP:Iteration 43Q (970.359715 sec): 3 clusters Score: Raw -276933.821793 + Penalty 787.624519 = -276146.197274 nChanged 2 SP:Iteration 44Q (970.374071 sec): 3 clusters Score: Raw -276934.229149 + Penalty 787.624519 = -276146.604631 nChanged 0 SP:Iteration 45F (970.388590 sec): 3 clusters Score: Raw -276934.229149 + Penalty 787.624519 = -276146.604631 nChanged 0 Trying to split cluster 18 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (970.397107 sec): 2 clusters Score: Raw -30342.053567 + Penalty 299.545120 = -30042.508448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (970.399763 sec): 3 clusters Score: Raw -30013.646506 + Penalty 599.090239 = -29414.556267 nChanged 285 SP:Iteration 1F (970.402123 sec): 3 clusters Score: Raw -30242.106183 + Penalty 599.090239 = -29643.015944 nChanged 72 SP:Iteration 2F (970.404490 sec): 3 clusters Score: Raw -30297.626939 + Penalty 599.090239 = -29698.536700 nChanged 33 SP:Iteration 3Q (970.406837 sec): 3 clusters Score: Raw -30319.387460 + Penalty 599.090239 = -29720.297221 nChanged 31 SP:Iteration 4Q (970.409148 sec): 3 clusters Score: Raw -30336.607565 + Penalty 599.090239 = -29737.517326 nChanged 20 SP:Iteration 5Q (970.411480 sec): 3 clusters Score: Raw -30355.776355 + Penalty 599.090239 = -29756.686116 nChanged 25 SP:Iteration 6Q (970.413801 sec): 3 clusters Score: Raw -30384.784764 + Penalty 599.090239 = -29785.694525 nChanged 20 SP:Iteration 7Q (970.416109 sec): 3 clusters Score: Raw -30405.846570 + Penalty 599.090239 = -29806.756330 nChanged 12 SP:Iteration 8Q (970.418407 sec): 3 clusters Score: Raw -30413.148004 + Penalty 599.090239 = -29814.057765 nChanged 5 SP:Iteration 9Q (970.420801 sec): 3 clusters Score: Raw -30416.170611 + Penalty 599.090239 = -29817.080372 nChanged 7 SP:Iteration 10Q (970.423102 sec): 3 clusters Score: Raw -30424.997959 + Penalty 599.090239 = -29825.907720 nChanged 12 SP:Iteration 11Q (970.425392 sec): 3 clusters Score: Raw -30432.065435 + Penalty 599.090239 = -29832.975196 nChanged 8 SP:Iteration 12Q (970.427685 sec): 3 clusters Score: Raw -30438.805133 + Penalty 599.090239 = -29839.714893 nChanged 9 SP:Iteration 13Q (970.429972 sec): 3 clusters Score: Raw -30450.717705 + Penalty 599.090239 = -29851.627466 nChanged 14 SP:Iteration 14Q (970.432262 sec): 3 clusters Score: Raw -30469.639827 + Penalty 599.090239 = -29870.549588 nChanged 19 SP:Iteration 15Q (970.434543 sec): 3 clusters Score: Raw -30493.762639 + Penalty 599.090239 = -29894.672399 nChanged 17 SP:Iteration 16Q (970.436823 sec): 3 clusters Score: Raw -30509.776520 + Penalty 599.090239 = -29910.686281 nChanged 9 SP:Iteration 17Q (970.439091 sec): 3 clusters Score: Raw -30525.887687 + Penalty 599.090239 = -29926.797448 nChanged 9 SP:Iteration 18Q (970.441332 sec): 3 clusters Score: Raw -30534.809407 + Penalty 599.090239 = -29935.719168 nChanged 9 SP:Iteration 19Q (970.443583 sec): 3 clusters Score: Raw -30540.715704 + Penalty 599.090239 = -29941.625465 nChanged 3 SP:Iteration 20F (970.445873 sec): 3 clusters Score: Raw -30542.591547 + Penalty 599.090239 = -29943.501308 nChanged 6 SP:Iteration 21Q (970.448136 sec): 3 clusters Score: Raw -30549.071343 + Penalty 599.090239 = -29949.981104 nChanged 3 SP:Iteration 22Q (970.450392 sec): 3 clusters Score: Raw -30550.513245 + Penalty 599.090239 = -29951.423006 nChanged 2 SP:Iteration 23Q (970.452734 sec): 3 clusters Score: Raw -30551.355135 + Penalty 599.090239 = -29952.264895 nChanged 3 SP:Iteration 24Q (970.455009 sec): 3 clusters Score: Raw -30552.466194 + Penalty 599.090239 = -29953.375955 nChanged 1 SP:Iteration 25Q (970.457268 sec): 3 clusters Score: Raw -30552.953753 + Penalty 599.090239 = -29953.863514 nChanged 0 SP:Iteration 26F (970.459554 sec): 3 clusters Score: Raw -30552.953753 + Penalty 599.090239 = -29953.863514 nChanged 0 Trying to split cluster 19 (46529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (970.506600 sec): 2 clusters Score: Raw -2129613.145433 + Penalty 489.026313 = -2129124.119120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (970.561680 sec): 3 clusters Score: Raw -2098904.947621 + Penalty 978.052626 = -2097926.894995 nChanged 22493 SP:Iteration 1F (970.610543 sec): 3 clusters Score: Raw -2113647.655768 + Penalty 978.052626 = -2112669.603142 nChanged 3088 SP:Iteration 2F (970.659352 sec): 3 clusters Score: Raw -2115751.497550 + Penalty 978.052626 = -2114773.444924 nChanged 3391 SP:Iteration 3F (970.708728 sec): 3 clusters Score: Raw -2118434.025287 + Penalty 978.052626 = -2117455.972662 nChanged 3486 SP:Iteration 4F (970.757308 sec): 3 clusters Score: Raw -2120980.464871 + Penalty 978.052626 = -2120002.412245 nChanged 2846 SP:Iteration 5F (970.806330 sec): 3 clusters Score: Raw -2122619.312647 + Penalty 978.052626 = -2121641.260021 nChanged 1961 SP:Iteration 6Q (970.858258 sec): 3 clusters Score: Raw -2123389.523305 + Penalty 978.052626 = -2122411.470679 nChanged 1365 SP:Iteration 7Q (970.909359 sec): 3 clusters Score: Raw -2123843.271816 + Penalty 978.052626 = -2122865.219190 nChanged 1071 SP:Iteration 8Q (970.960584 sec): 3 clusters Score: Raw -2124190.875211 + Penalty 978.052626 = -2123212.822585 nChanged 950 SP:Iteration 9Q (971.011265 sec): 3 clusters Score: Raw -2124511.879758 + Penalty 978.052626 = -2123533.827132 nChanged 900 SP:Iteration 10Q (971.061994 sec): 3 clusters Score: Raw -2124838.433084 + Penalty 978.052626 = -2123860.380458 nChanged 879 SP:Iteration 11Q (971.112502 sec): 3 clusters Score: Raw -2125145.746386 + Penalty 978.052626 = -2124167.693760 nChanged 864 SP:Iteration 12Q (971.163128 sec): 3 clusters Score: Raw -2125443.262466 + Penalty 978.052626 = -2124465.209840 nChanged 820 SP:Iteration 13Q (971.213351 sec): 3 clusters Score: Raw -2125706.136933 + Penalty 978.052626 = -2124728.084308 nChanged 781 SP:Iteration 14Q (971.263747 sec): 3 clusters Score: Raw -2125946.713945 + Penalty 978.052626 = -2124968.661319 nChanged 687 SP:Iteration 15Q (971.313918 sec): 3 clusters Score: Raw -2126135.812968 + Penalty 978.052626 = -2125157.760342 nChanged 633 SP:Iteration 16Q (971.364191 sec): 3 clusters Score: Raw -2126279.343434 + Penalty 978.052626 = -2125301.290808 nChanged 543 SP:Iteration 17Q (971.414286 sec): 3 clusters Score: Raw -2126387.925937 + Penalty 978.052626 = -2125409.873311 nChanged 466 SP:Iteration 18Q (971.464913 sec): 3 clusters Score: Raw -2126470.637413 + Penalty 978.052626 = -2125492.584787 nChanged 393 SP:Iteration 19Q (971.514883 sec): 3 clusters Score: Raw -2126537.770696 + Penalty 978.052626 = -2125559.718070 nChanged 341 SP:Iteration 20F (971.563418 sec): 3 clusters Score: Raw -2126595.473235 + Penalty 978.052626 = -2125617.420609 nChanged 280 SP:Iteration 21Q (971.614524 sec): 3 clusters Score: Raw -2126638.703544 + Penalty 978.052626 = -2125660.650918 nChanged 259 SP:Iteration 22Q (971.665022 sec): 3 clusters Score: Raw -2126672.250561 + Penalty 978.052626 = -2125694.197935 nChanged 225 SP:Iteration 23Q (971.715413 sec): 3 clusters Score: Raw -2126702.694863 + Penalty 978.052626 = -2125724.642237 nChanged 220 SP:Iteration 24Q (971.765686 sec): 3 clusters Score: Raw -2126739.185055 + Penalty 978.052626 = -2125761.132429 nChanged 255 SP:Iteration 25Q (971.816009 sec): 3 clusters Score: Raw -2126780.778398 + Penalty 978.052626 = -2125802.725772 nChanged 296 SP:Iteration 26Q (971.866443 sec): 3 clusters Score: Raw -2126831.546455 + Penalty 978.052626 = -2125853.493829 nChanged 314 SP:Iteration 27Q (971.916544 sec): 3 clusters Score: Raw -2126890.087747 + Penalty 978.052626 = -2125912.035121 nChanged 330 SP:Iteration 28Q (971.966880 sec): 3 clusters Score: Raw -2126946.956763 + Penalty 978.052626 = -2125968.904138 nChanged 331 SP:Iteration 29Q (972.016695 sec): 3 clusters Score: Raw -2127002.925800 + Penalty 978.052626 = -2126024.873174 nChanged 354 SP:Iteration 30Q (972.066956 sec): 3 clusters Score: Raw -2127068.275869 + Penalty 978.052626 = -2126090.223243 nChanged 377 SP:Iteration 31Q (972.116722 sec): 3 clusters Score: Raw -2127141.142791 + Penalty 978.052626 = -2126163.090165 nChanged 403 SP:Iteration 32Q (972.166581 sec): 3 clusters Score: Raw -2127226.195705 + Penalty 978.052626 = -2126248.143079 nChanged 420 SP:Iteration 33Q (972.216297 sec): 3 clusters Score: Raw -2127318.531330 + Penalty 978.052626 = -2126340.478704 nChanged 436 SP:Iteration 34Q (972.265824 sec): 3 clusters Score: Raw -2127416.012153 + Penalty 978.052626 = -2126437.959528 nChanged 444 SP:Iteration 35Q (972.315475 sec): 3 clusters Score: Raw -2127516.947668 + Penalty 978.052626 = -2126538.895043 nChanged 440 SP:Iteration 36Q (972.364726 sec): 3 clusters Score: Raw -2127619.499022 + Penalty 978.052626 = -2126641.446396 nChanged 455 SP:Iteration 37Q (972.414263 sec): 3 clusters Score: Raw -2127723.255071 + Penalty 978.052626 = -2126745.202446 nChanged 436 SP:Iteration 38Q (972.463821 sec): 3 clusters Score: Raw -2127820.973168 + Penalty 978.052626 = -2126842.920542 nChanged 391 SP:Iteration 39Q (972.512851 sec): 3 clusters Score: Raw -2127897.599380 + Penalty 978.052626 = -2126919.546755 nChanged 373 SP:Iteration 40F (972.593788 sec): 3 clusters Score: Raw -2127969.123601 + Penalty 978.052626 = -2126991.070975 nChanged 372 SP:Iteration 41Q (972.643125 sec): 3 clusters Score: Raw -2128046.819801 + Penalty 978.052626 = -2127068.767175 nChanged 375 SP:Iteration 42Q (972.694293 sec): 3 clusters Score: Raw -2128117.344839 + Penalty 978.052626 = -2127139.292214 nChanged 354 SP:Iteration 43Q (972.743319 sec): 3 clusters Score: Raw -2128175.391124 + Penalty 978.052626 = -2127197.338498 nChanged 309 SP:Iteration 44Q (972.792605 sec): 3 clusters Score: Raw -2128221.442926 + Penalty 978.052626 = -2127243.390300 nChanged 283 SP:Iteration 45Q (972.842199 sec): 3 clusters Score: Raw -2128262.063580 + Penalty 978.052626 = -2127284.010954 nChanged 286 SP:Iteration 46Q (972.891053 sec): 3 clusters Score: Raw -2128297.345093 + Penalty 978.052626 = -2127319.292467 nChanged 263 SP:Iteration 47Q (972.940643 sec): 3 clusters Score: Raw -2128328.900195 + Penalty 978.052626 = -2127350.847569 nChanged 251 SP:Iteration 48Q (972.990032 sec): 3 clusters Score: Raw -2128356.833947 + Penalty 978.052626 = -2127378.781321 nChanged 223 SP:Iteration 49Q (973.039512 sec): 3 clusters Score: Raw -2128378.254063 + Penalty 978.052626 = -2127400.201437 nChanged 194 SP:Iteration 50Q (973.088340 sec): 3 clusters Score: Raw -2128395.216462 + Penalty 978.052626 = -2127417.163836 nChanged 166 SP:Iteration 51Q (973.137255 sec): 3 clusters Score: Raw -2128408.406516 + Penalty 978.052626 = -2127430.353890 nChanged 148 SP:Iteration 52Q (973.186012 sec): 3 clusters Score: Raw -2128420.964142 + Penalty 978.052626 = -2127442.911516 nChanged 153 SP:Iteration 53Q (973.235281 sec): 3 clusters Score: Raw -2128434.129510 + Penalty 978.052626 = -2127456.076885 nChanged 152 SP:Iteration 54Q (973.283989 sec): 3 clusters Score: Raw -2128447.467080 + Penalty 978.052626 = -2127469.414454 nChanged 150 SP:Iteration 55Q (973.332971 sec): 3 clusters Score: Raw -2128459.741371 + Penalty 978.052626 = -2127481.688745 nChanged 133 SP:Iteration 56Q (973.381887 sec): 3 clusters Score: Raw -2128469.957945 + Penalty 978.052626 = -2127491.905319 nChanged 121 SP:Iteration 57Q (973.430407 sec): 3 clusters Score: Raw -2128478.099126 + Penalty 978.052626 = -2127500.046501 nChanged 111 SP:Iteration 58Q (973.479371 sec): 3 clusters Score: Raw -2128485.794062 + Penalty 978.052626 = -2127507.741436 nChanged 124 SP:Iteration 59Q (973.528196 sec): 3 clusters Score: Raw -2128495.648252 + Penalty 978.052626 = -2127517.595626 nChanged 123 SP:Iteration 60F (973.576295 sec): 3 clusters Score: Raw -2128505.649086 + Penalty 978.052626 = -2127527.596460 nChanged 115 SP:Iteration 61Q (973.626018 sec): 3 clusters Score: Raw -2128513.935309 + Penalty 978.052626 = -2127535.882683 nChanged 122 SP:Iteration 62Q (973.675123 sec): 3 clusters Score: Raw -2128522.043514 + Penalty 978.052626 = -2127543.990889 nChanged 108 SP:Iteration 63Q (973.723992 sec): 3 clusters Score: Raw -2128530.571172 + Penalty 978.052626 = -2127552.518546 nChanged 123 SP:Iteration 64Q (973.773156 sec): 3 clusters Score: Raw -2128540.420197 + Penalty 978.052626 = -2127562.367571 nChanged 127 SP:Iteration 65Q (973.821999 sec): 3 clusters Score: Raw -2128550.390999 + Penalty 978.052626 = -2127572.338373 nChanged 128 SP:Iteration 66Q (973.894731 sec): 3 clusters Score: Raw -2128560.607190 + Penalty 978.052626 = -2127582.554564 nChanged 129 SP:Iteration 67Q (973.946248 sec): 3 clusters Score: Raw -2128571.477077 + Penalty 978.052626 = -2127593.424451 nChanged 119 SP:Iteration 68Q (973.995251 sec): 3 clusters Score: Raw -2128580.806579 + Penalty 978.052626 = -2127602.753953 nChanged 127 SP:Iteration 69Q (974.044099 sec): 3 clusters Score: Raw -2128592.331706 + Penalty 978.052626 = -2127614.279080 nChanged 156 SP:Iteration 70Q (974.093469 sec): 3 clusters Score: Raw -2128605.711289 + Penalty 978.052626 = -2127627.658663 nChanged 162 SP:Iteration 71Q (974.142421 sec): 3 clusters Score: Raw -2128620.302212 + Penalty 978.052626 = -2127642.249586 nChanged 175 SP:Iteration 72Q (974.191451 sec): 3 clusters Score: Raw -2128637.519866 + Penalty 978.052626 = -2127659.467240 nChanged 186 SP:Iteration 73Q (974.240579 sec): 3 clusters Score: Raw -2128655.699473 + Penalty 978.052626 = -2127677.646847 nChanged 165 SP:Iteration 74Q (974.289342 sec): 3 clusters Score: Raw -2128670.669053 + Penalty 978.052626 = -2127692.616427 nChanged 173 SP:Iteration 75Q (974.338548 sec): 3 clusters Score: Raw -2128686.611336 + Penalty 978.052626 = -2127708.558710 nChanged 165 SP:Iteration 76Q (974.387102 sec): 3 clusters Score: Raw -2128703.482691 + Penalty 978.052626 = -2127725.430065 nChanged 170 SP:Iteration 77Q (974.436116 sec): 3 clusters Score: Raw -2128721.295800 + Penalty 978.052626 = -2127743.243174 nChanged 162 SP:Iteration 78Q (974.484656 sec): 3 clusters Score: Raw -2128738.966801 + Penalty 978.052626 = -2127760.914175 nChanged 175 SP:Iteration 79Q (974.533887 sec): 3 clusters Score: Raw -2128757.198597 + Penalty 978.052626 = -2127779.145971 nChanged 162 SP:Iteration 80F (974.581755 sec): 3 clusters Score: Raw -2128773.726320 + Penalty 978.052626 = -2127795.673694 nChanged 157 SP:Iteration 81Q (974.631284 sec): 3 clusters Score: Raw -2128789.594014 + Penalty 978.052626 = -2127811.541388 nChanged 146 SP:Iteration 82Q (974.680192 sec): 3 clusters Score: Raw -2128804.086989 + Penalty 978.052626 = -2127826.034363 nChanged 158 SP:Iteration 83Q (974.729220 sec): 3 clusters Score: Raw -2128819.760897 + Penalty 978.052626 = -2127841.708271 nChanged 167 SP:Iteration 84Q (974.778174 sec): 3 clusters Score: Raw -2128836.492157 + Penalty 978.052626 = -2127858.439531 nChanged 170 SP:Iteration 85Q (974.827082 sec): 3 clusters Score: Raw -2128855.453680 + Penalty 978.052626 = -2127877.401054 nChanged 157 SP:Iteration 86Q (974.876074 sec): 3 clusters Score: Raw -2128871.007228 + Penalty 978.052626 = -2127892.954602 nChanged 140 SP:Iteration 87Q (974.935774 sec): 3 clusters Score: Raw -2128883.496633 + Penalty 978.052626 = -2127905.444007 nChanged 150 SP:Iteration 88Q (974.984825 sec): 3 clusters Score: Raw -2128896.454559 + Penalty 978.052626 = -2127918.401933 nChanged 126 SP:Iteration 89Q (975.033766 sec): 3 clusters Score: Raw -2128906.027708 + Penalty 978.052626 = -2127927.975082 nChanged 101 SP:Iteration 90Q (975.082594 sec): 3 clusters Score: Raw -2128913.124913 + Penalty 978.052626 = -2127935.072288 nChanged 112 SP:Iteration 91Q (975.131365 sec): 3 clusters Score: Raw -2128920.993712 + Penalty 978.052626 = -2127942.941086 nChanged 97 SP:Iteration 92Q (975.180016 sec): 3 clusters Score: Raw -2128927.223381 + Penalty 978.052626 = -2127949.170755 nChanged 93 SP:Iteration 93Q (975.229136 sec): 3 clusters Score: Raw -2128932.955990 + Penalty 978.052626 = -2127954.903364 nChanged 97 SP:Iteration 94Q (975.277990 sec): 3 clusters Score: Raw -2128939.308493 + Penalty 978.052626 = -2127961.255867 nChanged 107 SP:Iteration 95Q (975.326612 sec): 3 clusters Score: Raw -2128946.374382 + Penalty 978.052626 = -2127968.321756 nChanged 117 SP:Iteration 96Q (975.375563 sec): 3 clusters Score: Raw -2128955.157326 + Penalty 978.052626 = -2127977.104700 nChanged 134 SP:Iteration 97Q (975.424451 sec): 3 clusters Score: Raw -2128966.373135 + Penalty 978.052626 = -2127988.320509 nChanged 146 SP:Iteration 98Q (975.473436 sec): 3 clusters Score: Raw -2128978.189429 + Penalty 978.052626 = -2128000.136803 nChanged 133 SP:Iteration 99Q (975.522308 sec): 3 clusters Score: Raw -2128988.970072 + Penalty 978.052626 = -2128010.917446 nChanged 139 SP:Iteration 100F (975.570457 sec): 3 clusters Score: Raw -2129000.974863 + Penalty 978.052626 = -2128022.922237 nChanged 151 SP:Iteration 101Q (975.620317 sec): 3 clusters Score: Raw -2129015.693826 + Penalty 978.052626 = -2128037.641201 nChanged 151 SP:Iteration 102Q (975.669168 sec): 3 clusters Score: Raw -2129032.342905 + Penalty 978.052626 = -2128054.290280 nChanged 170 SP:Iteration 103Q (975.718027 sec): 3 clusters Score: Raw -2129051.285353 + Penalty 978.052626 = -2128073.232728 nChanged 176 SP:Iteration 104Q (975.767052 sec): 3 clusters Score: Raw -2129069.425934 + Penalty 978.052626 = -2128091.373308 nChanged 176 SP:Iteration 105Q (975.815799 sec): 3 clusters Score: Raw -2129088.997277 + Penalty 978.052626 = -2128110.944651 nChanged 200 SP:Iteration 106Q (975.864659 sec): 3 clusters Score: Raw -2129111.841098 + Penalty 978.052626 = -2128133.788472 nChanged 178 SP:Iteration 107Q (975.913486 sec): 3 clusters Score: Raw -2129132.106253 + Penalty 978.052626 = -2128154.053627 nChanged 169 SP:Iteration 108Q (975.962468 sec): 3 clusters Score: Raw -2129149.093362 + Penalty 978.052626 = -2128171.040736 nChanged 161 SP:Iteration 109Q (976.011230 sec): 3 clusters Score: Raw -2129163.570439 + Penalty 978.052626 = -2128185.517813 nChanged 121 SP:Iteration 110Q (976.059881 sec): 3 clusters Score: Raw -2129173.995166 + Penalty 978.052626 = -2128195.942540 nChanged 124 SP:Iteration 111Q (976.108842 sec): 3 clusters Score: Raw -2129186.379511 + Penalty 978.052626 = -2128208.326886 nChanged 137 SP:Iteration 112Q (976.157549 sec): 3 clusters Score: Raw -2129200.355358 + Penalty 978.052626 = -2128222.302732 nChanged 132 SP:Iteration 113Q (976.206501 sec): 3 clusters Score: Raw -2129213.470954 + Penalty 978.052626 = -2128235.418328 nChanged 129 SP:Iteration 114Q (976.255174 sec): 3 clusters Score: Raw -2129225.692417 + Penalty 978.052626 = -2128247.639791 nChanged 128 SP:Iteration 115Q (976.322770 sec): 3 clusters Score: Raw -2129238.199710 + Penalty 978.052626 = -2128260.147084 nChanged 125 SP:Iteration 116Q (976.381863 sec): 3 clusters Score: Raw -2129248.644674 + Penalty 978.052626 = -2128270.592048 nChanged 144 SP:Iteration 117Q (976.430719 sec): 3 clusters Score: Raw -2129262.473656 + Penalty 978.052626 = -2128284.421030 nChanged 158 SP:Iteration 118Q (976.479314 sec): 3 clusters Score: Raw -2129279.877853 + Penalty 978.052626 = -2128301.825228 nChanged 171 SP:Iteration 119Q (976.528199 sec): 3 clusters Score: Raw -2129300.651924 + Penalty 978.052626 = -2128322.599299 nChanged 153 SP:Iteration 120F (976.575987 sec): 3 clusters Score: Raw -2129320.177690 + Penalty 978.052626 = -2128342.125064 nChanged 176 SP:Iteration 121Q (976.625455 sec): 3 clusters Score: Raw -2129344.021475 + Penalty 978.052626 = -2128365.968849 nChanged 191 SP:Iteration 122Q (976.674118 sec): 3 clusters Score: Raw -2129372.453355 + Penalty 978.052626 = -2128394.400729 nChanged 192 SP:Iteration 123Q (976.722654 sec): 3 clusters Score: Raw -2129400.763391 + Penalty 978.052626 = -2128422.710765 nChanged 189 SP:Iteration 124Q (976.771411 sec): 3 clusters Score: Raw -2129428.051436 + Penalty 978.052626 = -2128449.998810 nChanged 189 SP:Iteration 125Q (976.819637 sec): 3 clusters Score: Raw -2129454.230945 + Penalty 978.052626 = -2128476.178319 nChanged 171 SP:Iteration 126Q (976.873907 sec): 3 clusters Score: Raw -2129476.957908 + Penalty 978.052626 = -2128498.905282 nChanged 165 SP:Iteration 127Q (976.922144 sec): 3 clusters Score: Raw -2129497.194941 + Penalty 978.052626 = -2128519.142315 nChanged 140 SP:Iteration 128Q (976.981464 sec): 3 clusters Score: Raw -2129514.975280 + Penalty 978.052626 = -2128536.922655 nChanged 152 SP:Iteration 129Q (977.067086 sec): 3 clusters Score: Raw -2129535.593831 + Penalty 978.052626 = -2128557.541205 nChanged 153 SP:Iteration 130Q (977.145557 sec): 3 clusters Score: Raw -2129557.415103 + Penalty 978.052626 = -2128579.362477 nChanged 163 SP:Iteration 131Q (977.225600 sec): 3 clusters Score: Raw -2129584.035559 + Penalty 978.052626 = -2128605.982933 nChanged 175 SP:Iteration 132Q (977.312593 sec): 3 clusters Score: Raw -2129612.359460 + Penalty 978.052626 = -2128634.306834 nChanged 178 SP:Iteration 133Q (977.394361 sec): 3 clusters Score: Raw -2129641.802111 + Penalty 978.052626 = -2128663.749485 nChanged 159 SP:Iteration 134Q (977.445215 sec): 3 clusters Score: Raw -2129668.386638 + Penalty 978.052626 = -2128690.334012 nChanged 150 SP:Iteration 135Q (977.493268 sec): 3 clusters Score: Raw -2129695.722570 + Penalty 978.052626 = -2128717.669944 nChanged 143 SP:Iteration 136Q (977.541836 sec): 3 clusters Score: Raw -2129722.441445 + Penalty 978.052626 = -2128744.388819 nChanged 154 SP:Iteration 137Q (977.589388 sec): 3 clusters Score: Raw -2129754.067438 + Penalty 978.052626 = -2128776.014812 nChanged 147 SP:Iteration 138Q (977.637955 sec): 3 clusters Score: Raw -2129784.797275 + Penalty 978.052626 = -2128806.744649 nChanged 134 SP:Iteration 139Q (977.685433 sec): 3 clusters Score: Raw -2129813.241658 + Penalty 978.052626 = -2128835.189032 nChanged 123 SP:Iteration 140F (977.735337 sec): 3 clusters Score: Raw -2129840.318040 + Penalty 978.052626 = -2128862.265414 nChanged 105 SP:Iteration 141Q (977.784462 sec): 3 clusters Score: Raw -2129862.815662 + Penalty 978.052626 = -2128884.763036 nChanged 98 SP:Iteration 142Q (977.833452 sec): 3 clusters Score: Raw -2129882.143485 + Penalty 978.052626 = -2128904.090859 nChanged 89 SP:Iteration 143Q (977.881585 sec): 3 clusters Score: Raw -2129897.200585 + Penalty 978.052626 = -2128919.147960 nChanged 92 SP:Iteration 144Q (977.939898 sec): 3 clusters Score: Raw -2129912.794663 + Penalty 978.052626 = -2128934.742037 nChanged 75 SP:Iteration 145Q (977.987739 sec): 3 clusters Score: Raw -2129923.546417 + Penalty 978.052626 = -2128945.493792 nChanged 73 SP:Iteration 146Q (978.035780 sec): 3 clusters Score: Raw -2129931.971709 + Penalty 978.052626 = -2128953.919083 nChanged 60 SP:Iteration 147Q (978.083646 sec): 3 clusters Score: Raw -2129938.392223 + Penalty 978.052626 = -2128960.339597 nChanged 61 SP:Iteration 148Q (978.130955 sec): 3 clusters Score: Raw -2129944.425548 + Penalty 978.052626 = -2128966.372922 nChanged 56 SP:Iteration 149Q (978.178213 sec): 3 clusters Score: Raw -2129950.214577 + Penalty 978.052626 = -2128972.161951 nChanged 59 SP:Iteration 150Q (978.225541 sec): 3 clusters Score: Raw -2129957.458409 + Penalty 978.052626 = -2128979.405783 nChanged 53 SP:Iteration 151Q (978.273081 sec): 3 clusters Score: Raw -2129963.506536 + Penalty 978.052626 = -2128985.453910 nChanged 46 SP:Iteration 152Q (978.320448 sec): 3 clusters Score: Raw -2129969.009985 + Penalty 978.052626 = -2128990.957360 nChanged 47 SP:Iteration 153Q (978.367600 sec): 3 clusters Score: Raw -2129975.709480 + Penalty 978.052626 = -2128997.656854 nChanged 44 SP:Iteration 154Q (978.414697 sec): 3 clusters Score: Raw -2129980.900956 + Penalty 978.052626 = -2129002.848330 nChanged 45 SP:Iteration 155Q (978.461903 sec): 3 clusters Score: Raw -2129985.711453 + Penalty 978.052626 = -2129007.658828 nChanged 32 SP:Iteration 156Q (978.509293 sec): 3 clusters Score: Raw -2129988.696022 + Penalty 978.052626 = -2129010.643396 nChanged 32 SP:Iteration 157Q (978.556464 sec): 3 clusters Score: Raw -2129991.570277 + Penalty 978.052626 = -2129013.517651 nChanged 22 SP:Iteration 158Q (978.603801 sec): 3 clusters Score: Raw -2129993.466639 + Penalty 978.052626 = -2129015.414013 nChanged 20 SP:Iteration 159Q (978.651173 sec): 3 clusters Score: Raw -2129995.262795 + Penalty 978.052626 = -2129017.210169 nChanged 15 SP:Iteration 160F (978.699846 sec): 3 clusters Score: Raw -2129996.332667 + Penalty 978.052626 = -2129018.280041 nChanged 17 SP:Iteration 161Q (978.747477 sec): 3 clusters Score: Raw -2129997.759302 + Penalty 978.052626 = -2129019.706676 nChanged 22 SP:Iteration 162Q (978.794657 sec): 3 clusters Score: Raw -2129999.958258 + Penalty 978.052626 = -2129021.905632 nChanged 16 SP:Iteration 163Q (978.841486 sec): 3 clusters Score: Raw -2130001.198814 + Penalty 978.052626 = -2129023.146188 nChanged 17 SP:Iteration 164Q (978.888607 sec): 3 clusters Score: Raw -2130002.752785 + Penalty 978.052626 = -2129024.700159 nChanged 19 SP:Iteration 165Q (978.935632 sec): 3 clusters Score: Raw -2130003.819007 + Penalty 978.052626 = -2129025.766381 nChanged 9 SP:Iteration 166Q (978.982658 sec): 3 clusters Score: Raw -2130004.138181 + Penalty 978.052626 = -2129026.085556 nChanged 11 SP:Iteration 167Q (979.029972 sec): 3 clusters Score: Raw -2130004.640783 + Penalty 978.052626 = -2129026.588157 nChanged 7 SP:Iteration 168Q (979.077133 sec): 3 clusters Score: Raw -2130005.091929 + Penalty 978.052626 = -2129027.039303 nChanged 5 SP:Iteration 169Q (979.124363 sec): 3 clusters Score: Raw -2130005.341828 + Penalty 978.052626 = -2129027.289203 nChanged 7 SP:Iteration 170Q (979.171520 sec): 3 clusters Score: Raw -2130005.732826 + Penalty 978.052626 = -2129027.680200 nChanged 7 SP:Iteration 171Q (979.218589 sec): 3 clusters Score: Raw -2130006.137931 + Penalty 978.052626 = -2129028.085306 nChanged 9 SP:Iteration 172Q (979.265733 sec): 3 clusters Score: Raw -2130006.642390 + Penalty 978.052626 = -2129028.589764 nChanged 8 SP:Iteration 173Q (979.312760 sec): 3 clusters Score: Raw -2130007.268850 + Penalty 978.052626 = -2129029.216224 nChanged 10 SP:Iteration 174Q (979.360427 sec): 3 clusters Score: Raw -2130008.128953 + Penalty 978.052626 = -2129030.076328 nChanged 9 SP:Iteration 175Q (979.407540 sec): 3 clusters Score: Raw -2130008.771254 + Penalty 978.052626 = -2129030.718628 nChanged 7 SP:Iteration 176Q (979.454602 sec): 3 clusters Score: Raw -2130009.378524 + Penalty 978.052626 = -2129031.325898 nChanged 6 SP:Iteration 177Q (979.501655 sec): 3 clusters Score: Raw -2130009.864622 + Penalty 978.052626 = -2129031.811996 nChanged 7 SP:Iteration 178Q (979.548739 sec): 3 clusters Score: Raw -2130010.257540 + Penalty 978.052626 = -2129032.204914 nChanged 4 SP:Iteration 179Q (979.595765 sec): 3 clusters Score: Raw -2130010.429995 + Penalty 978.052626 = -2129032.377369 nChanged 3 SP:Iteration 180F (979.643927 sec): 3 clusters Score: Raw -2130010.592795 + Penalty 978.052626 = -2129032.540169 nChanged 3 SP:Iteration 181Q (979.691396 sec): 3 clusters Score: Raw -2130010.816937 + Penalty 978.052626 = -2129032.764311 nChanged 5 SP:Iteration 182Q (979.738412 sec): 3 clusters Score: Raw -2130011.194456 + Penalty 978.052626 = -2129033.141831 nChanged 6 SP:Iteration 183Q (979.785752 sec): 3 clusters Score: Raw -2130011.616580 + Penalty 978.052626 = -2129033.563954 nChanged 6 SP:Iteration 184Q (979.835910 sec): 3 clusters Score: Raw -2130011.858235 + Penalty 978.052626 = -2129033.805609 nChanged 7 SP:Iteration 185Q (979.884869 sec): 3 clusters Score: Raw -2130012.179700 + Penalty 978.052626 = -2129034.127074 nChanged 9 SP:Iteration 186Q (979.931818 sec): 3 clusters Score: Raw -2130012.951036 + Penalty 978.052626 = -2129034.898410 nChanged 10 SP:Iteration 187Q (979.978932 sec): 3 clusters Score: Raw -2130013.947126 + Penalty 978.052626 = -2129035.894500 nChanged 9 SP:Iteration 188Q (980.025895 sec): 3 clusters Score: Raw -2130015.059563 + Penalty 978.052626 = -2129037.006937 nChanged 15 SP:Iteration 189Q (980.072612 sec): 3 clusters Score: Raw -2130016.912812 + Penalty 978.052626 = -2129038.860186 nChanged 16 SP:Iteration 190Q (980.120050 sec): 3 clusters Score: Raw -2130018.442682 + Penalty 978.052626 = -2129040.390056 nChanged 11 SP:Iteration 191Q (980.167211 sec): 3 clusters Score: Raw -2130019.814153 + Penalty 978.052626 = -2129041.761527 nChanged 19 SP:Iteration 192Q (980.214032 sec): 3 clusters Score: Raw -2130022.109397 + Penalty 978.052626 = -2129044.056771 nChanged 16 SP:Iteration 193Q (980.261208 sec): 3 clusters Score: Raw -2130024.137768 + Penalty 978.052626 = -2129046.085142 nChanged 15 SP:Iteration 194Q (980.308457 sec): 3 clusters Score: Raw -2130025.625411 + Penalty 978.052626 = -2129047.572786 nChanged 12 SP:Iteration 195Q (980.355694 sec): 3 clusters Score: Raw -2130027.946559 + Penalty 978.052626 = -2129049.893933 nChanged 24 SP:Iteration 196Q (980.403002 sec): 3 clusters Score: Raw -2130031.422786 + Penalty 978.052626 = -2129053.370161 nChanged 21 SP:Iteration 197Q (980.449590 sec): 3 clusters Score: Raw -2130033.063997 + Penalty 978.052626 = -2129055.011371 nChanged 16 SP:Iteration 198Q (980.496828 sec): 3 clusters Score: Raw -2130034.304124 + Penalty 978.052626 = -2129056.251498 nChanged 14 SP:Iteration 199Q (980.544143 sec): 3 clusters Score: Raw -2130035.783983 + Penalty 978.052626 = -2129057.731357 nChanged 15 SP:Iteration 200F (980.592692 sec): 3 clusters Score: Raw -2130037.820944 + Penalty 978.052626 = -2129059.768318 nChanged 18 SP:Iteration 201Q (980.639752 sec): 3 clusters Score: Raw -2130040.289563 + Penalty 978.052626 = -2129062.236937 nChanged 22 SP:Iteration 202Q (980.686889 sec): 3 clusters Score: Raw -2130042.393969 + Penalty 978.052626 = -2129064.341343 nChanged 17 SP:Iteration 203Q (980.734828 sec): 3 clusters Score: Raw -2130043.561708 + Penalty 978.052626 = -2129065.509082 nChanged 9 SP:Iteration 204Q (980.782679 sec): 3 clusters Score: Raw -2130044.241496 + Penalty 978.052626 = -2129066.188870 nChanged 11 SP:Iteration 205Q (980.830181 sec): 3 clusters Score: Raw -2130045.904091 + Penalty 978.052626 = -2129067.851465 nChanged 14 SP:Iteration 206Q (980.876896 sec): 3 clusters Score: Raw -2130047.814468 + Penalty 978.052626 = -2129069.761842 nChanged 11 SP:Iteration 207Q (980.923575 sec): 3 clusters Score: Raw -2130048.709607 + Penalty 978.052626 = -2129070.656981 nChanged 8 SP:Iteration 208Q (980.972638 sec): 3 clusters Score: Raw -2130049.108116 + Penalty 978.052626 = -2129071.055490 nChanged 5 SP:Iteration 209Q (981.031400 sec): 3 clusters Score: Raw -2130049.252323 + Penalty 978.052626 = -2129071.199698 nChanged 5 SP:Iteration 210Q (981.120136 sec): 3 clusters Score: Raw -2130049.435082 + Penalty 978.052626 = -2129071.382456 nChanged 3 SP:Iteration 211Q (981.177822 sec): 3 clusters Score: Raw -2130049.657874 + Penalty 978.052626 = -2129071.605248 nChanged 5 SP:Iteration 212Q (981.224880 sec): 3 clusters Score: Raw -2130049.860261 + Penalty 978.052626 = -2129071.807635 nChanged 5 SP:Iteration 213Q (981.271961 sec): 3 clusters Score: Raw -2130050.185293 + Penalty 978.052626 = -2129072.132667 nChanged 5 SP:Iteration 214Q (981.318946 sec): 3 clusters Score: Raw -2130050.508592 + Penalty 978.052626 = -2129072.455966 nChanged 3 SP:Iteration 215Q (981.365705 sec): 3 clusters Score: Raw -2130050.623737 + Penalty 978.052626 = -2129072.571111 nChanged 3 SP:Iteration 216Q (981.412486 sec): 3 clusters Score: Raw -2130050.665654 + Penalty 978.052626 = -2129072.613029 nChanged 1 SP:Iteration 217Q (981.459619 sec): 3 clusters Score: Raw -2130050.726693 + Penalty 978.052626 = -2129072.674067 nChanged 1 SP:Iteration 218Q (981.506611 sec): 3 clusters Score: Raw -2130050.768915 + Penalty 978.052626 = -2129072.716289 nChanged 0 SP:Iteration 219F (981.554980 sec): 3 clusters Score: Raw -2130050.768915 + Penalty 978.052626 = -2129072.716289 nChanged 0 Trying to split cluster 20 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.561780 sec): 2 clusters Score: Raw -53810.335498 + Penalty 320.184756 = -53490.150741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.565627 sec): 3 clusters Score: Raw -53246.078386 + Penalty 640.369513 = -52605.708874 nChanged 463 SP:Iteration 1F (981.569027 sec): 3 clusters Score: Raw -53483.654421 + Penalty 640.369513 = -52843.284908 nChanged 94 SP:Iteration 2F (981.572415 sec): 3 clusters Score: Raw -53536.241650 + Penalty 640.369513 = -52895.872137 nChanged 52 SP:Iteration 3Q (981.575821 sec): 3 clusters Score: Raw -53559.914688 + Penalty 640.369513 = -52919.545175 nChanged 37 SP:Iteration 4Q (981.579231 sec): 3 clusters Score: Raw -53580.886114 + Penalty 640.369513 = -52940.516601 nChanged 40 SP:Iteration 5Q (981.582646 sec): 3 clusters Score: Raw -53609.002737 + Penalty 640.369513 = -52968.633224 nChanged 50 SP:Iteration 6Q (981.586053 sec): 3 clusters Score: Raw -53632.199234 + Penalty 640.369513 = -52991.829721 nChanged 36 SP:Iteration 7Q (981.589448 sec): 3 clusters Score: Raw -53657.693506 + Penalty 640.369513 = -53017.323993 nChanged 32 SP:Iteration 8Q (981.592844 sec): 3 clusters Score: Raw -53679.996222 + Penalty 640.369513 = -53039.626709 nChanged 32 SP:Iteration 9Q (981.596231 sec): 3 clusters Score: Raw -53701.215365 + Penalty 640.369513 = -53060.845852 nChanged 30 SP:Iteration 10Q (981.599612 sec): 3 clusters Score: Raw -53714.637072 + Penalty 640.369513 = -53074.267559 nChanged 16 SP:Iteration 11Q (981.603004 sec): 3 clusters Score: Raw -53722.211629 + Penalty 640.369513 = -53081.842116 nChanged 18 SP:Iteration 12Q (981.606376 sec): 3 clusters Score: Raw -53730.580889 + Penalty 640.369513 = -53090.211376 nChanged 11 SP:Iteration 13Q (981.609743 sec): 3 clusters Score: Raw -53735.061873 + Penalty 640.369513 = -53094.692360 nChanged 10 SP:Iteration 14Q (981.613147 sec): 3 clusters Score: Raw -53739.794952 + Penalty 640.369513 = -53099.425439 nChanged 10 SP:Iteration 15Q (981.616517 sec): 3 clusters Score: Raw -53744.584332 + Penalty 640.369513 = -53104.214819 nChanged 8 SP:Iteration 16Q (981.620260 sec): 3 clusters Score: Raw -53748.131620 + Penalty 640.369513 = -53107.762107 nChanged 11 SP:Iteration 17Q (981.623623 sec): 3 clusters Score: Raw -53754.191563 + Penalty 640.369513 = -53113.822050 nChanged 6 SP:Iteration 18Q (981.626989 sec): 3 clusters Score: Raw -53758.882538 + Penalty 640.369513 = -53118.513025 nChanged 16 SP:Iteration 19Q (981.630356 sec): 3 clusters Score: Raw -53769.493437 + Penalty 640.369513 = -53129.123924 nChanged 14 SP:Iteration 20F (981.633704 sec): 3 clusters Score: Raw -53777.634233 + Penalty 640.369513 = -53137.264720 nChanged 16 SP:Iteration 21Q (981.637077 sec): 3 clusters Score: Raw -53783.651110 + Penalty 640.369513 = -53143.281597 nChanged 9 SP:Iteration 22Q (981.640425 sec): 3 clusters Score: Raw -53786.928603 + Penalty 640.369513 = -53146.559090 nChanged 10 SP:Iteration 23Q (981.643796 sec): 3 clusters Score: Raw -53791.399397 + Penalty 640.369513 = -53151.029884 nChanged 9 SP:Iteration 24Q (981.647155 sec): 3 clusters Score: Raw -53797.340586 + Penalty 640.369513 = -53156.971073 nChanged 10 SP:Iteration 25Q (981.650504 sec): 3 clusters Score: Raw -53802.681687 + Penalty 640.369513 = -53162.312174 nChanged 10 SP:Iteration 26Q (981.653847 sec): 3 clusters Score: Raw -53807.398410 + Penalty 640.369513 = -53167.028897 nChanged 6 SP:Iteration 27Q (981.657187 sec): 3 clusters Score: Raw -53808.953133 + Penalty 640.369513 = -53168.583620 nChanged 4 SP:Iteration 28Q (981.660516 sec): 3 clusters Score: Raw -53810.014318 + Penalty 640.369513 = -53169.644805 nChanged 4 SP:Iteration 29Q (981.663847 sec): 3 clusters Score: Raw -53812.635236 + Penalty 640.369513 = -53172.265723 nChanged 5 SP:Iteration 30Q (981.667180 sec): 3 clusters Score: Raw -53816.020408 + Penalty 640.369513 = -53175.650895 nChanged 8 SP:Iteration 31Q (981.670509 sec): 3 clusters Score: Raw -53819.273752 + Penalty 640.369513 = -53178.904239 nChanged 5 SP:Iteration 32Q (981.673841 sec): 3 clusters Score: Raw -53820.666349 + Penalty 640.369513 = -53180.296836 nChanged 5 SP:Iteration 33Q (981.677195 sec): 3 clusters Score: Raw -53821.494995 + Penalty 640.369513 = -53181.125482 nChanged 3 SP:Iteration 34Q (981.680526 sec): 3 clusters Score: Raw -53821.924543 + Penalty 640.369513 = -53181.555030 nChanged 3 SP:Iteration 35Q (981.683845 sec): 3 clusters Score: Raw -53822.423974 + Penalty 640.369513 = -53182.054461 nChanged 0 SP:Iteration 36F (981.687171 sec): 3 clusters Score: Raw -53822.423974 + Penalty 640.369513 = -53182.054461 nChanged 0 Trying to split cluster 21 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.693081 sec): 2 clusters Score: Raw -17720.135041 + Penalty 274.505423 = -17445.629618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.694863 sec): 3 clusters Score: Raw -17552.479812 + Penalty 549.010846 = -17003.468965 nChanged 126 SP:Iteration 1F (981.696432 sec): 3 clusters Score: Raw -17657.038368 + Penalty 549.010846 = -17108.027522 nChanged 42 SP:Iteration 2F (981.697994 sec): 3 clusters Score: Raw -17697.120102 + Penalty 549.010846 = -17148.109256 nChanged 22 SP:Iteration 3F (981.699550 sec): 3 clusters Score: Raw -17717.672649 + Penalty 549.010846 = -17168.661802 nChanged 18 SP:Iteration 4Q (981.701123 sec): 3 clusters Score: Raw -17732.199868 + Penalty 549.010846 = -17183.189022 nChanged 7 SP:Iteration 5Q (981.702660 sec): 3 clusters Score: Raw -17735.168954 + Penalty 549.010846 = -17186.158108 nChanged 4 SP:Iteration 6Q (981.704209 sec): 3 clusters Score: Raw -17736.434829 + Penalty 549.010846 = -17187.423983 nChanged 1 SP:Iteration 7Q (981.705771 sec): 3 clusters Score: Raw -17737.253820 + Penalty 549.010846 = -17188.242974 nChanged 1 SP:Iteration 8Q (981.707314 sec): 3 clusters Score: Raw -17737.689725 + Penalty 549.010846 = -17188.678879 nChanged 4 SP:Iteration 9Q (981.708890 sec): 3 clusters Score: Raw -17740.242958 + Penalty 549.010846 = -17191.232112 nChanged 2 SP:Iteration 10Q (981.710439 sec): 3 clusters Score: Raw -17742.492042 + Penalty 549.010846 = -17193.481196 nChanged 3 SP:Iteration 11Q (981.711989 sec): 3 clusters Score: Raw -17743.117006 + Penalty 549.010846 = -17194.106159 nChanged 2 SP:Iteration 12Q (981.713541 sec): 3 clusters Score: Raw -17746.104039 + Penalty 549.010846 = -17197.093192 nChanged 5 SP:Iteration 13Q (981.715105 sec): 3 clusters Score: Raw -17752.515109 + Penalty 549.010846 = -17203.504263 nChanged 5 SP:Iteration 14Q (981.716649 sec): 3 clusters Score: Raw -17757.083245 + Penalty 549.010846 = -17208.072399 nChanged 4 SP:Iteration 15Q (981.718188 sec): 3 clusters Score: Raw -17759.148157 + Penalty 549.010846 = -17210.137311 nChanged 3 SP:Iteration 16Q (981.719729 sec): 3 clusters Score: Raw -17760.473592 + Penalty 549.010846 = -17211.462746 nChanged 3 SP:Iteration 17Q (981.721265 sec): 3 clusters Score: Raw -17762.609020 + Penalty 549.010846 = -17213.598173 nChanged 2 SP:Iteration 18Q (981.722809 sec): 3 clusters Score: Raw -17764.050765 + Penalty 549.010846 = -17215.039919 nChanged 3 SP:Iteration 19Q (981.724338 sec): 3 clusters Score: Raw -17765.465574 + Penalty 549.010846 = -17216.454728 nChanged 1 SP:Iteration 20F (981.726285 sec): 3 clusters Score: Raw -17766.298537 + Penalty 549.010846 = -17217.287690 nChanged 1 SP:Iteration 21Q (981.727826 sec): 3 clusters Score: Raw -17766.671500 + Penalty 549.010846 = -17217.660654 nChanged 0 SP:Iteration 22F (981.729370 sec): 3 clusters Score: Raw -17766.671500 + Penalty 549.010846 = -17217.660654 nChanged 0 Trying to split cluster 22 (16467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.753753 sec): 2 clusters Score: Raw -774296.200308 + Penalty 441.764671 = -773854.435637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.781152 sec): 3 clusters Score: Raw -763751.761863 + Penalty 883.529343 = -762868.232520 nChanged 7835 SP:Iteration 1F (981.806827 sec): 3 clusters Score: Raw -768822.068765 + Penalty 883.529343 = -767938.539422 nChanged 1419 SP:Iteration 2F (981.832532 sec): 3 clusters Score: Raw -770083.785170 + Penalty 883.529343 = -769200.255827 nChanged 1564 SP:Iteration 3F (981.858259 sec): 3 clusters Score: Raw -771777.402722 + Penalty 883.529343 = -770893.873379 nChanged 1586 SP:Iteration 4F (981.884126 sec): 3 clusters Score: Raw -773635.970814 + Penalty 883.529343 = -772752.441472 nChanged 1266 SP:Iteration 5F (981.909941 sec): 3 clusters Score: Raw -774897.409550 + Penalty 883.529343 = -774013.880207 nChanged 836 SP:Iteration 6F (981.935777 sec): 3 clusters Score: Raw -775462.657348 + Penalty 883.529343 = -774579.128005 nChanged 556 SP:Iteration 7Q (981.961403 sec): 3 clusters Score: Raw -775752.140886 + Penalty 883.529343 = -774868.611543 nChanged 410 SP:Iteration 8Q (981.987719 sec): 3 clusters Score: Raw -775943.440780 + Penalty 883.529343 = -775059.911437 nChanged 330 SP:Iteration 9Q (982.013102 sec): 3 clusters Score: Raw -776072.855401 + Penalty 883.529343 = -775189.326058 nChanged 270 SP:Iteration 10Q (982.038462 sec): 3 clusters Score: Raw -776160.481592 + Penalty 883.529343 = -775276.952249 nChanged 231 SP:Iteration 11Q (982.063989 sec): 3 clusters Score: Raw -776233.029781 + Penalty 883.529343 = -775349.500438 nChanged 210 SP:Iteration 12Q (982.089370 sec): 3 clusters Score: Raw -776296.425822 + Penalty 883.529343 = -775412.896479 nChanged 204 SP:Iteration 13Q (982.114891 sec): 3 clusters Score: Raw -776360.920251 + Penalty 883.529343 = -775477.390908 nChanged 207 SP:Iteration 14Q (982.140350 sec): 3 clusters Score: Raw -776425.591702 + Penalty 883.529343 = -775542.062359 nChanged 196 SP:Iteration 15Q (982.165631 sec): 3 clusters Score: Raw -776489.903574 + Penalty 883.529343 = -775606.374231 nChanged 199 SP:Iteration 16Q (982.190970 sec): 3 clusters Score: Raw -776563.169637 + Penalty 883.529343 = -775679.640294 nChanged 202 SP:Iteration 17Q (982.216120 sec): 3 clusters Score: Raw -776639.873210 + Penalty 883.529343 = -775756.343867 nChanged 206 SP:Iteration 18Q (982.241368 sec): 3 clusters Score: Raw -776718.429386 + Penalty 883.529343 = -775834.900043 nChanged 214 SP:Iteration 19Q (982.266340 sec): 3 clusters Score: Raw -776803.099704 + Penalty 883.529343 = -775919.570361 nChanged 209 SP:Iteration 20F (982.302516 sec): 3 clusters Score: Raw -776885.205296 + Penalty 883.529343 = -776001.675953 nChanged 187 SP:Iteration 21Q (982.328093 sec): 3 clusters Score: Raw -776954.530060 + Penalty 883.529343 = -776071.000717 nChanged 176 SP:Iteration 22Q (982.353466 sec): 3 clusters Score: Raw -777018.769529 + Penalty 883.529343 = -776135.240186 nChanged 157 SP:Iteration 23Q (982.378804 sec): 3 clusters Score: Raw -777067.993885 + Penalty 883.529343 = -776184.464543 nChanged 155 SP:Iteration 24Q (982.404269 sec): 3 clusters Score: Raw -777120.887802 + Penalty 883.529343 = -776237.358459 nChanged 141 SP:Iteration 25Q (982.429764 sec): 3 clusters Score: Raw -777167.374292 + Penalty 883.529343 = -776283.844949 nChanged 134 SP:Iteration 26Q (982.455282 sec): 3 clusters Score: Raw -777204.327169 + Penalty 883.529343 = -776320.797826 nChanged 102 SP:Iteration 27Q (982.480534 sec): 3 clusters Score: Raw -777232.389827 + Penalty 883.529343 = -776348.860485 nChanged 100 SP:Iteration 28Q (982.506023 sec): 3 clusters Score: Raw -777257.036190 + Penalty 883.529343 = -776373.506848 nChanged 87 SP:Iteration 29Q (982.531459 sec): 3 clusters Score: Raw -777274.746154 + Penalty 883.529343 = -776391.216811 nChanged 73 SP:Iteration 30Q (982.556677 sec): 3 clusters Score: Raw -777288.992766 + Penalty 883.529343 = -776405.463423 nChanged 58 SP:Iteration 31Q (982.582080 sec): 3 clusters Score: Raw -777299.136967 + Penalty 883.529343 = -776415.607624 nChanged 59 SP:Iteration 32Q (982.607440 sec): 3 clusters Score: Raw -777308.491107 + Penalty 883.529343 = -776424.961764 nChanged 48 SP:Iteration 33Q (982.632740 sec): 3 clusters Score: Raw -777314.128156 + Penalty 883.529343 = -776430.598813 nChanged 48 SP:Iteration 34Q (982.657970 sec): 3 clusters Score: Raw -777319.629041 + Penalty 883.529343 = -776436.099698 nChanged 43 SP:Iteration 35Q (982.683147 sec): 3 clusters Score: Raw -777324.248961 + Penalty 883.529343 = -776440.719618 nChanged 34 SP:Iteration 36Q (982.708465 sec): 3 clusters Score: Raw -777327.999340 + Penalty 883.529343 = -776444.469997 nChanged 27 SP:Iteration 37Q (982.733858 sec): 3 clusters Score: Raw -777330.072717 + Penalty 883.529343 = -776446.543374 nChanged 23 SP:Iteration 38Q (982.759160 sec): 3 clusters Score: Raw -777331.695500 + Penalty 883.529343 = -776448.166157 nChanged 21 SP:Iteration 39Q (982.784549 sec): 3 clusters Score: Raw -777333.177410 + Penalty 883.529343 = -776449.648067 nChanged 13 SP:Iteration 40F (982.810315 sec): 3 clusters Score: Raw -777333.815213 + Penalty 883.529343 = -776450.285870 nChanged 11 SP:Iteration 41Q (982.835481 sec): 3 clusters Score: Raw -777334.419546 + Penalty 883.529343 = -776450.890203 nChanged 15 SP:Iteration 42Q (982.860738 sec): 3 clusters Score: Raw -777335.400916 + Penalty 883.529343 = -776451.871573 nChanged 7 SP:Iteration 43Q (982.886227 sec): 3 clusters Score: Raw -777335.815588 + Penalty 883.529343 = -776452.286245 nChanged 13 SP:Iteration 44Q (982.911738 sec): 3 clusters Score: Raw -777336.687529 + Penalty 883.529343 = -776453.158186 nChanged 14 SP:Iteration 45Q (982.937260 sec): 3 clusters Score: Raw -777337.359128 + Penalty 883.529343 = -776453.829786 nChanged 10 SP:Iteration 46Q (982.962630 sec): 3 clusters Score: Raw -777337.645327 + Penalty 883.529343 = -776454.115984 nChanged 10 SP:Iteration 47Q (982.987928 sec): 3 clusters Score: Raw -777337.903854 + Penalty 883.529343 = -776454.374511 nChanged 4 SP:Iteration 48Q (983.013310 sec): 3 clusters Score: Raw -777338.046827 + Penalty 883.529343 = -776454.517484 nChanged 4 SP:Iteration 49Q (983.038558 sec): 3 clusters Score: Raw -777338.159874 + Penalty 883.529343 = -776454.630532 nChanged 2 SP:Iteration 50Q (983.063864 sec): 3 clusters Score: Raw -777338.179417 + Penalty 883.529343 = -776454.650074 nChanged 0 SP:Iteration 51F (983.089556 sec): 3 clusters Score: Raw -777338.179417 + Penalty 883.529343 = -776454.650074 nChanged 0 Score: Raw -13953741.785595 + Penalty 16105.647264 = -13937636.138331 Splitting cluster 22 changes total score from -13929889.316435 to -13937636.138331 So it's getting split into cluster 28. Trying to split cluster 23 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (985.996342 sec): 2 clusters Score: Raw -476787.141612 + Penalty 422.769794 = -476364.371818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.019430 sec): 3 clusters Score: Raw -469998.674606 + Penalty 845.539588 = -469153.135018 nChanged 5071 SP:Iteration 1F (986.041505 sec): 3 clusters Score: Raw -473150.493452 + Penalty 845.539588 = -472304.953864 nChanged 683 SP:Iteration 2F (986.063535 sec): 3 clusters Score: Raw -473554.777070 + Penalty 845.539588 = -472709.237482 nChanged 706 SP:Iteration 3F (986.085558 sec): 3 clusters Score: Raw -474047.611300 + Penalty 845.539588 = -473202.071712 nChanged 739 SP:Iteration 4F (986.107441 sec): 3 clusters Score: Raw -474571.299599 + Penalty 845.539588 = -473725.760011 nChanged 640 SP:Iteration 5F (986.129645 sec): 3 clusters Score: Raw -475001.537294 + Penalty 845.539588 = -474155.997706 nChanged 522 SP:Iteration 6Q (986.151852 sec): 3 clusters Score: Raw -475291.948051 + Penalty 845.539588 = -474446.408463 nChanged 409 SP:Iteration 7Q (986.173804 sec): 3 clusters Score: Raw -475456.989201 + Penalty 845.539588 = -474611.449613 nChanged 305 SP:Iteration 8Q (986.195790 sec): 3 clusters Score: Raw -475553.498304 + Penalty 845.539588 = -474707.958716 nChanged 219 SP:Iteration 9Q (986.218107 sec): 3 clusters Score: Raw -475613.582749 + Penalty 845.539588 = -474768.043161 nChanged 187 SP:Iteration 10Q (986.240029 sec): 3 clusters Score: Raw -475660.592586 + Penalty 845.539588 = -474815.052999 nChanged 172 SP:Iteration 11Q (986.262204 sec): 3 clusters Score: Raw -475703.776969 + Penalty 845.539588 = -474858.237381 nChanged 153 SP:Iteration 12Q (986.284082 sec): 3 clusters Score: Raw -475741.885306 + Penalty 845.539588 = -474896.345718 nChanged 145 SP:Iteration 13Q (986.305830 sec): 3 clusters Score: Raw -475775.981354 + Penalty 845.539588 = -474930.441766 nChanged 147 SP:Iteration 14Q (986.327579 sec): 3 clusters Score: Raw -475813.528072 + Penalty 845.539588 = -474967.988484 nChanged 149 SP:Iteration 15Q (986.349181 sec): 3 clusters Score: Raw -475854.535855 + Penalty 845.539588 = -475008.996267 nChanged 144 SP:Iteration 16Q (986.370947 sec): 3 clusters Score: Raw -475896.650689 + Penalty 845.539588 = -475051.111101 nChanged 139 SP:Iteration 17Q (986.392483 sec): 3 clusters Score: Raw -475936.431179 + Penalty 845.539588 = -475090.891591 nChanged 139 SP:Iteration 18Q (986.414402 sec): 3 clusters Score: Raw -475972.572405 + Penalty 845.539588 = -475127.032817 nChanged 133 SP:Iteration 19Q (986.436243 sec): 3 clusters Score: Raw -476007.622863 + Penalty 845.539588 = -475162.083275 nChanged 129 SP:Iteration 20F (986.458273 sec): 3 clusters Score: Raw -476044.006432 + Penalty 845.539588 = -475198.466845 nChanged 139 SP:Iteration 21Q (986.479790 sec): 3 clusters Score: Raw -476091.587224 + Penalty 845.539588 = -475246.047636 nChanged 153 SP:Iteration 22Q (986.501682 sec): 3 clusters Score: Raw -476146.330498 + Penalty 845.539588 = -475300.790910 nChanged 158 SP:Iteration 23Q (986.523499 sec): 3 clusters Score: Raw -476203.016756 + Penalty 845.539588 = -475357.477168 nChanged 140 SP:Iteration 24Q (986.545230 sec): 3 clusters Score: Raw -476256.014555 + Penalty 845.539588 = -475410.474967 nChanged 143 SP:Iteration 25Q (986.566874 sec): 3 clusters Score: Raw -476310.907789 + Penalty 845.539588 = -475465.368201 nChanged 116 SP:Iteration 26Q (986.599132 sec): 3 clusters Score: Raw -476351.095256 + Penalty 845.539588 = -475505.555668 nChanged 109 SP:Iteration 27Q (986.620655 sec): 3 clusters Score: Raw -476385.405883 + Penalty 845.539588 = -475539.866295 nChanged 107 SP:Iteration 28Q (986.642058 sec): 3 clusters Score: Raw -476417.190914 + Penalty 845.539588 = -475571.651326 nChanged 94 SP:Iteration 29Q (986.663359 sec): 3 clusters Score: Raw -476440.654804 + Penalty 845.539588 = -475595.115216 nChanged 90 SP:Iteration 30Q (986.684904 sec): 3 clusters Score: Raw -476463.510085 + Penalty 845.539588 = -475617.970497 nChanged 75 SP:Iteration 31Q (986.706370 sec): 3 clusters Score: Raw -476479.560110 + Penalty 845.539588 = -475634.020522 nChanged 61 SP:Iteration 32Q (986.728022 sec): 3 clusters Score: Raw -476495.880107 + Penalty 845.539588 = -475650.340519 nChanged 66 SP:Iteration 33Q (986.749494 sec): 3 clusters Score: Raw -476516.872349 + Penalty 845.539588 = -475671.332761 nChanged 61 SP:Iteration 34Q (986.770650 sec): 3 clusters Score: Raw -476533.656750 + Penalty 845.539588 = -475688.117162 nChanged 56 SP:Iteration 35Q (986.791866 sec): 3 clusters Score: Raw -476549.587807 + Penalty 845.539588 = -475704.048219 nChanged 73 SP:Iteration 36Q (986.813028 sec): 3 clusters Score: Raw -476570.296652 + Penalty 845.539588 = -475724.757064 nChanged 62 SP:Iteration 37Q (986.834253 sec): 3 clusters Score: Raw -476585.378893 + Penalty 845.539588 = -475739.839305 nChanged 56 SP:Iteration 38Q (986.855277 sec): 3 clusters Score: Raw -476598.753309 + Penalty 845.539588 = -475753.213721 nChanged 51 SP:Iteration 39Q (986.876378 sec): 3 clusters Score: Raw -476612.519845 + Penalty 845.539588 = -475766.980257 nChanged 62 SP:Iteration 40F (986.898377 sec): 3 clusters Score: Raw -476629.367031 + Penalty 845.539588 = -475783.827443 nChanged 57 SP:Iteration 41Q (986.919326 sec): 3 clusters Score: Raw -476644.792654 + Penalty 845.539588 = -475799.253066 nChanged 57 SP:Iteration 42Q (986.940454 sec): 3 clusters Score: Raw -476660.390211 + Penalty 845.539588 = -475814.850623 nChanged 52 SP:Iteration 43Q (986.961354 sec): 3 clusters Score: Raw -476673.144241 + Penalty 845.539588 = -475827.604653 nChanged 60 SP:Iteration 44Q (986.982358 sec): 3 clusters Score: Raw -476692.591534 + Penalty 845.539588 = -475847.051946 nChanged 58 SP:Iteration 45Q (987.003381 sec): 3 clusters Score: Raw -476715.100552 + Penalty 845.539588 = -475869.560964 nChanged 57 SP:Iteration 46Q (987.024205 sec): 3 clusters Score: Raw -476736.224368 + Penalty 845.539588 = -475890.684780 nChanged 48 SP:Iteration 47Q (987.045011 sec): 3 clusters Score: Raw -476754.397805 + Penalty 845.539588 = -475908.858217 nChanged 46 SP:Iteration 48Q (987.065723 sec): 3 clusters Score: Raw -476768.296599 + Penalty 845.539588 = -475922.757011 nChanged 41 SP:Iteration 49Q (987.086440 sec): 3 clusters Score: Raw -476781.290588 + Penalty 845.539588 = -475935.751000 nChanged 42 SP:Iteration 50Q (987.107091 sec): 3 clusters Score: Raw -476797.022900 + Penalty 845.539588 = -475951.483312 nChanged 40 SP:Iteration 51Q (987.127797 sec): 3 clusters Score: Raw -476811.620465 + Penalty 845.539588 = -475966.080877 nChanged 47 SP:Iteration 52Q (987.148324 sec): 3 clusters Score: Raw -476830.715149 + Penalty 845.539588 = -475985.175562 nChanged 32 SP:Iteration 53Q (987.168815 sec): 3 clusters Score: Raw -476843.651668 + Penalty 845.539588 = -475998.112080 nChanged 33 SP:Iteration 54Q (987.189342 sec): 3 clusters Score: Raw -476855.591628 + Penalty 845.539588 = -476010.052040 nChanged 32 SP:Iteration 55Q (987.210043 sec): 3 clusters Score: Raw -476865.298440 + Penalty 845.539588 = -476019.758852 nChanged 30 SP:Iteration 56Q (987.230636 sec): 3 clusters Score: Raw -476873.497177 + Penalty 845.539588 = -476027.957589 nChanged 23 SP:Iteration 57Q (987.251140 sec): 3 clusters Score: Raw -476883.364520 + Penalty 845.539588 = -476037.824932 nChanged 18 SP:Iteration 58Q (987.271696 sec): 3 clusters Score: Raw -476889.929056 + Penalty 845.539588 = -476044.389468 nChanged 15 SP:Iteration 59Q (987.310786 sec): 3 clusters Score: Raw -476893.781074 + Penalty 845.539588 = -476048.241486 nChanged 11 SP:Iteration 60F (987.332556 sec): 3 clusters Score: Raw -476897.572143 + Penalty 845.539588 = -476052.032555 nChanged 10 SP:Iteration 61Q (987.352996 sec): 3 clusters Score: Raw -476899.545929 + Penalty 845.539588 = -476054.006341 nChanged 8 SP:Iteration 62Q (987.373364 sec): 3 clusters Score: Raw -476901.431065 + Penalty 845.539588 = -476055.891477 nChanged 7 SP:Iteration 63Q (987.393739 sec): 3 clusters Score: Raw -476902.567176 + Penalty 845.539588 = -476057.027588 nChanged 6 SP:Iteration 64Q (987.414080 sec): 3 clusters Score: Raw -476903.106281 + Penalty 845.539588 = -476057.566693 nChanged 2 SP:Iteration 65Q (987.434528 sec): 3 clusters Score: Raw -476903.275764 + Penalty 845.539588 = -476057.736177 nChanged 3 SP:Iteration 66Q (987.454841 sec): 3 clusters Score: Raw -476903.629914 + Penalty 845.539588 = -476058.090326 nChanged 3 SP:Iteration 67Q (987.475214 sec): 3 clusters Score: Raw -476903.859127 + Penalty 845.539588 = -476058.319539 nChanged 0 SP:Iteration 68F (987.496824 sec): 3 clusters Score: Raw -476903.859127 + Penalty 845.539588 = -476058.319539 nChanged 0 Iteration 59Q (989.899953 sec): 29 clusters Score: Raw -13956815.684611 + Penalty 16105.647264 = -13940710.037347 nChanged 7290 Iteration 60F (992.693976 sec): 29 clusters Score: Raw -13959105.694222 + Penalty 16105.647264 = -13943000.046958 nChanged 4921 Iteration 61Q (994.873322 sec): 29 clusters Score: Raw -13960176.943373 + Penalty 16105.647264 = -13944071.296109 nChanged 3269 Iteration 62Q (997.025552 sec): 29 clusters Score: Raw -13960854.937138 + Penalty 16105.647264 = -13944749.289874 nChanged 2615 Iteration 63Q (999.172775 sec): 29 clusters Score: Raw -13961325.407559 + Penalty 16105.647264 = -13945219.760294 nChanged 2258 Iteration 64Q (1001.332726 sec): 29 clusters Score: Raw -13961690.718568 + Penalty 16105.647264 = -13945585.071304 nChanged 2029 Iteration 65Q (1003.477238 sec): 29 clusters Score: Raw -13961996.188482 + Penalty 16105.647264 = -13945890.541218 nChanged 1852 Iteration 66Q (1005.709876 sec): 29 clusters Score: Raw -13962250.290093 + Penalty 16105.647264 = -13946144.642829 nChanged 1659 Iteration 67Q (1007.873752 sec): 29 clusters Score: Raw -13962458.475827 + Penalty 16105.647264 = -13946352.828563 nChanged 1544 Iteration 68Q (1010.010869 sec): 29 clusters Score: Raw -13962645.515583 + Penalty 16105.647264 = -13946539.868319 nChanged 1465 Iteration 69Q (1012.148035 sec): 29 clusters Score: Raw -13962835.461962 + Penalty 16105.647264 = -13946729.814697 nChanged 1449 Iteration 70Q (1014.291538 sec): 29 clusters Score: Raw -13963014.960840 + Penalty 16105.647264 = -13946909.313576 nChanged 1409 Iteration 71Q (1016.427192 sec): 29 clusters Score: Raw -13963189.466890 + Penalty 16105.647264 = -13947083.819625 nChanged 1369 Iteration 72Q (1018.563274 sec): 29 clusters Score: Raw -13963366.988230 + Penalty 16105.647264 = -13947261.340966 nChanged 1321 Iteration 73Q (1020.698865 sec): 29 clusters Score: Raw -13963538.788127 + Penalty 16105.647264 = -13947433.140863 nChanged 1323 Iteration 74Q (1022.832515 sec): 29 clusters Score: Raw -13963712.308732 + Penalty 16105.647264 = -13947606.661468 nChanged 1260 Iteration 75Q (1025.072872 sec): 29 clusters Score: Raw -13963877.151211 + Penalty 16105.647264 = -13947771.503947 nChanged 1246 Iteration 76Q (1027.205822 sec): 29 clusters Score: Raw -13964043.739446 + Penalty 16105.647264 = -13947938.092182 nChanged 1290 Iteration 77Q (1029.338079 sec): 29 clusters Score: Raw -13964209.755763 + Penalty 16105.647264 = -13948104.108499 nChanged 1289 Iteration 78Q (1031.513709 sec): 29 clusters Score: Raw -13964392.832180 + Penalty 16105.647264 = -13948287.184916 nChanged 1334 Iteration 79Q (1033.645663 sec): 29 clusters Score: Raw -13964601.437850 + Penalty 16105.647264 = -13948495.790586 nChanged 1327 Iteration 80F (1036.522021 sec): 29 clusters Score: Raw -13964896.110224 + Penalty 16105.647264 = -13948790.462960 nChanged 1494 Iteration 81Q (1038.980667 sec): 29 clusters Score: Raw -13965194.073797 + Penalty 16105.647264 = -13949088.426533 nChanged 1498 Iteration 82Q (1041.133127 sec): 29 clusters Score: Raw -13965484.783688 + Penalty 16105.647264 = -13949379.136424 nChanged 1533 Iteration 83Q (1043.281141 sec): 29 clusters Score: Raw -13965775.890366 + Penalty 16105.647264 = -13949670.243102 nChanged 1544 Iteration 84Q (1045.488369 sec): 29 clusters Score: Raw -13966062.266455 + Penalty 16105.647264 = -13949956.619191 nChanged 1619 Iteration 85Q (1047.630504 sec): 29 clusters Score: Raw -13966390.702521 + Penalty 16105.647264 = -13950285.055257 nChanged 1683 Iteration 86Q (1049.767750 sec): 29 clusters Score: Raw -13966717.280386 + Penalty 16105.647264 = -13950611.633122 nChanged 1663 Iteration 87Q (1051.908675 sec): 29 clusters Score: Raw -13967027.623386 + Penalty 16105.647264 = -13950921.976122 nChanged 1731 Iteration 88Q (1054.047205 sec): 29 clusters Score: Raw -13967356.391204 + Penalty 16105.647264 = -13951250.743939 nChanged 1760 Iteration 89Q (1056.189111 sec): 29 clusters Score: Raw -13967714.372184 + Penalty 16105.647264 = -13951608.724920 nChanged 1894 Iteration 90Q (1058.334086 sec): 29 clusters Score: Raw -13968084.575795 + Penalty 16105.647264 = -13951978.928531 nChanged 1915 Iteration 91Q (1060.494097 sec): 29 clusters Score: Raw -13968457.658378 + Penalty 16105.647264 = -13952352.011114 nChanged 1918 Iteration 92Q (1062.630435 sec): 29 clusters Score: Raw -13968797.209686 + Penalty 16105.647264 = -13952691.562422 nChanged 1888 Iteration 93Q (1064.767443 sec): 29 clusters Score: Raw -13969127.353013 + Penalty 16105.647264 = -13953021.705749 nChanged 1890 Iteration 94Q (1066.909150 sec): 29 clusters Score: Raw -13969430.191271 + Penalty 16105.647264 = -13953324.544007 nChanged 1801 Iteration 95Q (1069.050347 sec): 29 clusters Score: Raw -13969694.450630 + Penalty 16105.647264 = -13953588.803366 nChanged 1726 Iteration 96Q (1071.185854 sec): 29 clusters Score: Raw -13969931.631622 + Penalty 16105.647264 = -13953825.984357 nChanged 1686 Iteration 97Q (1073.768771 sec): 29 clusters Score: Raw -13970144.650196 + Penalty 16105.647264 = -13954039.002931 nChanged 1572 Iteration 98Q (1075.918878 sec): 29 clusters Score: Raw -13970331.756684 + Penalty 16105.647264 = -13954226.109420 nChanged 1488 Writing temp clu file Because OldScore, -13954039.002931, is greater than current (better) Score,-13954226.109420 Compute initial score before splitting: Score: Raw -13970331.756684 + Penalty 16105.647264 = -13954226.109420 Trying to split cluster 1 (9378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.980171 sec): 2 clusters Score: Raw -455756.464277 + Penalty 416.148542 = -455340.315735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.001565 sec): 3 clusters Score: Raw -449983.716824 + Penalty 832.297084 = -449151.419740 nChanged 4342 SP:Iteration 1F (1076.022176 sec): 3 clusters Score: Raw -452495.223563 + Penalty 832.297084 = -451662.926480 nChanged 552 SP:Iteration 2F (1076.042863 sec): 3 clusters Score: Raw -452788.244838 + Penalty 832.297084 = -451955.947754 nChanged 587 SP:Iteration 3F (1076.063282 sec): 3 clusters Score: Raw -453155.086044 + Penalty 832.297084 = -452322.788960 nChanged 619 SP:Iteration 4F (1076.083665 sec): 3 clusters Score: Raw -453591.052552 + Penalty 832.297084 = -452758.755468 nChanged 671 SP:Iteration 5F (1076.104008 sec): 3 clusters Score: Raw -454105.017784 + Penalty 832.297084 = -453272.720700 nChanged 660 SP:Iteration 6F (1076.124435 sec): 3 clusters Score: Raw -454635.257705 + Penalty 832.297084 = -453802.960621 nChanged 552 SP:Iteration 7F (1076.144768 sec): 3 clusters Score: Raw -454997.322775 + Penalty 832.297084 = -454165.025692 nChanged 361 SP:Iteration 8Q (1076.165474 sec): 3 clusters Score: Raw -455216.217824 + Penalty 832.297084 = -454383.920741 nChanged 268 SP:Iteration 9Q (1076.185914 sec): 3 clusters Score: Raw -455378.635007 + Penalty 832.297084 = -454546.337923 nChanged 238 SP:Iteration 10Q (1076.206421 sec): 3 clusters Score: Raw -455540.035189 + Penalty 832.297084 = -454707.738106 nChanged 213 SP:Iteration 11Q (1076.226570 sec): 3 clusters Score: Raw -455676.645987 + Penalty 832.297084 = -454844.348903 nChanged 187 SP:Iteration 12Q (1076.247089 sec): 3 clusters Score: Raw -455770.688813 + Penalty 832.297084 = -454938.391729 nChanged 142 SP:Iteration 13Q (1076.267356 sec): 3 clusters Score: Raw -455832.112345 + Penalty 832.297084 = -454999.815261 nChanged 116 SP:Iteration 14Q (1076.287369 sec): 3 clusters Score: Raw -455873.574146 + Penalty 832.297084 = -455041.277062 nChanged 92 SP:Iteration 15Q (1076.307611 sec): 3 clusters Score: Raw -455902.196977 + Penalty 832.297084 = -455069.899893 nChanged 85 SP:Iteration 16Q (1076.327607 sec): 3 clusters Score: Raw -455924.288832 + Penalty 832.297084 = -455091.991749 nChanged 61 SP:Iteration 17Q (1076.347507 sec): 3 clusters Score: Raw -455939.788389 + Penalty 832.297084 = -455107.491305 nChanged 57 SP:Iteration 18Q (1076.367432 sec): 3 clusters Score: Raw -455951.218806 + Penalty 832.297084 = -455118.921723 nChanged 45 SP:Iteration 19Q (1076.387525 sec): 3 clusters Score: Raw -455957.294197 + Penalty 832.297084 = -455124.997113 nChanged 28 SP:Iteration 20F (1076.407932 sec): 3 clusters Score: Raw -455961.826630 + Penalty 832.297084 = -455129.529547 nChanged 34 SP:Iteration 21Q (1076.428066 sec): 3 clusters Score: Raw -455965.840822 + Penalty 832.297084 = -455133.543739 nChanged 18 SP:Iteration 22Q (1076.447955 sec): 3 clusters Score: Raw -455968.170395 + Penalty 832.297084 = -455135.873312 nChanged 17 SP:Iteration 23Q (1076.467787 sec): 3 clusters Score: Raw -455969.983013 + Penalty 832.297084 = -455137.685930 nChanged 7 SP:Iteration 24Q (1076.487653 sec): 3 clusters Score: Raw -455970.497167 + Penalty 832.297084 = -455138.200083 nChanged 3 SP:Iteration 25Q (1076.507833 sec): 3 clusters Score: Raw -455970.700872 + Penalty 832.297084 = -455138.403789 nChanged 4 SP:Iteration 26Q (1076.527905 sec): 3 clusters Score: Raw -455970.876641 + Penalty 832.297084 = -455138.579557 nChanged 4 SP:Iteration 27Q (1076.548010 sec): 3 clusters Score: Raw -455970.986733 + Penalty 832.297084 = -455138.689650 nChanged 3 SP:Iteration 28Q (1076.567832 sec): 3 clusters Score: Raw -455971.054344 + Penalty 832.297084 = -455138.757260 nChanged 2 SP:Iteration 29Q (1076.588956 sec): 3 clusters Score: Raw -455971.118963 + Penalty 832.297084 = -455138.821879 nChanged 1 SP:Iteration 30Q (1076.608957 sec): 3 clusters Score: Raw -455971.136673 + Penalty 832.297084 = -455138.839589 nChanged 1 SP:Iteration 31Q (1076.628948 sec): 3 clusters Score: Raw -455971.175020 + Penalty 832.297084 = -455138.877937 nChanged 0 SP:Iteration 32F (1076.649482 sec): 3 clusters Score: Raw -455971.175020 + Penalty 832.297084 = -455138.877937 nChanged 0 Trying to split cluster 2 (2985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.663810 sec): 2 clusters Score: Raw -130552.215211 + Penalty 364.061654 = -130188.153558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.672620 sec): 3 clusters Score: Raw -128879.004131 + Penalty 728.123307 = -128150.880824 nChanged 1314 SP:Iteration 1F (1076.680480 sec): 3 clusters Score: Raw -129894.043369 + Penalty 728.123307 = -129165.920061 nChanged 322 SP:Iteration 2F (1076.688369 sec): 3 clusters Score: Raw -130194.853258 + Penalty 728.123307 = -129466.729950 nChanged 258 SP:Iteration 3F (1076.696271 sec): 3 clusters Score: Raw -130411.070229 + Penalty 728.123307 = -129682.946922 nChanged 184 SP:Iteration 4F (1076.704151 sec): 3 clusters Score: Raw -130521.900486 + Penalty 728.123307 = -129793.777178 nChanged 127 SP:Iteration 5Q (1076.712058 sec): 3 clusters Score: Raw -130583.413930 + Penalty 728.123307 = -129855.290623 nChanged 77 SP:Iteration 6Q (1076.719980 sec): 3 clusters Score: Raw -130611.822147 + Penalty 728.123307 = -129883.698840 nChanged 51 SP:Iteration 7Q (1076.727902 sec): 3 clusters Score: Raw -130630.302913 + Penalty 728.123307 = -129902.179606 nChanged 53 SP:Iteration 8Q (1076.735831 sec): 3 clusters Score: Raw -130646.371589 + Penalty 728.123307 = -129918.248282 nChanged 35 SP:Iteration 9Q (1076.743743 sec): 3 clusters Score: Raw -130656.453938 + Penalty 728.123307 = -129928.330630 nChanged 28 SP:Iteration 10Q (1076.751623 sec): 3 clusters Score: Raw -130664.480990 + Penalty 728.123307 = -129936.357683 nChanged 34 SP:Iteration 11Q (1076.759567 sec): 3 clusters Score: Raw -130674.222924 + Penalty 728.123307 = -129946.099616 nChanged 33 SP:Iteration 12Q (1076.767472 sec): 3 clusters Score: Raw -130681.974652 + Penalty 728.123307 = -129953.851345 nChanged 30 SP:Iteration 13Q (1076.775360 sec): 3 clusters Score: Raw -130691.185494 + Penalty 728.123307 = -129963.062186 nChanged 28 SP:Iteration 14Q (1076.783234 sec): 3 clusters Score: Raw -130699.506864 + Penalty 728.123307 = -129971.383556 nChanged 30 SP:Iteration 15Q (1076.791160 sec): 3 clusters Score: Raw -130711.682902 + Penalty 728.123307 = -129983.559595 nChanged 28 SP:Iteration 16Q (1076.799060 sec): 3 clusters Score: Raw -130720.632675 + Penalty 728.123307 = -129992.509367 nChanged 30 SP:Iteration 17Q (1076.806926 sec): 3 clusters Score: Raw -130727.375875 + Penalty 728.123307 = -129999.252567 nChanged 24 SP:Iteration 18Q (1076.814800 sec): 3 clusters Score: Raw -130732.048170 + Penalty 728.123307 = -130003.924863 nChanged 24 SP:Iteration 19Q (1076.822704 sec): 3 clusters Score: Raw -130738.946409 + Penalty 728.123307 = -130010.823101 nChanged 21 SP:Iteration 20F (1076.830570 sec): 3 clusters Score: Raw -130744.581744 + Penalty 728.123307 = -130016.458437 nChanged 19 SP:Iteration 21Q (1076.838437 sec): 3 clusters Score: Raw -130749.665841 + Penalty 728.123307 = -130021.542534 nChanged 18 SP:Iteration 22Q (1076.846290 sec): 3 clusters Score: Raw -130753.912487 + Penalty 728.123307 = -130025.789179 nChanged 18 SP:Iteration 23Q (1076.854129 sec): 3 clusters Score: Raw -130758.127910 + Penalty 728.123307 = -130030.004603 nChanged 17 SP:Iteration 24Q (1076.861983 sec): 3 clusters Score: Raw -130762.916643 + Penalty 728.123307 = -130034.793336 nChanged 35 SP:Iteration 25Q (1076.869826 sec): 3 clusters Score: Raw -130775.107826 + Penalty 728.123307 = -130046.984518 nChanged 30 SP:Iteration 26Q (1076.877599 sec): 3 clusters Score: Raw -130782.592881 + Penalty 728.123307 = -130054.469574 nChanged 23 SP:Iteration 27Q (1076.885479 sec): 3 clusters Score: Raw -130788.346331 + Penalty 728.123307 = -130060.223024 nChanged 29 SP:Iteration 28Q (1076.893334 sec): 3 clusters Score: Raw -130795.393864 + Penalty 728.123307 = -130067.270557 nChanged 25 SP:Iteration 29Q (1076.901140 sec): 3 clusters Score: Raw -130802.057551 + Penalty 728.123307 = -130073.934244 nChanged 19 SP:Iteration 30Q (1076.908952 sec): 3 clusters Score: Raw -130806.428636 + Penalty 728.123307 = -130078.305328 nChanged 11 SP:Iteration 31Q (1076.916867 sec): 3 clusters Score: Raw -130808.260533 + Penalty 728.123307 = -130080.137226 nChanged 10 SP:Iteration 32Q (1076.924688 sec): 3 clusters Score: Raw -130809.378274 + Penalty 728.123307 = -130081.254967 nChanged 6 SP:Iteration 33Q (1076.932497 sec): 3 clusters Score: Raw -130810.014307 + Penalty 728.123307 = -130081.891000 nChanged 6 SP:Iteration 34Q (1076.940283 sec): 3 clusters Score: Raw -130810.511309 + Penalty 728.123307 = -130082.388002 nChanged 3 SP:Iteration 35Q (1076.948100 sec): 3 clusters Score: Raw -130810.804360 + Penalty 728.123307 = -130082.681053 nChanged 3 SP:Iteration 36Q (1076.955882 sec): 3 clusters Score: Raw -130811.334362 + Penalty 728.123307 = -130083.211054 nChanged 3 SP:Iteration 37Q (1076.963652 sec): 3 clusters Score: Raw -130811.604316 + Penalty 728.123307 = -130083.481009 nChanged 1 SP:Iteration 38Q (1076.971432 sec): 3 clusters Score: Raw -130811.692908 + Penalty 728.123307 = -130083.569600 nChanged 1 SP:Iteration 39Q (1076.979243 sec): 3 clusters Score: Raw -130811.800202 + Penalty 728.123307 = -130083.676894 nChanged 2 SP:Iteration 40F (1076.987076 sec): 3 clusters Score: Raw -130811.893055 + Penalty 728.123307 = -130083.769748 nChanged 0 Trying to split cluster 3 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.002555 sec): 2 clusters Score: Raw -186434.187000 + Penalty 375.934693 = -186058.252308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.013732 sec): 3 clusters Score: Raw -184170.611992 + Penalty 751.869386 = -183418.742606 nChanged 1737 SP:Iteration 1F (1077.023789 sec): 3 clusters Score: Raw -185103.463652 + Penalty 751.869386 = -184351.594266 nChanged 288 SP:Iteration 2F (1077.033833 sec): 3 clusters Score: Raw -185283.755191 + Penalty 751.869386 = -184531.885805 nChanged 284 SP:Iteration 3F (1077.043876 sec): 3 clusters Score: Raw -185488.247942 + Penalty 751.869386 = -184736.378556 nChanged 287 SP:Iteration 4F (1077.053870 sec): 3 clusters Score: Raw -185689.784944 + Penalty 751.869386 = -184937.915558 nChanged 232 SP:Iteration 5F (1077.063874 sec): 3 clusters Score: Raw -185863.429785 + Penalty 751.869386 = -185111.560400 nChanged 196 SP:Iteration 6F (1077.073899 sec): 3 clusters Score: Raw -186014.616793 + Penalty 751.869386 = -185262.747408 nChanged 174 SP:Iteration 7Q (1077.083920 sec): 3 clusters Score: Raw -186145.836476 + Penalty 751.869386 = -185393.967091 nChanged 138 SP:Iteration 8Q (1077.093884 sec): 3 clusters Score: Raw -186246.048646 + Penalty 751.869386 = -185494.179260 nChanged 95 SP:Iteration 9Q (1077.103767 sec): 3 clusters Score: Raw -186315.709166 + Penalty 751.869386 = -185563.839780 nChanged 80 SP:Iteration 10Q (1077.113646 sec): 3 clusters Score: Raw -186371.538713 + Penalty 751.869386 = -185619.669327 nChanged 60 SP:Iteration 11Q (1077.123464 sec): 3 clusters Score: Raw -186420.404453 + Penalty 751.869386 = -185668.535067 nChanged 46 SP:Iteration 12Q (1077.133214 sec): 3 clusters Score: Raw -186450.921463 + Penalty 751.869386 = -185699.052078 nChanged 34 SP:Iteration 13Q (1077.143017 sec): 3 clusters Score: Raw -186478.609072 + Penalty 751.869386 = -185726.739686 nChanged 28 SP:Iteration 14Q (1077.152753 sec): 3 clusters Score: Raw -186503.807849 + Penalty 751.869386 = -185751.938464 nChanged 18 SP:Iteration 15Q (1077.162481 sec): 3 clusters Score: Raw -186518.270957 + Penalty 751.869386 = -185766.401571 nChanged 15 SP:Iteration 16Q (1077.172223 sec): 3 clusters Score: Raw -186524.782342 + Penalty 751.869386 = -185772.912956 nChanged 12 SP:Iteration 17Q (1077.181927 sec): 3 clusters Score: Raw -186529.097152 + Penalty 751.869386 = -185777.227766 nChanged 14 SP:Iteration 18Q (1077.191612 sec): 3 clusters Score: Raw -186537.500971 + Penalty 751.869386 = -185785.631585 nChanged 12 SP:Iteration 19Q (1077.201337 sec): 3 clusters Score: Raw -186543.921729 + Penalty 751.869386 = -185792.052343 nChanged 8 SP:Iteration 20F (1077.211289 sec): 3 clusters Score: Raw -186548.957450 + Penalty 751.869386 = -185797.088064 nChanged 8 SP:Iteration 21Q (1077.220949 sec): 3 clusters Score: Raw -186551.219156 + Penalty 751.869386 = -185799.349771 nChanged 5 SP:Iteration 22Q (1077.230626 sec): 3 clusters Score: Raw -186552.387220 + Penalty 751.869386 = -185800.517835 nChanged 1 SP:Iteration 23Q (1077.240317 sec): 3 clusters Score: Raw -186552.588237 + Penalty 751.869386 = -185800.718851 nChanged 1 SP:Iteration 24Q (1077.249971 sec): 3 clusters Score: Raw -186552.693028 + Penalty 751.869386 = -185800.823643 nChanged 0 SP:Iteration 25F (1077.259913 sec): 3 clusters Score: Raw -186552.693028 + Penalty 751.869386 = -185800.823643 nChanged 0 Trying to split cluster 4 (40704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.301024 sec): 2 clusters Score: Raw -2002086.811086 + Penalty 482.940715 = -2001603.870371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.350234 sec): 3 clusters Score: Raw -1975442.420990 + Penalty 965.881430 = -1974476.539560 nChanged 19482 SP:Iteration 1F (1077.394011 sec): 3 clusters Score: Raw -1987823.251310 + Penalty 965.881430 = -1986857.369880 nChanged 2616 SP:Iteration 2F (1077.437794 sec): 3 clusters Score: Raw -1989314.719815 + Penalty 965.881430 = -1988348.838385 nChanged 2816 SP:Iteration 3F (1077.481166 sec): 3 clusters Score: Raw -1991372.867596 + Penalty 965.881430 = -1990406.986166 nChanged 2909 SP:Iteration 4F (1077.525076 sec): 3 clusters Score: Raw -1993837.420751 + Penalty 965.881430 = -1992871.539321 nChanged 2686 SP:Iteration 5F (1077.568749 sec): 3 clusters Score: Raw -1995849.644256 + Penalty 965.881430 = -1994883.762826 nChanged 1976 SP:Iteration 6Q (1077.614528 sec): 3 clusters Score: Raw -1996751.120308 + Penalty 965.881430 = -1995785.238878 nChanged 1174 SP:Iteration 7Q (1077.659291 sec): 3 clusters Score: Raw -1997084.335530 + Penalty 965.881430 = -1996118.454100 nChanged 702 SP:Iteration 8Q (1077.704102 sec): 3 clusters Score: Raw -1997263.261760 + Penalty 965.881430 = -1996297.380331 nChanged 526 SP:Iteration 9Q (1077.748428 sec): 3 clusters Score: Raw -1997412.051155 + Penalty 965.881430 = -1996446.169726 nChanged 520 SP:Iteration 10Q (1077.793469 sec): 3 clusters Score: Raw -1997553.866157 + Penalty 965.881430 = -1996587.984727 nChanged 543 SP:Iteration 11Q (1077.837953 sec): 3 clusters Score: Raw -1997701.375732 + Penalty 965.881430 = -1996735.494302 nChanged 520 SP:Iteration 12Q (1077.882266 sec): 3 clusters Score: Raw -1997846.748354 + Penalty 965.881430 = -1996880.866924 nChanged 543 SP:Iteration 13Q (1077.926369 sec): 3 clusters Score: Raw -1998013.690579 + Penalty 965.881430 = -1997047.809149 nChanged 562 SP:Iteration 14Q (1077.970833 sec): 3 clusters Score: Raw -1998192.157138 + Penalty 965.881430 = -1997226.275708 nChanged 580 SP:Iteration 15Q (1078.015045 sec): 3 clusters Score: Raw -1998394.719756 + Penalty 965.881430 = -1997428.838326 nChanged 611 SP:Iteration 16Q (1078.058889 sec): 3 clusters Score: Raw -1998644.678002 + Penalty 965.881430 = -1997678.796573 nChanged 667 SP:Iteration 17Q (1078.102800 sec): 3 clusters Score: Raw -1998969.230812 + Penalty 965.881430 = -1998003.349382 nChanged 730 SP:Iteration 18Q (1078.146665 sec): 3 clusters Score: Raw -1999372.632457 + Penalty 965.881430 = -1998406.751027 nChanged 796 SP:Iteration 19Q (1078.190060 sec): 3 clusters Score: Raw -1999796.583183 + Penalty 965.881430 = -1998830.701753 nChanged 710 SP:Iteration 20F (1078.233510 sec): 3 clusters Score: Raw -2000143.499584 + Penalty 965.881430 = -1999177.618154 nChanged 639 SP:Iteration 21Q (1078.277286 sec): 3 clusters Score: Raw -2000430.286393 + Penalty 965.881430 = -1999464.404963 nChanged 548 SP:Iteration 22Q (1078.320356 sec): 3 clusters Score: Raw -2000664.654433 + Penalty 965.881430 = -1999698.773003 nChanged 515 SP:Iteration 23Q (1078.363194 sec): 3 clusters Score: Raw -2000861.414189 + Penalty 965.881430 = -1999895.532759 nChanged 427 SP:Iteration 24Q (1078.406028 sec): 3 clusters Score: Raw -2000992.696831 + Penalty 965.881430 = -2000026.815401 nChanged 355 SP:Iteration 25Q (1078.448489 sec): 3 clusters Score: Raw -2001084.350094 + Penalty 965.881430 = -2000118.468664 nChanged 312 SP:Iteration 26Q (1078.490995 sec): 3 clusters Score: Raw -2001148.454803 + Penalty 965.881430 = -2000182.573373 nChanged 256 SP:Iteration 27Q (1078.533334 sec): 3 clusters Score: Raw -2001195.819394 + Penalty 965.881430 = -2000229.937964 nChanged 244 SP:Iteration 28Q (1078.575778 sec): 3 clusters Score: Raw -2001239.152005 + Penalty 965.881430 = -2000273.270576 nChanged 237 SP:Iteration 29Q (1078.618236 sec): 3 clusters Score: Raw -2001280.745679 + Penalty 965.881430 = -2000314.864249 nChanged 235 SP:Iteration 30Q (1078.660692 sec): 3 clusters Score: Raw -2001319.720422 + Penalty 965.881430 = -2000353.838992 nChanged 218 SP:Iteration 31Q (1078.702660 sec): 3 clusters Score: Raw -2001350.842688 + Penalty 965.881430 = -2000384.961258 nChanged 196 SP:Iteration 32Q (1078.745159 sec): 3 clusters Score: Raw -2001377.139935 + Penalty 965.881430 = -2000411.258505 nChanged 172 SP:Iteration 33Q (1078.787203 sec): 3 clusters Score: Raw -2001397.092620 + Penalty 965.881430 = -2000431.211191 nChanged 161 SP:Iteration 34Q (1078.829336 sec): 3 clusters Score: Raw -2001414.832575 + Penalty 965.881430 = -2000448.951145 nChanged 163 SP:Iteration 35Q (1078.871289 sec): 3 clusters Score: Raw -2001433.926477 + Penalty 965.881430 = -2000468.045047 nChanged 165 SP:Iteration 36Q (1078.913251 sec): 3 clusters Score: Raw -2001454.558356 + Penalty 965.881430 = -2000488.676926 nChanged 156 SP:Iteration 37Q (1078.955488 sec): 3 clusters Score: Raw -2001471.362506 + Penalty 965.881430 = -2000505.481076 nChanged 140 SP:Iteration 38Q (1078.997062 sec): 3 clusters Score: Raw -2001485.487377 + Penalty 965.881430 = -2000519.605948 nChanged 134 SP:Iteration 39Q (1079.039255 sec): 3 clusters Score: Raw -2001499.762676 + Penalty 965.881430 = -2000533.881246 nChanged 145 SP:Iteration 40F (1079.082089 sec): 3 clusters Score: Raw -2001516.020746 + Penalty 965.881430 = -2000550.139317 nChanged 153 SP:Iteration 41Q (1079.125790 sec): 3 clusters Score: Raw -2001533.031294 + Penalty 965.881430 = -2000567.149864 nChanged 137 SP:Iteration 42Q (1079.167918 sec): 3 clusters Score: Raw -2001547.776835 + Penalty 965.881430 = -2000581.895406 nChanged 138 SP:Iteration 43Q (1079.210341 sec): 3 clusters Score: Raw -2001562.715778 + Penalty 965.881430 = -2000596.834348 nChanged 128 SP:Iteration 44Q (1079.252418 sec): 3 clusters Score: Raw -2001575.717905 + Penalty 965.881430 = -2000609.836475 nChanged 119 SP:Iteration 45Q (1079.294839 sec): 3 clusters Score: Raw -2001587.511293 + Penalty 965.881430 = -2000621.629863 nChanged 121 SP:Iteration 46Q (1079.336834 sec): 3 clusters Score: Raw -2001600.759600 + Penalty 965.881430 = -2000634.878170 nChanged 130 SP:Iteration 47Q (1079.379023 sec): 3 clusters Score: Raw -2001614.904658 + Penalty 965.881430 = -2000649.023228 nChanged 123 SP:Iteration 48Q (1079.420966 sec): 3 clusters Score: Raw -2001627.758260 + Penalty 965.881430 = -2000661.876830 nChanged 118 SP:Iteration 49Q (1079.462922 sec): 3 clusters Score: Raw -2001639.327573 + Penalty 965.881430 = -2000673.446143 nChanged 116 SP:Iteration 50Q (1079.504425 sec): 3 clusters Score: Raw -2001651.715142 + Penalty 965.881430 = -2000685.833712 nChanged 116 SP:Iteration 51Q (1079.546595 sec): 3 clusters Score: Raw -2001662.568768 + Penalty 965.881430 = -2000696.687339 nChanged 98 SP:Iteration 52Q (1079.588300 sec): 3 clusters Score: Raw -2001670.633108 + Penalty 965.881430 = -2000704.751678 nChanged 85 SP:Iteration 53Q (1079.629886 sec): 3 clusters Score: Raw -2001677.618616 + Penalty 965.881430 = -2000711.737186 nChanged 88 SP:Iteration 54Q (1079.671501 sec): 3 clusters Score: Raw -2001684.944610 + Penalty 965.881430 = -2000719.063181 nChanged 76 SP:Iteration 55Q (1079.713012 sec): 3 clusters Score: Raw -2001691.113821 + Penalty 965.881430 = -2000725.232391 nChanged 72 SP:Iteration 56Q (1079.754768 sec): 3 clusters Score: Raw -2001697.862532 + Penalty 965.881430 = -2000731.981102 nChanged 88 SP:Iteration 57Q (1079.808130 sec): 3 clusters Score: Raw -2001705.773148 + Penalty 965.881430 = -2000739.891718 nChanged 89 SP:Iteration 58Q (1079.850484 sec): 3 clusters Score: Raw -2001713.691554 + Penalty 965.881430 = -2000747.810124 nChanged 80 SP:Iteration 59Q (1079.891642 sec): 3 clusters Score: Raw -2001720.353861 + Penalty 965.881430 = -2000754.472432 nChanged 75 SP:Iteration 60F (1079.934568 sec): 3 clusters Score: Raw -2001726.345663 + Penalty 965.881430 = -2000760.464233 nChanged 79 SP:Iteration 61Q (1079.976582 sec): 3 clusters Score: Raw -2001733.526154 + Penalty 965.881430 = -2000767.644724 nChanged 71 SP:Iteration 62Q (1080.017888 sec): 3 clusters Score: Raw -2001738.685220 + Penalty 965.881430 = -2000772.803790 nChanged 65 SP:Iteration 63Q (1080.071903 sec): 3 clusters Score: Raw -2001742.911679 + Penalty 965.881430 = -2000777.030249 nChanged 54 SP:Iteration 64Q (1080.112625 sec): 3 clusters Score: Raw -2001745.941685 + Penalty 965.881430 = -2000780.060256 nChanged 53 SP:Iteration 65Q (1080.153978 sec): 3 clusters Score: Raw -2001749.317629 + Penalty 965.881430 = -2000783.436199 nChanged 59 SP:Iteration 66Q (1080.195065 sec): 3 clusters Score: Raw -2001753.347206 + Penalty 965.881430 = -2000787.465776 nChanged 67 SP:Iteration 67Q (1080.236503 sec): 3 clusters Score: Raw -2001758.527098 + Penalty 965.881430 = -2000792.645668 nChanged 75 SP:Iteration 68Q (1080.277739 sec): 3 clusters Score: Raw -2001764.367137 + Penalty 965.881430 = -2000798.485708 nChanged 67 SP:Iteration 69Q (1080.318710 sec): 3 clusters Score: Raw -2001769.019081 + Penalty 965.881430 = -2000803.137651 nChanged 60 SP:Iteration 70Q (1080.359841 sec): 3 clusters Score: Raw -2001773.387568 + Penalty 965.881430 = -2000807.506138 nChanged 67 SP:Iteration 71Q (1080.400654 sec): 3 clusters Score: Raw -2001779.306666 + Penalty 965.881430 = -2000813.425236 nChanged 67 SP:Iteration 72Q (1080.441851 sec): 3 clusters Score: Raw -2001784.551891 + Penalty 965.881430 = -2000818.670462 nChanged 61 SP:Iteration 73Q (1080.482669 sec): 3 clusters Score: Raw -2001789.365337 + Penalty 965.881430 = -2000823.483907 nChanged 70 SP:Iteration 74Q (1080.524017 sec): 3 clusters Score: Raw -2001795.044590 + Penalty 965.881430 = -2000829.163161 nChanged 59 SP:Iteration 75Q (1080.564712 sec): 3 clusters Score: Raw -2001799.369048 + Penalty 965.881430 = -2000833.487618 nChanged 58 SP:Iteration 76Q (1080.606158 sec): 3 clusters Score: Raw -2001803.320130 + Penalty 965.881430 = -2000837.438700 nChanged 46 SP:Iteration 77Q (1080.647233 sec): 3 clusters Score: Raw -2001805.713576 + Penalty 965.881430 = -2000839.832146 nChanged 40 SP:Iteration 78Q (1080.688082 sec): 3 clusters Score: Raw -2001807.639662 + Penalty 965.881430 = -2000841.758232 nChanged 38 SP:Iteration 79Q (1080.728815 sec): 3 clusters Score: Raw -2001809.672134 + Penalty 965.881430 = -2000843.790704 nChanged 38 SP:Iteration 80F (1080.772070 sec): 3 clusters Score: Raw -2001811.823610 + Penalty 965.881430 = -2000845.942180 nChanged 40 SP:Iteration 81Q (1080.813478 sec): 3 clusters Score: Raw -2001814.432592 + Penalty 965.881430 = -2000848.551162 nChanged 40 SP:Iteration 82Q (1080.854152 sec): 3 clusters Score: Raw -2001816.761293 + Penalty 965.881430 = -2000850.879863 nChanged 43 SP:Iteration 83Q (1080.894927 sec): 3 clusters Score: Raw -2001819.449939 + Penalty 965.881430 = -2000853.568509 nChanged 66 SP:Iteration 84Q (1080.935705 sec): 3 clusters Score: Raw -2001824.705756 + Penalty 965.881430 = -2000858.824326 nChanged 72 SP:Iteration 85Q (1080.976519 sec): 3 clusters Score: Raw -2001831.494666 + Penalty 965.881430 = -2000865.613236 nChanged 68 SP:Iteration 86Q (1081.017197 sec): 3 clusters Score: Raw -2001836.743464 + Penalty 965.881430 = -2000870.862034 nChanged 68 SP:Iteration 87Q (1081.057880 sec): 3 clusters Score: Raw -2001842.601765 + Penalty 965.881430 = -2000876.720336 nChanged 67 SP:Iteration 88Q (1081.098786 sec): 3 clusters Score: Raw -2001847.860707 + Penalty 965.881430 = -2000881.979277 nChanged 49 SP:Iteration 89Q (1081.139617 sec): 3 clusters Score: Raw -2001850.935876 + Penalty 965.881430 = -2000885.054446 nChanged 55 SP:Iteration 90Q (1081.179941 sec): 3 clusters Score: Raw -2001854.982174 + Penalty 965.881430 = -2000889.100744 nChanged 52 SP:Iteration 91Q (1081.220386 sec): 3 clusters Score: Raw -2001859.315715 + Penalty 965.881430 = -2000893.434285 nChanged 57 SP:Iteration 92Q (1081.261278 sec): 3 clusters Score: Raw -2001864.219048 + Penalty 965.881430 = -2000898.337618 nChanged 47 SP:Iteration 93Q (1081.301906 sec): 3 clusters Score: Raw -2001867.639798 + Penalty 965.881430 = -2000901.758368 nChanged 39 SP:Iteration 94Q (1081.342585 sec): 3 clusters Score: Raw -2001869.906872 + Penalty 965.881430 = -2000904.025442 nChanged 35 SP:Iteration 95Q (1081.382995 sec): 3 clusters Score: Raw -2001872.006827 + Penalty 965.881430 = -2000906.125397 nChanged 32 SP:Iteration 96Q (1081.423494 sec): 3 clusters Score: Raw -2001873.299972 + Penalty 965.881430 = -2000907.418542 nChanged 28 SP:Iteration 97Q (1081.464043 sec): 3 clusters Score: Raw -2001874.400037 + Penalty 965.881430 = -2000908.518607 nChanged 18 SP:Iteration 98Q (1081.504470 sec): 3 clusters Score: Raw -2001875.038179 + Penalty 965.881430 = -2000909.156749 nChanged 12 SP:Iteration 99Q (1081.545053 sec): 3 clusters Score: Raw -2001875.393268 + Penalty 965.881430 = -2000909.511838 nChanged 15 SP:Iteration 100F (1081.588197 sec): 3 clusters Score: Raw -2001876.033453 + Penalty 965.881430 = -2000910.152023 nChanged 16 SP:Iteration 101Q (1081.629186 sec): 3 clusters Score: Raw -2001876.480497 + Penalty 965.881430 = -2000910.599067 nChanged 16 SP:Iteration 102Q (1081.669492 sec): 3 clusters Score: Raw -2001876.982867 + Penalty 965.881430 = -2000911.101438 nChanged 13 SP:Iteration 103Q (1081.710227 sec): 3 clusters Score: Raw -2001877.357203 + Penalty 965.881430 = -2000911.475774 nChanged 10 SP:Iteration 104Q (1081.750328 sec): 3 clusters Score: Raw -2001877.643535 + Penalty 965.881430 = -2000911.762105 nChanged 5 SP:Iteration 105Q (1081.790622 sec): 3 clusters Score: Raw -2001877.762536 + Penalty 965.881430 = -2000911.881106 nChanged 7 SP:Iteration 106Q (1081.831335 sec): 3 clusters Score: Raw -2001877.943036 + Penalty 965.881430 = -2000912.061606 nChanged 8 SP:Iteration 107Q (1081.871678 sec): 3 clusters Score: Raw -2001878.142713 + Penalty 965.881430 = -2000912.261283 nChanged 7 SP:Iteration 108Q (1081.912146 sec): 3 clusters Score: Raw -2001878.283924 + Penalty 965.881430 = -2000912.402495 nChanged 6 SP:Iteration 109Q (1081.952459 sec): 3 clusters Score: Raw -2001878.475195 + Penalty 965.881430 = -2000912.593765 nChanged 12 SP:Iteration 110Q (1081.992998 sec): 3 clusters Score: Raw -2001878.878026 + Penalty 965.881430 = -2000912.996597 nChanged 11 SP:Iteration 111Q (1082.033262 sec): 3 clusters Score: Raw -2001879.271752 + Penalty 965.881430 = -2000913.390323 nChanged 10 SP:Iteration 112Q (1082.092943 sec): 3 clusters Score: Raw -2001879.685158 + Penalty 965.881430 = -2000913.803729 nChanged 9 SP:Iteration 113Q (1082.133290 sec): 3 clusters Score: Raw -2001879.906461 + Penalty 965.881430 = -2000914.025031 nChanged 11 SP:Iteration 114Q (1082.173611 sec): 3 clusters Score: Raw -2001880.155847 + Penalty 965.881430 = -2000914.274417 nChanged 6 SP:Iteration 115Q (1082.213710 sec): 3 clusters Score: Raw -2001880.304960 + Penalty 965.881430 = -2000914.423530 nChanged 6 SP:Iteration 116Q (1082.254366 sec): 3 clusters Score: Raw -2001880.430347 + Penalty 965.881430 = -2000914.548918 nChanged 4 SP:Iteration 117Q (1082.294439 sec): 3 clusters Score: Raw -2001880.495160 + Penalty 965.881430 = -2000914.613730 nChanged 2 SP:Iteration 118Q (1082.336071 sec): 3 clusters Score: Raw -2001880.546615 + Penalty 965.881430 = -2000914.665185 nChanged 3 SP:Iteration 119Q (1082.376259 sec): 3 clusters Score: Raw -2001880.598308 + Penalty 965.881430 = -2000914.716878 nChanged 3 SP:Iteration 120F (1082.419418 sec): 3 clusters Score: Raw -2001880.671842 + Penalty 965.881430 = -2000914.790412 nChanged 4 SP:Iteration 121Q (1082.460065 sec): 3 clusters Score: Raw -2001880.942716 + Penalty 965.881430 = -2000915.061286 nChanged 5 SP:Iteration 122Q (1082.500330 sec): 3 clusters Score: Raw -2001881.084513 + Penalty 965.881430 = -2000915.203083 nChanged 7 SP:Iteration 123Q (1082.540632 sec): 3 clusters Score: Raw -2001881.409523 + Penalty 965.881430 = -2000915.528093 nChanged 10 SP:Iteration 124Q (1082.581087 sec): 3 clusters Score: Raw -2001881.782510 + Penalty 965.881430 = -2000915.901080 nChanged 11 SP:Iteration 125Q (1082.621616 sec): 3 clusters Score: Raw -2001882.145537 + Penalty 965.881430 = -2000916.264107 nChanged 14 SP:Iteration 126Q (1082.661831 sec): 3 clusters Score: Raw -2001882.569585 + Penalty 965.881430 = -2000916.688155 nChanged 10 SP:Iteration 127Q (1082.702480 sec): 3 clusters Score: Raw -2001882.825659 + Penalty 965.881430 = -2000916.944229 nChanged 12 SP:Iteration 128Q (1082.742761 sec): 3 clusters Score: Raw -2001883.194556 + Penalty 965.881430 = -2000917.313126 nChanged 15 SP:Iteration 129Q (1082.782871 sec): 3 clusters Score: Raw -2001883.836632 + Penalty 965.881430 = -2000917.955202 nChanged 18 SP:Iteration 130Q (1082.846016 sec): 3 clusters Score: Raw -2001884.584001 + Penalty 965.881430 = -2000918.702571 nChanged 18 SP:Iteration 131Q (1082.886083 sec): 3 clusters Score: Raw -2001885.485276 + Penalty 965.881430 = -2000919.603846 nChanged 21 SP:Iteration 132Q (1082.926485 sec): 3 clusters Score: Raw -2001886.666191 + Penalty 965.881430 = -2000920.784761 nChanged 26 SP:Iteration 133Q (1082.966866 sec): 3 clusters Score: Raw -2001888.322843 + Penalty 965.881430 = -2000922.441414 nChanged 31 SP:Iteration 134Q (1083.006982 sec): 3 clusters Score: Raw -2001890.220342 + Penalty 965.881430 = -2000924.338912 nChanged 27 SP:Iteration 135Q (1083.047329 sec): 3 clusters Score: Raw -2001891.339991 + Penalty 965.881430 = -2000925.458561 nChanged 22 SP:Iteration 136Q (1083.087942 sec): 3 clusters Score: Raw -2001892.323174 + Penalty 965.881430 = -2000926.441744 nChanged 20 SP:Iteration 137Q (1083.128199 sec): 3 clusters Score: Raw -2001893.196114 + Penalty 965.881430 = -2000927.314684 nChanged 23 SP:Iteration 138Q (1083.168336 sec): 3 clusters Score: Raw -2001894.244389 + Penalty 965.881430 = -2000928.362959 nChanged 24 SP:Iteration 139Q (1083.208749 sec): 3 clusters Score: Raw -2001895.247347 + Penalty 965.881430 = -2000929.365917 nChanged 18 SP:Iteration 140F (1083.252000 sec): 3 clusters Score: Raw -2001896.226643 + Penalty 965.881430 = -2000930.345213 nChanged 22 SP:Iteration 141Q (1083.292347 sec): 3 clusters Score: Raw -2001897.168645 + Penalty 965.881430 = -2000931.287215 nChanged 23 SP:Iteration 142Q (1083.332900 sec): 3 clusters Score: Raw -2001898.318557 + Penalty 965.881430 = -2000932.437127 nChanged 23 SP:Iteration 143Q (1083.373069 sec): 3 clusters Score: Raw -2001899.799233 + Penalty 965.881430 = -2000933.917803 nChanged 23 SP:Iteration 144Q (1083.413511 sec): 3 clusters Score: Raw -2001900.935064 + Penalty 965.881430 = -2000935.053634 nChanged 21 SP:Iteration 145Q (1083.453570 sec): 3 clusters Score: Raw -2001902.111589 + Penalty 965.881430 = -2000936.230159 nChanged 25 SP:Iteration 146Q (1083.493977 sec): 3 clusters Score: Raw -2001903.420084 + Penalty 965.881430 = -2000937.538655 nChanged 30 SP:Iteration 147Q (1083.534227 sec): 3 clusters Score: Raw -2001905.151032 + Penalty 965.881430 = -2000939.269602 nChanged 35 SP:Iteration 148Q (1083.574492 sec): 3 clusters Score: Raw -2001907.594259 + Penalty 965.881430 = -2000941.712830 nChanged 32 SP:Iteration 149Q (1083.614594 sec): 3 clusters Score: Raw -2001909.781784 + Penalty 965.881430 = -2000943.900354 nChanged 33 SP:Iteration 150Q (1083.654974 sec): 3 clusters Score: Raw -2001911.816760 + Penalty 965.881430 = -2000945.935330 nChanged 27 SP:Iteration 151Q (1083.695138 sec): 3 clusters Score: Raw -2001913.217943 + Penalty 965.881430 = -2000947.336513 nChanged 17 SP:Iteration 152Q (1083.735412 sec): 3 clusters Score: Raw -2001914.309434 + Penalty 965.881430 = -2000948.428004 nChanged 21 SP:Iteration 153Q (1083.775810 sec): 3 clusters Score: Raw -2001915.847160 + Penalty 965.881430 = -2000949.965731 nChanged 26 SP:Iteration 154Q (1083.815725 sec): 3 clusters Score: Raw -2001917.528076 + Penalty 965.881430 = -2000951.646646 nChanged 21 SP:Iteration 155Q (1083.856196 sec): 3 clusters Score: Raw -2001918.437180 + Penalty 965.881430 = -2000952.555750 nChanged 17 SP:Iteration 156Q (1083.896064 sec): 3 clusters Score: Raw -2001919.073537 + Penalty 965.881430 = -2000953.192107 nChanged 17 SP:Iteration 157Q (1083.936533 sec): 3 clusters Score: Raw -2001919.620008 + Penalty 965.881430 = -2000953.738579 nChanged 14 SP:Iteration 158Q (1083.976657 sec): 3 clusters Score: Raw -2001920.344276 + Penalty 965.881430 = -2000954.462846 nChanged 19 SP:Iteration 159Q (1084.017666 sec): 3 clusters Score: Raw -2001921.519578 + Penalty 965.881430 = -2000955.638148 nChanged 22 SP:Iteration 160F (1084.060770 sec): 3 clusters Score: Raw -2001922.577884 + Penalty 965.881430 = -2000956.696454 nChanged 19 SP:Iteration 161Q (1084.101422 sec): 3 clusters Score: Raw -2001923.541489 + Penalty 965.881430 = -2000957.660059 nChanged 21 SP:Iteration 162Q (1084.141069 sec): 3 clusters Score: Raw -2001924.349677 + Penalty 965.881430 = -2000958.468247 nChanged 17 SP:Iteration 163Q (1084.181159 sec): 3 clusters Score: Raw -2001925.115069 + Penalty 965.881430 = -2000959.233639 nChanged 14 SP:Iteration 164Q (1084.221863 sec): 3 clusters Score: Raw -2001925.705200 + Penalty 965.881430 = -2000959.823770 nChanged 13 SP:Iteration 165Q (1084.261737 sec): 3 clusters Score: Raw -2001926.332008 + Penalty 965.881430 = -2000960.450578 nChanged 14 SP:Iteration 166Q (1084.341500 sec): 3 clusters Score: Raw -2001926.991558 + Penalty 965.881430 = -2000961.110129 nChanged 14 SP:Iteration 167Q (1084.400798 sec): 3 clusters Score: Raw -2001927.574184 + Penalty 965.881430 = -2000961.692754 nChanged 13 SP:Iteration 168Q (1084.440876 sec): 3 clusters Score: Raw -2001928.133634 + Penalty 965.881430 = -2000962.252204 nChanged 11 SP:Iteration 169Q (1084.481125 sec): 3 clusters Score: Raw -2001928.741029 + Penalty 965.881430 = -2000962.859599 nChanged 14 SP:Iteration 170Q (1084.521415 sec): 3 clusters Score: Raw -2001929.511259 + Penalty 965.881430 = -2000963.629829 nChanged 15 SP:Iteration 171Q (1084.561855 sec): 3 clusters Score: Raw -2001930.113516 + Penalty 965.881430 = -2000964.232086 nChanged 7 SP:Iteration 172Q (1084.601461 sec): 3 clusters Score: Raw -2001930.429505 + Penalty 965.881430 = -2000964.548075 nChanged 7 SP:Iteration 173Q (1084.641330 sec): 3 clusters Score: Raw -2001930.597335 + Penalty 965.881430 = -2000964.715905 nChanged 6 SP:Iteration 174Q (1084.681488 sec): 3 clusters Score: Raw -2001930.707165 + Penalty 965.881430 = -2000964.825735 nChanged 4 SP:Iteration 175Q (1084.721586 sec): 3 clusters Score: Raw -2001930.778061 + Penalty 965.881430 = -2000964.896631 nChanged 4 SP:Iteration 176Q (1084.761741 sec): 3 clusters Score: Raw -2001930.896236 + Penalty 965.881430 = -2000965.014806 nChanged 10 SP:Iteration 177Q (1084.802067 sec): 3 clusters Score: Raw -2001931.400574 + Penalty 965.881430 = -2000965.519144 nChanged 8 SP:Iteration 178Q (1084.841973 sec): 3 clusters Score: Raw -2001931.810521 + Penalty 965.881430 = -2000965.929091 nChanged 12 SP:Iteration 179Q (1084.882239 sec): 3 clusters Score: Raw -2001932.698476 + Penalty 965.881430 = -2000966.817046 nChanged 12 SP:Iteration 180F (1084.925746 sec): 3 clusters Score: Raw -2001933.082505 + Penalty 965.881430 = -2000967.201075 nChanged 6 SP:Iteration 181Q (1084.966804 sec): 3 clusters Score: Raw -2001933.267279 + Penalty 965.881430 = -2000967.385849 nChanged 6 SP:Iteration 182Q (1085.006713 sec): 3 clusters Score: Raw -2001933.368144 + Penalty 965.881430 = -2000967.486714 nChanged 4 SP:Iteration 183Q (1085.046771 sec): 3 clusters Score: Raw -2001933.455503 + Penalty 965.881430 = -2000967.574073 nChanged 4 SP:Iteration 184Q (1085.086907 sec): 3 clusters Score: Raw -2001933.594469 + Penalty 965.881430 = -2000967.713039 nChanged 6 SP:Iteration 185Q (1085.126879 sec): 3 clusters Score: Raw -2001933.798678 + Penalty 965.881430 = -2000967.917248 nChanged 8 SP:Iteration 186Q (1085.167154 sec): 3 clusters Score: Raw -2001934.265378 + Penalty 965.881430 = -2000968.383948 nChanged 10 SP:Iteration 187Q (1085.207135 sec): 3 clusters Score: Raw -2001934.808499 + Penalty 965.881430 = -2000968.927069 nChanged 15 SP:Iteration 188Q (1085.247285 sec): 3 clusters Score: Raw -2001935.770507 + Penalty 965.881430 = -2000969.889077 nChanged 14 SP:Iteration 189Q (1085.287600 sec): 3 clusters Score: Raw -2001936.794533 + Penalty 965.881430 = -2000970.913103 nChanged 13 SP:Iteration 190Q (1085.327461 sec): 3 clusters Score: Raw -2001937.432158 + Penalty 965.881430 = -2000971.550728 nChanged 17 SP:Iteration 191Q (1085.367559 sec): 3 clusters Score: Raw -2001938.402168 + Penalty 965.881430 = -2000972.520739 nChanged 17 SP:Iteration 192Q (1085.407553 sec): 3 clusters Score: Raw -2001939.356855 + Penalty 965.881430 = -2000973.475425 nChanged 17 SP:Iteration 193Q (1085.447393 sec): 3 clusters Score: Raw -2001940.439542 + Penalty 965.881430 = -2000974.558112 nChanged 20 SP:Iteration 194Q (1085.487364 sec): 3 clusters Score: Raw -2001941.695546 + Penalty 965.881430 = -2000975.814116 nChanged 24 SP:Iteration 195Q (1085.527605 sec): 3 clusters Score: Raw -2001943.250954 + Penalty 965.881430 = -2000977.369524 nChanged 27 SP:Iteration 196Q (1085.567512 sec): 3 clusters Score: Raw -2001945.500450 + Penalty 965.881430 = -2000979.619020 nChanged 30 SP:Iteration 197Q (1085.607373 sec): 3 clusters Score: Raw -2001947.497147 + Penalty 965.881430 = -2000981.615717 nChanged 23 SP:Iteration 198Q (1085.647567 sec): 3 clusters Score: Raw -2001949.460002 + Penalty 965.881430 = -2000983.578572 nChanged 25 SP:Iteration 199Q (1085.687611 sec): 3 clusters Score: Raw -2001951.090849 + Penalty 965.881430 = -2000985.209420 nChanged 24 SP:Iteration 200F (1085.730965 sec): 3 clusters Score: Raw -2001952.393026 + Penalty 965.881430 = -2000986.511597 nChanged 16 SP:Iteration 201Q (1085.771111 sec): 3 clusters Score: Raw -2001953.249655 + Penalty 965.881430 = -2000987.368225 nChanged 19 SP:Iteration 202Q (1085.811410 sec): 3 clusters Score: Raw -2001954.117818 + Penalty 965.881430 = -2000988.236388 nChanged 18 SP:Iteration 203Q (1085.851296 sec): 3 clusters Score: Raw -2001954.792035 + Penalty 965.881430 = -2000988.910606 nChanged 12 SP:Iteration 204Q (1085.891251 sec): 3 clusters Score: Raw -2001955.246486 + Penalty 965.881430 = -2000989.365057 nChanged 15 SP:Iteration 205Q (1085.930964 sec): 3 clusters Score: Raw -2001955.889181 + Penalty 965.881430 = -2000990.007751 nChanged 15 SP:Iteration 206Q (1085.970989 sec): 3 clusters Score: Raw -2001956.575849 + Penalty 965.881430 = -2000990.694419 nChanged 11 SP:Iteration 207Q (1086.011186 sec): 3 clusters Score: Raw -2001957.078157 + Penalty 965.881430 = -2000991.196727 nChanged 9 SP:Iteration 208Q (1086.050950 sec): 3 clusters Score: Raw -2001957.464047 + Penalty 965.881430 = -2000991.582617 nChanged 7 SP:Iteration 209Q (1086.090772 sec): 3 clusters Score: Raw -2001957.746012 + Penalty 965.881430 = -2000991.864582 nChanged 8 SP:Iteration 210Q (1086.130556 sec): 3 clusters Score: Raw -2001957.965765 + Penalty 965.881430 = -2000992.084335 nChanged 8 SP:Iteration 211Q (1086.170456 sec): 3 clusters Score: Raw -2001958.148677 + Penalty 965.881430 = -2000992.267247 nChanged 4 SP:Iteration 212Q (1086.210694 sec): 3 clusters Score: Raw -2001958.264298 + Penalty 965.881430 = -2000992.382868 nChanged 3 SP:Iteration 213Q (1086.250462 sec): 3 clusters Score: Raw -2001958.412500 + Penalty 965.881430 = -2000992.531071 nChanged 4 SP:Iteration 214Q (1086.290476 sec): 3 clusters Score: Raw -2001958.553261 + Penalty 965.881430 = -2000992.671831 nChanged 7 SP:Iteration 215Q (1086.330187 sec): 3 clusters Score: Raw -2001958.809257 + Penalty 965.881430 = -2000992.927827 nChanged 5 SP:Iteration 216Q (1086.370034 sec): 3 clusters Score: Raw -2001958.998830 + Penalty 965.881430 = -2000993.117400 nChanged 1 SP:Iteration 217Q (1086.410048 sec): 3 clusters Score: Raw -2001959.027755 + Penalty 965.881430 = -2000993.146326 nChanged 2 SP:Iteration 218Q (1086.449868 sec): 3 clusters Score: Raw -2001959.045481 + Penalty 965.881430 = -2000993.164051 nChanged 1 SP:Iteration 219Q (1086.489811 sec): 3 clusters Score: Raw -2001959.069477 + Penalty 965.881430 = -2000993.188047 nChanged 2 SP:Iteration 220F (1086.533249 sec): 3 clusters Score: Raw -2001959.096480 + Penalty 965.881430 = -2000993.215050 nChanged 2 SP:Iteration 221Q (1086.573442 sec): 3 clusters Score: Raw -2001959.128235 + Penalty 965.881430 = -2000993.246805 nChanged 1 SP:Iteration 222Q (1086.614522 sec): 3 clusters Score: Raw -2001959.195745 + Penalty 965.881430 = -2000993.314315 nChanged 1 SP:Iteration 223Q (1086.654179 sec): 3 clusters Score: Raw -2001959.220381 + Penalty 965.881430 = -2000993.338951 nChanged 2 SP:Iteration 224Q (1086.694266 sec): 3 clusters Score: Raw -2001959.273844 + Penalty 965.881430 = -2000993.392415 nChanged 2 SP:Iteration 225Q (1086.733954 sec): 3 clusters Score: Raw -2001959.373479 + Penalty 965.881430 = -2000993.492049 nChanged 8 SP:Iteration 226Q (1086.773886 sec): 3 clusters Score: Raw -2001959.719829 + Penalty 965.881430 = -2000993.838399 nChanged 7 SP:Iteration 227Q (1086.813813 sec): 3 clusters Score: Raw -2001960.020276 + Penalty 965.881430 = -2000994.138847 nChanged 6 SP:Iteration 228Q (1086.853652 sec): 3 clusters Score: Raw -2001960.227158 + Penalty 965.881430 = -2000994.345728 nChanged 8 SP:Iteration 229Q (1086.893902 sec): 3 clusters Score: Raw -2001960.412003 + Penalty 965.881430 = -2000994.530574 nChanged 6 SP:Iteration 230Q (1086.933613 sec): 3 clusters Score: Raw -2001960.650646 + Penalty 965.881430 = -2000994.769216 nChanged 9 SP:Iteration 231Q (1086.973470 sec): 3 clusters Score: Raw -2001961.158417 + Penalty 965.881430 = -2000995.276987 nChanged 13 SP:Iteration 232Q (1087.013269 sec): 3 clusters Score: Raw -2001961.634651 + Penalty 965.881430 = -2000995.753221 nChanged 10 SP:Iteration 233Q (1087.053182 sec): 3 clusters Score: Raw -2001961.987081 + Penalty 965.881430 = -2000996.105651 nChanged 4 SP:Iteration 234Q (1087.093351 sec): 3 clusters Score: Raw -2001962.089957 + Penalty 965.881430 = -2000996.208527 nChanged 2 SP:Iteration 235Q (1087.133289 sec): 3 clusters Score: Raw -2001962.122731 + Penalty 965.881430 = -2000996.241301 nChanged 0 SP:Iteration 236F (1087.176752 sec): 3 clusters Score: Raw -2001962.122731 + Penalty 965.881430 = -2000996.241301 nChanged 0 Trying to split cluster 5 (14223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.192985 sec): 2 clusters Score: Raw -627862.530094 + Penalty 435.099012 = -627427.431082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.218463 sec): 3 clusters Score: Raw -618829.221802 + Penalty 870.198024 = -617959.023778 nChanged 6771 SP:Iteration 1F (1087.242202 sec): 3 clusters Score: Raw -623223.192831 + Penalty 870.198024 = -622352.994806 nChanged 1037 SP:Iteration 2F (1087.266801 sec): 3 clusters Score: Raw -624052.840786 + Penalty 870.198024 = -623182.642762 nChanged 1118 SP:Iteration 3F (1087.290808 sec): 3 clusters Score: Raw -625101.836786 + Penalty 870.198024 = -624231.638762 nChanged 1131 SP:Iteration 4F (1087.314909 sec): 3 clusters Score: Raw -626073.356113 + Penalty 870.198024 = -625203.158089 nChanged 868 SP:Iteration 5F (1087.339085 sec): 3 clusters Score: Raw -626650.685116 + Penalty 870.198024 = -625780.487092 nChanged 589 SP:Iteration 6Q (1087.363285 sec): 3 clusters Score: Raw -626915.877609 + Penalty 870.198024 = -626045.679584 nChanged 400 SP:Iteration 7Q (1087.387340 sec): 3 clusters Score: Raw -627078.006495 + Penalty 870.198024 = -626207.808471 nChanged 331 SP:Iteration 8Q (1087.411603 sec): 3 clusters Score: Raw -627219.723317 + Penalty 870.198024 = -626349.525293 nChanged 307 SP:Iteration 9Q (1087.435707 sec): 3 clusters Score: Raw -627362.142610 + Penalty 870.198024 = -626491.944586 nChanged 286 SP:Iteration 10Q (1087.459640 sec): 3 clusters Score: Raw -627485.051603 + Penalty 870.198024 = -626614.853579 nChanged 280 SP:Iteration 11Q (1087.483608 sec): 3 clusters Score: Raw -627608.624709 + Penalty 870.198024 = -626738.426685 nChanged 248 SP:Iteration 12Q (1087.507643 sec): 3 clusters Score: Raw -627713.436151 + Penalty 870.198024 = -626843.238127 nChanged 231 SP:Iteration 13Q (1087.531812 sec): 3 clusters Score: Raw -627808.436696 + Penalty 870.198024 = -626938.238672 nChanged 197 SP:Iteration 14Q (1087.555644 sec): 3 clusters Score: Raw -627881.905629 + Penalty 870.198024 = -627011.707605 nChanged 174 SP:Iteration 15Q (1087.579758 sec): 3 clusters Score: Raw -627948.621313 + Penalty 870.198024 = -627078.423289 nChanged 147 SP:Iteration 16Q (1087.603618 sec): 3 clusters Score: Raw -628005.346732 + Penalty 870.198024 = -627135.148708 nChanged 124 SP:Iteration 17Q (1087.627662 sec): 3 clusters Score: Raw -628053.040104 + Penalty 870.198024 = -627182.842079 nChanged 107 SP:Iteration 18Q (1087.651580 sec): 3 clusters Score: Raw -628083.240860 + Penalty 870.198024 = -627213.042836 nChanged 81 SP:Iteration 19Q (1087.675578 sec): 3 clusters Score: Raw -628098.774756 + Penalty 870.198024 = -627228.576732 nChanged 59 SP:Iteration 20F (1087.699649 sec): 3 clusters Score: Raw -628112.525595 + Penalty 870.198024 = -627242.327571 nChanged 48 SP:Iteration 21Q (1087.723739 sec): 3 clusters Score: Raw -628118.141655 + Penalty 870.198024 = -627247.943631 nChanged 34 SP:Iteration 22Q (1087.747722 sec): 3 clusters Score: Raw -628121.491543 + Penalty 870.198024 = -627251.293519 nChanged 36 SP:Iteration 23Q (1087.771971 sec): 3 clusters Score: Raw -628124.542735 + Penalty 870.198024 = -627254.344710 nChanged 35 SP:Iteration 24Q (1087.795944 sec): 3 clusters Score: Raw -628128.623492 + Penalty 870.198024 = -627258.425468 nChanged 36 SP:Iteration 25Q (1087.820131 sec): 3 clusters Score: Raw -628132.271055 + Penalty 870.198024 = -627262.073030 nChanged 34 SP:Iteration 26Q (1087.844145 sec): 3 clusters Score: Raw -628135.382742 + Penalty 870.198024 = -627265.184717 nChanged 33 SP:Iteration 27Q (1087.868270 sec): 3 clusters Score: Raw -628137.819260 + Penalty 870.198024 = -627267.621235 nChanged 28 SP:Iteration 28Q (1087.892208 sec): 3 clusters Score: Raw -628139.526412 + Penalty 870.198024 = -627269.328388 nChanged 17 SP:Iteration 29Q (1087.916175 sec): 3 clusters Score: Raw -628140.181568 + Penalty 870.198024 = -627269.983544 nChanged 17 SP:Iteration 30Q (1087.940106 sec): 3 clusters Score: Raw -628141.210072 + Penalty 870.198024 = -627271.012048 nChanged 23 SP:Iteration 31Q (1087.964169 sec): 3 clusters Score: Raw -628142.810468 + Penalty 870.198024 = -627272.612443 nChanged 28 SP:Iteration 32Q (1087.988195 sec): 3 clusters Score: Raw -628144.430822 + Penalty 870.198024 = -627274.232798 nChanged 23 SP:Iteration 33Q (1088.012274 sec): 3 clusters Score: Raw -628145.666377 + Penalty 870.198024 = -627275.468352 nChanged 24 SP:Iteration 34Q (1088.036198 sec): 3 clusters Score: Raw -628146.824995 + Penalty 870.198024 = -627276.626971 nChanged 16 SP:Iteration 35Q (1088.059972 sec): 3 clusters Score: Raw -628147.672771 + Penalty 870.198024 = -627277.474746 nChanged 26 SP:Iteration 36Q (1088.083896 sec): 3 clusters Score: Raw -628149.163748 + Penalty 870.198024 = -627278.965724 nChanged 29 SP:Iteration 37Q (1088.107700 sec): 3 clusters Score: Raw -628152.016064 + Penalty 870.198024 = -627281.818040 nChanged 34 SP:Iteration 38Q (1088.131562 sec): 3 clusters Score: Raw -628155.895166 + Penalty 870.198024 = -627285.697142 nChanged 25 SP:Iteration 39Q (1088.155319 sec): 3 clusters Score: Raw -628158.205849 + Penalty 870.198024 = -627288.007825 nChanged 29 SP:Iteration 40F (1088.179341 sec): 3 clusters Score: Raw -628160.907679 + Penalty 870.198024 = -627290.709655 nChanged 24 SP:Iteration 41Q (1088.203213 sec): 3 clusters Score: Raw -628162.962094 + Penalty 870.198024 = -627292.764070 nChanged 25 SP:Iteration 42Q (1088.226982 sec): 3 clusters Score: Raw -628165.370622 + Penalty 870.198024 = -627295.172598 nChanged 27 SP:Iteration 43Q (1088.250853 sec): 3 clusters Score: Raw -628167.763600 + Penalty 870.198024 = -627297.565576 nChanged 26 SP:Iteration 44Q (1088.274717 sec): 3 clusters Score: Raw -628169.873339 + Penalty 870.198024 = -627299.675314 nChanged 24 SP:Iteration 45Q (1088.298597 sec): 3 clusters Score: Raw -628171.556095 + Penalty 870.198024 = -627301.358071 nChanged 18 SP:Iteration 46Q (1088.322226 sec): 3 clusters Score: Raw -628172.639849 + Penalty 870.198024 = -627302.441825 nChanged 21 SP:Iteration 47Q (1088.346074 sec): 3 clusters Score: Raw -628173.744745 + Penalty 870.198024 = -627303.546720 nChanged 21 SP:Iteration 48Q (1088.369840 sec): 3 clusters Score: Raw -628175.040839 + Penalty 870.198024 = -627304.842814 nChanged 15 SP:Iteration 49Q (1088.393512 sec): 3 clusters Score: Raw -628176.095297 + Penalty 870.198024 = -627305.897273 nChanged 18 SP:Iteration 50Q (1088.417271 sec): 3 clusters Score: Raw -628177.669322 + Penalty 870.198024 = -627307.471298 nChanged 20 SP:Iteration 51Q (1088.441129 sec): 3 clusters Score: Raw -628179.194608 + Penalty 870.198024 = -627308.996584 nChanged 21 SP:Iteration 52Q (1088.464832 sec): 3 clusters Score: Raw -628180.564023 + Penalty 870.198024 = -627310.365999 nChanged 18 SP:Iteration 53Q (1088.488745 sec): 3 clusters Score: Raw -628181.450524 + Penalty 870.198024 = -627311.252500 nChanged 13 SP:Iteration 54Q (1088.512595 sec): 3 clusters Score: Raw -628182.188402 + Penalty 870.198024 = -627311.990377 nChanged 22 SP:Iteration 55Q (1088.536375 sec): 3 clusters Score: Raw -628183.444202 + Penalty 870.198024 = -627313.246178 nChanged 19 SP:Iteration 56Q (1088.591039 sec): 3 clusters Score: Raw -628184.268145 + Penalty 870.198024 = -627314.070121 nChanged 16 SP:Iteration 57Q (1088.614623 sec): 3 clusters Score: Raw -628185.072058 + Penalty 870.198024 = -627314.874034 nChanged 16 SP:Iteration 58Q (1088.638253 sec): 3 clusters Score: Raw -628185.883221 + Penalty 870.198024 = -627315.685196 nChanged 13 SP:Iteration 59Q (1088.661967 sec): 3 clusters Score: Raw -628186.568544 + Penalty 870.198024 = -627316.370519 nChanged 11 SP:Iteration 60F (1088.686012 sec): 3 clusters Score: Raw -628187.124422 + Penalty 870.198024 = -627316.926398 nChanged 12 SP:Iteration 61Q (1088.709885 sec): 3 clusters Score: Raw -628187.806741 + Penalty 870.198024 = -627317.608717 nChanged 10 SP:Iteration 62Q (1088.733578 sec): 3 clusters Score: Raw -628188.352925 + Penalty 870.198024 = -627318.154901 nChanged 11 SP:Iteration 63Q (1088.757372 sec): 3 clusters Score: Raw -628188.726847 + Penalty 870.198024 = -627318.528822 nChanged 11 SP:Iteration 64Q (1088.780966 sec): 3 clusters Score: Raw -628189.304420 + Penalty 870.198024 = -627319.106396 nChanged 9 SP:Iteration 65Q (1088.804697 sec): 3 clusters Score: Raw -628189.589802 + Penalty 870.198024 = -627319.391778 nChanged 7 SP:Iteration 66Q (1088.828552 sec): 3 clusters Score: Raw -628190.078369 + Penalty 870.198024 = -627319.880344 nChanged 18 SP:Iteration 67Q (1088.852211 sec): 3 clusters Score: Raw -628191.090814 + Penalty 870.198024 = -627320.892789 nChanged 18 SP:Iteration 68Q (1088.876089 sec): 3 clusters Score: Raw -628191.960962 + Penalty 870.198024 = -627321.762938 nChanged 13 SP:Iteration 69Q (1088.899887 sec): 3 clusters Score: Raw -628192.430598 + Penalty 870.198024 = -627322.232574 nChanged 12 SP:Iteration 70Q (1088.923600 sec): 3 clusters Score: Raw -628192.896387 + Penalty 870.198024 = -627322.698363 nChanged 8 SP:Iteration 71Q (1088.947294 sec): 3 clusters Score: Raw -628193.244142 + Penalty 870.198024 = -627323.046118 nChanged 9 SP:Iteration 72Q (1088.971116 sec): 3 clusters Score: Raw -628193.544497 + Penalty 870.198024 = -627323.346473 nChanged 4 SP:Iteration 73Q (1088.994738 sec): 3 clusters Score: Raw -628193.690845 + Penalty 870.198024 = -627323.492820 nChanged 5 SP:Iteration 74Q (1089.018450 sec): 3 clusters Score: Raw -628193.911459 + Penalty 870.198024 = -627323.713435 nChanged 5 SP:Iteration 75Q (1089.042242 sec): 3 clusters Score: Raw -628194.131751 + Penalty 870.198024 = -627323.933727 nChanged 7 SP:Iteration 76Q (1089.066015 sec): 3 clusters Score: Raw -628194.602750 + Penalty 870.198024 = -627324.404726 nChanged 3 SP:Iteration 77Q (1089.089755 sec): 3 clusters Score: Raw -628194.783069 + Penalty 870.198024 = -627324.585045 nChanged 3 SP:Iteration 78Q (1089.113497 sec): 3 clusters Score: Raw -628194.898914 + Penalty 870.198024 = -627324.700890 nChanged 4 SP:Iteration 79Q (1089.137145 sec): 3 clusters Score: Raw -628194.969902 + Penalty 870.198024 = -627324.771878 nChanged 3 SP:Iteration 80F (1089.161468 sec): 3 clusters Score: Raw -628195.033704 + Penalty 870.198024 = -627324.835680 nChanged 5 SP:Iteration 81Q (1089.185100 sec): 3 clusters Score: Raw -628195.241325 + Penalty 870.198024 = -627325.043301 nChanged 5 SP:Iteration 82Q (1089.208758 sec): 3 clusters Score: Raw -628195.389006 + Penalty 870.198024 = -627325.190982 nChanged 5 SP:Iteration 83Q (1089.232526 sec): 3 clusters Score: Raw -628195.667386 + Penalty 870.198024 = -627325.469361 nChanged 7 SP:Iteration 84Q (1089.256024 sec): 3 clusters Score: Raw -628195.846792 + Penalty 870.198024 = -627325.648768 nChanged 4 SP:Iteration 85Q (1089.279650 sec): 3 clusters Score: Raw -628195.936978 + Penalty 870.198024 = -627325.738954 nChanged 4 SP:Iteration 86Q (1089.303203 sec): 3 clusters Score: Raw -628196.172642 + Penalty 870.198024 = -627325.974618 nChanged 7 SP:Iteration 87Q (1089.326984 sec): 3 clusters Score: Raw -628196.487644 + Penalty 870.198024 = -627326.289619 nChanged 9 SP:Iteration 88Q (1089.350541 sec): 3 clusters Score: Raw -628196.772777 + Penalty 870.198024 = -627326.574752 nChanged 9 SP:Iteration 89Q (1089.374191 sec): 3 clusters Score: Raw -628197.054217 + Penalty 870.198024 = -627326.856193 nChanged 2 SP:Iteration 90Q (1089.397953 sec): 3 clusters Score: Raw -628197.091060 + Penalty 870.198024 = -627326.893036 nChanged 2 SP:Iteration 91Q (1089.421628 sec): 3 clusters Score: Raw -628197.123927 + Penalty 870.198024 = -627326.925902 nChanged 1 SP:Iteration 92Q (1089.467975 sec): 3 clusters Score: Raw -628197.151868 + Penalty 870.198024 = -627326.953844 nChanged 2 SP:Iteration 93Q (1089.491976 sec): 3 clusters Score: Raw -628197.195748 + Penalty 870.198024 = -627326.997724 nChanged 2 SP:Iteration 94Q (1089.515547 sec): 3 clusters Score: Raw -628197.278015 + Penalty 870.198024 = -627327.079991 nChanged 3 SP:Iteration 95Q (1089.539188 sec): 3 clusters Score: Raw -628197.381691 + Penalty 870.198024 = -627327.183667 nChanged 3 SP:Iteration 96Q (1089.562989 sec): 3 clusters Score: Raw -628197.474968 + Penalty 870.198024 = -627327.276944 nChanged 2 SP:Iteration 97Q (1089.586511 sec): 3 clusters Score: Raw -628197.541592 + Penalty 870.198024 = -627327.343568 nChanged 3 SP:Iteration 98Q (1089.610063 sec): 3 clusters Score: Raw -628197.634122 + Penalty 870.198024 = -627327.436098 nChanged 4 SP:Iteration 99Q (1089.633733 sec): 3 clusters Score: Raw -628197.821474 + Penalty 870.198024 = -627327.623450 nChanged 7 SP:Iteration 100F (1089.657655 sec): 3 clusters Score: Raw -628198.242426 + Penalty 870.198024 = -627328.044402 nChanged 7 SP:Iteration 101Q (1089.681418 sec): 3 clusters Score: Raw -628198.547868 + Penalty 870.198024 = -627328.349844 nChanged 7 SP:Iteration 102Q (1089.705080 sec): 3 clusters Score: Raw -628198.912615 + Penalty 870.198024 = -627328.714591 nChanged 8 SP:Iteration 103Q (1089.728670 sec): 3 clusters Score: Raw -628199.337454 + Penalty 870.198024 = -627329.139430 nChanged 10 SP:Iteration 104Q (1089.752192 sec): 3 clusters Score: Raw -628199.716777 + Penalty 870.198024 = -627329.518753 nChanged 10 SP:Iteration 105Q (1089.775894 sec): 3 clusters Score: Raw -628200.150114 + Penalty 870.198024 = -627329.952090 nChanged 12 SP:Iteration 106Q (1089.799531 sec): 3 clusters Score: Raw -628200.803573 + Penalty 870.198024 = -627330.605549 nChanged 14 SP:Iteration 107Q (1089.823068 sec): 3 clusters Score: Raw -628201.273697 + Penalty 870.198024 = -627331.075673 nChanged 8 SP:Iteration 108Q (1089.846765 sec): 3 clusters Score: Raw -628201.564450 + Penalty 870.198024 = -627331.366425 nChanged 11 SP:Iteration 109Q (1089.870326 sec): 3 clusters Score: Raw -628201.997013 + Penalty 870.198024 = -627331.798989 nChanged 14 SP:Iteration 110Q (1089.894069 sec): 3 clusters Score: Raw -628202.556170 + Penalty 870.198024 = -627332.358145 nChanged 11 SP:Iteration 111Q (1089.917835 sec): 3 clusters Score: Raw -628203.140943 + Penalty 870.198024 = -627332.942919 nChanged 8 SP:Iteration 112Q (1089.941435 sec): 3 clusters Score: Raw -628203.421461 + Penalty 870.198024 = -627333.223437 nChanged 5 SP:Iteration 113Q (1089.965040 sec): 3 clusters Score: Raw -628203.659813 + Penalty 870.198024 = -627333.461788 nChanged 2 SP:Iteration 114Q (1089.988735 sec): 3 clusters Score: Raw -628203.694824 + Penalty 870.198024 = -627333.496800 nChanged 0 SP:Iteration 115F (1090.012823 sec): 3 clusters Score: Raw -628203.694824 + Penalty 870.198024 = -627333.496800 nChanged 0 Trying to split cluster 6 (4069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.027521 sec): 2 clusters Score: Raw -166909.446270 + Penalty 378.157441 = -166531.288829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.039217 sec): 3 clusters Score: Raw -164546.104435 + Penalty 756.314882 = -163789.789553 nChanged 1825 SP:Iteration 1F (1090.049769 sec): 3 clusters Score: Raw -165678.516967 + Penalty 756.314882 = -164922.202085 nChanged 352 SP:Iteration 2F (1090.060270 sec): 3 clusters Score: Raw -166004.759114 + Penalty 756.314882 = -165248.444232 nChanged 356 SP:Iteration 3F (1090.070766 sec): 3 clusters Score: Raw -166319.221858 + Penalty 756.314882 = -165562.906976 nChanged 307 SP:Iteration 4F (1090.081233 sec): 3 clusters Score: Raw -166540.558181 + Penalty 756.314882 = -165784.243299 nChanged 261 SP:Iteration 5F (1090.091807 sec): 3 clusters Score: Raw -166692.224182 + Penalty 756.314882 = -165935.909300 nChanged 188 SP:Iteration 6Q (1090.102326 sec): 3 clusters Score: Raw -166793.083328 + Penalty 756.314882 = -166036.768446 nChanged 146 SP:Iteration 7Q (1090.112884 sec): 3 clusters Score: Raw -166864.665350 + Penalty 756.314882 = -166108.350468 nChanged 110 SP:Iteration 8Q (1090.123414 sec): 3 clusters Score: Raw -166912.297887 + Penalty 756.314882 = -166155.983005 nChanged 97 SP:Iteration 9Q (1090.133933 sec): 3 clusters Score: Raw -166955.290712 + Penalty 756.314882 = -166198.975830 nChanged 93 SP:Iteration 10Q (1090.144397 sec): 3 clusters Score: Raw -166995.770876 + Penalty 756.314882 = -166239.455994 nChanged 92 SP:Iteration 11Q (1090.154887 sec): 3 clusters Score: Raw -167035.009063 + Penalty 756.314882 = -166278.694181 nChanged 76 SP:Iteration 12Q (1090.165359 sec): 3 clusters Score: Raw -167063.972082 + Penalty 756.314882 = -166307.657200 nChanged 69 SP:Iteration 13Q (1090.175801 sec): 3 clusters Score: Raw -167092.189654 + Penalty 756.314882 = -166335.874773 nChanged 62 SP:Iteration 14Q (1090.186283 sec): 3 clusters Score: Raw -167122.933199 + Penalty 756.314882 = -166366.618318 nChanged 60 SP:Iteration 15Q (1090.196715 sec): 3 clusters Score: Raw -167148.183753 + Penalty 756.314882 = -166391.868871 nChanged 34 SP:Iteration 16Q (1090.207138 sec): 3 clusters Score: Raw -167160.438358 + Penalty 756.314882 = -166404.123476 nChanged 34 SP:Iteration 17Q (1090.217581 sec): 3 clusters Score: Raw -167174.237416 + Penalty 756.314882 = -166417.922535 nChanged 34 SP:Iteration 18Q (1090.227969 sec): 3 clusters Score: Raw -167193.161551 + Penalty 756.314882 = -166436.846669 nChanged 37 SP:Iteration 19Q (1090.238349 sec): 3 clusters Score: Raw -167217.641621 + Penalty 756.314882 = -166461.326739 nChanged 28 SP:Iteration 20F (1090.248781 sec): 3 clusters Score: Raw -167231.442032 + Penalty 756.314882 = -166475.127150 nChanged 21 SP:Iteration 21Q (1090.259145 sec): 3 clusters Score: Raw -167240.828008 + Penalty 756.314882 = -166484.513127 nChanged 17 SP:Iteration 22Q (1090.269428 sec): 3 clusters Score: Raw -167244.617635 + Penalty 756.314882 = -166488.302753 nChanged 17 SP:Iteration 23Q (1090.279810 sec): 3 clusters Score: Raw -167249.541174 + Penalty 756.314882 = -166493.226292 nChanged 15 SP:Iteration 24Q (1090.290141 sec): 3 clusters Score: Raw -167253.647205 + Penalty 756.314882 = -166497.332323 nChanged 9 SP:Iteration 25Q (1090.300453 sec): 3 clusters Score: Raw -167255.262515 + Penalty 756.314882 = -166498.947634 nChanged 7 SP:Iteration 26Q (1090.310814 sec): 3 clusters Score: Raw -167255.886166 + Penalty 756.314882 = -166499.571284 nChanged 5 SP:Iteration 27Q (1090.321041 sec): 3 clusters Score: Raw -167256.711722 + Penalty 756.314882 = -166500.396841 nChanged 5 SP:Iteration 28Q (1090.331341 sec): 3 clusters Score: Raw -167257.843536 + Penalty 756.314882 = -166501.528654 nChanged 3 SP:Iteration 29Q (1090.341658 sec): 3 clusters Score: Raw -167258.141810 + Penalty 756.314882 = -166501.826928 nChanged 3 SP:Iteration 30Q (1090.351961 sec): 3 clusters Score: Raw -167259.347787 + Penalty 756.314882 = -166503.032905 nChanged 6 SP:Iteration 31Q (1090.362134 sec): 3 clusters Score: Raw -167260.828450 + Penalty 756.314882 = -166504.513568 nChanged 3 SP:Iteration 32Q (1090.372447 sec): 3 clusters Score: Raw -167261.089432 + Penalty 756.314882 = -166504.774550 nChanged 2 SP:Iteration 33Q (1090.382750 sec): 3 clusters Score: Raw -167261.947231 + Penalty 756.314882 = -166505.632349 nChanged 4 SP:Iteration 34Q (1090.392991 sec): 3 clusters Score: Raw -167262.643339 + Penalty 756.314882 = -166506.328457 nChanged 2 SP:Iteration 35Q (1090.403167 sec): 3 clusters Score: Raw -167262.792424 + Penalty 756.314882 = -166506.477543 nChanged 2 SP:Iteration 36Q (1090.413450 sec): 3 clusters Score: Raw -167262.875068 + Penalty 756.314882 = -166506.560186 nChanged 0 SP:Iteration 37F (1090.423841 sec): 3 clusters Score: Raw -167262.875068 + Penalty 756.314882 = -166506.560186 nChanged 0 Trying to split cluster 7 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.430019 sec): 2 clusters Score: Raw -9473.535242 + Penalty 256.220136 = -9217.315106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.431411 sec): 3 clusters Score: Raw -9410.421700 + Penalty 512.440272 = -8897.981428 nChanged 100 SP:Iteration 1F (1090.432626 sec): 3 clusters Score: Raw -9518.957896 + Penalty 512.440272 = -9006.517624 nChanged 27 SP:Iteration 2F (1090.433821 sec): 3 clusters Score: Raw -9561.355670 + Penalty 512.440272 = -9048.915398 nChanged 13 SP:Iteration 3Q (1090.435083 sec): 3 clusters Score: Raw -9585.762249 + Penalty 512.440272 = -9073.321977 nChanged 7 SP:Iteration 4Q (1090.436265 sec): 3 clusters Score: Raw -9591.221740 + Penalty 512.440272 = -9078.781467 nChanged 3 SP:Iteration 5Q (1090.437433 sec): 3 clusters Score: Raw -9594.254926 + Penalty 512.440272 = -9081.814654 nChanged 1 SP:Iteration 6Q (1090.438614 sec): 3 clusters Score: Raw -9595.661593 + Penalty 512.440272 = -9083.221321 nChanged 1 SP:Iteration 7Q (1090.439789 sec): 3 clusters Score: Raw -9606.066682 + Penalty 512.440272 = -9093.626410 nChanged 2 SP:Iteration 8Q (1090.440962 sec): 3 clusters Score: Raw -9607.263144 + Penalty 512.440272 = -9094.822871 nChanged 0 SP:Iteration 9F (1090.442143 sec): 3 clusters Score: Raw -9607.263144 + Penalty 512.440272 = -9094.822871 nChanged 0 Trying to split cluster 8 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.446532 sec): 2 clusters Score: Raw -4868.397366 + Penalty 230.635141 = -4637.762225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.447579 sec): 3 clusters Score: Raw -4852.565106 + Penalty 461.270282 = -4391.294824 nChanged 44 SP:Iteration 1F (1090.448486 sec): 3 clusters Score: Raw -4967.097709 + Penalty 461.270282 = -4505.827426 nChanged 22 SP:Iteration 2F (1090.449388 sec): 3 clusters Score: Raw -5081.264333 + Penalty 461.270282 = -4619.994050 nChanged 12 SP:Iteration 3F (1090.450283 sec): 3 clusters Score: Raw -5121.962104 + Penalty 461.270282 = -4660.691821 nChanged 9 SP:Iteration 4F (1090.451178 sec): 3 clusters Score: Raw -5141.879445 + Penalty 461.270282 = -4680.609163 nChanged 4 SP:Iteration 5Q (1090.452065 sec): 3 clusters Score: Raw -5158.366602 + Penalty 461.270282 = -4697.096320 nChanged 1 SP:Iteration 6Q (1090.452935 sec): 3 clusters Score: Raw -5160.036907 + Penalty 461.270282 = -4698.766625 nChanged 0 SP:Iteration 7F (1090.453798 sec): 3 clusters Score: Raw -5160.036907 + Penalty 461.270282 = -4698.766625 nChanged 0 Score: Raw -13970709.997689 + Penalty 16680.848952 = -13954029.148737 Splitting cluster 8 changes total score from -13954226.109420 to -13954029.148737 So it's not getting split. Trying to split cluster 9 (20200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.425565 sec): 2 clusters Score: Raw -982053.258199 + Penalty 451.061424 = -981602.196775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.456453 sec): 3 clusters Score: Raw -969035.552300 + Penalty 902.122847 = -968133.429453 nChanged 9558 SP:Iteration 1F (1093.484933 sec): 3 clusters Score: Raw -975598.972948 + Penalty 902.122847 = -974696.850101 nChanged 1534 SP:Iteration 2F (1093.513485 sec): 3 clusters Score: Raw -976726.077953 + Penalty 902.122847 = -975823.955106 nChanged 1600 SP:Iteration 3F (1093.542368 sec): 3 clusters Score: Raw -977956.914225 + Penalty 902.122847 = -977054.791377 nChanged 1507 SP:Iteration 4F (1093.610786 sec): 3 clusters Score: Raw -979137.349777 + Penalty 902.122847 = -978235.226929 nChanged 1189 SP:Iteration 5F (1093.629490 sec): 3 clusters Score: Raw -979829.520406 + Penalty 902.122847 = -978927.397559 nChanged 841 SP:Iteration 6Q (1093.658499 sec): 3 clusters Score: Raw -980175.760470 + Penalty 902.122847 = -979273.637622 nChanged 546 SP:Iteration 7Q (1093.687366 sec): 3 clusters Score: Raw -980383.491101 + Penalty 902.122847 = -979481.368253 nChanged 420 SP:Iteration 8Q (1093.716202 sec): 3 clusters Score: Raw -980566.043071 + Penalty 902.122847 = -979663.920224 nChanged 394 SP:Iteration 9Q (1093.745278 sec): 3 clusters Score: Raw -980758.563918 + Penalty 902.122847 = -979856.441070 nChanged 408 SP:Iteration 10Q (1093.774222 sec): 3 clusters Score: Raw -980975.937036 + Penalty 902.122847 = -980073.814189 nChanged 389 SP:Iteration 11Q (1093.802940 sec): 3 clusters Score: Raw -981181.880236 + Penalty 902.122847 = -980279.757388 nChanged 368 SP:Iteration 12Q (1093.831477 sec): 3 clusters Score: Raw -981367.341703 + Penalty 902.122847 = -980465.218855 nChanged 335 SP:Iteration 13Q (1093.860011 sec): 3 clusters Score: Raw -981520.582494 + Penalty 902.122847 = -980618.459647 nChanged 299 SP:Iteration 14Q (1093.888435 sec): 3 clusters Score: Raw -981638.846914 + Penalty 902.122847 = -980736.724066 nChanged 288 SP:Iteration 15Q (1093.916886 sec): 3 clusters Score: Raw -981750.313309 + Penalty 902.122847 = -980848.190461 nChanged 242 SP:Iteration 16Q (1093.945407 sec): 3 clusters Score: Raw -981831.726632 + Penalty 902.122847 = -980929.603784 nChanged 220 SP:Iteration 17Q (1093.973696 sec): 3 clusters Score: Raw -981893.724133 + Penalty 902.122847 = -980991.601285 nChanged 174 SP:Iteration 18Q (1094.001841 sec): 3 clusters Score: Raw -981931.656682 + Penalty 902.122847 = -981029.533835 nChanged 130 SP:Iteration 19Q (1094.030322 sec): 3 clusters Score: Raw -981952.026784 + Penalty 902.122847 = -981049.903936 nChanged 107 SP:Iteration 20F (1094.058612 sec): 3 clusters Score: Raw -981976.010128 + Penalty 902.122847 = -981073.887281 nChanged 103 SP:Iteration 21Q (1094.087198 sec): 3 clusters Score: Raw -981991.903316 + Penalty 902.122847 = -981089.780469 nChanged 80 SP:Iteration 22Q (1094.115534 sec): 3 clusters Score: Raw -982000.995748 + Penalty 902.122847 = -981098.872901 nChanged 66 SP:Iteration 23Q (1094.143693 sec): 3 clusters Score: Raw -982009.154556 + Penalty 902.122847 = -981107.031709 nChanged 71 SP:Iteration 24Q (1094.172053 sec): 3 clusters Score: Raw -982016.056624 + Penalty 902.122847 = -981113.933776 nChanged 58 SP:Iteration 25Q (1094.200000 sec): 3 clusters Score: Raw -982021.193346 + Penalty 902.122847 = -981119.070499 nChanged 71 SP:Iteration 26Q (1094.228358 sec): 3 clusters Score: Raw -982029.000234 + Penalty 902.122847 = -981126.877387 nChanged 69 SP:Iteration 27Q (1094.256322 sec): 3 clusters Score: Raw -982037.682466 + Penalty 902.122847 = -981135.559618 nChanged 88 SP:Iteration 28Q (1094.284239 sec): 3 clusters Score: Raw -982049.638027 + Penalty 902.122847 = -981147.515179 nChanged 104 SP:Iteration 29Q (1094.312211 sec): 3 clusters Score: Raw -982064.021500 + Penalty 902.122847 = -981161.898652 nChanged 104 SP:Iteration 30Q (1094.340279 sec): 3 clusters Score: Raw -982077.334468 + Penalty 902.122847 = -981175.211620 nChanged 97 SP:Iteration 31Q (1094.368262 sec): 3 clusters Score: Raw -982088.974443 + Penalty 902.122847 = -981186.851595 nChanged 100 SP:Iteration 32Q (1094.396523 sec): 3 clusters Score: Raw -982099.461945 + Penalty 902.122847 = -981197.339097 nChanged 83 SP:Iteration 33Q (1094.424616 sec): 3 clusters Score: Raw -982107.756867 + Penalty 902.122847 = -981205.634019 nChanged 83 SP:Iteration 34Q (1094.452600 sec): 3 clusters Score: Raw -982117.279486 + Penalty 902.122847 = -981215.156638 nChanged 89 SP:Iteration 35Q (1094.480455 sec): 3 clusters Score: Raw -982127.688495 + Penalty 902.122847 = -981225.565648 nChanged 91 SP:Iteration 36Q (1094.508390 sec): 3 clusters Score: Raw -982137.318006 + Penalty 902.122847 = -981235.195158 nChanged 77 SP:Iteration 37Q (1094.536492 sec): 3 clusters Score: Raw -982145.546412 + Penalty 902.122847 = -981243.423565 nChanged 87 SP:Iteration 38Q (1094.564174 sec): 3 clusters Score: Raw -982155.031236 + Penalty 902.122847 = -981252.908389 nChanged 82 SP:Iteration 39Q (1094.591949 sec): 3 clusters Score: Raw -982164.277719 + Penalty 902.122847 = -981262.154872 nChanged 86 SP:Iteration 40F (1094.620588 sec): 3 clusters Score: Raw -982174.670830 + Penalty 902.122847 = -981272.547982 nChanged 82 SP:Iteration 41Q (1094.648965 sec): 3 clusters Score: Raw -982184.138306 + Penalty 902.122847 = -981282.015459 nChanged 86 SP:Iteration 42Q (1094.676710 sec): 3 clusters Score: Raw -982196.275757 + Penalty 902.122847 = -981294.152909 nChanged 83 SP:Iteration 43Q (1094.704858 sec): 3 clusters Score: Raw -982205.654481 + Penalty 902.122847 = -981303.531633 nChanged 67 SP:Iteration 44Q (1094.732871 sec): 3 clusters Score: Raw -982212.074678 + Penalty 902.122847 = -981309.951831 nChanged 62 SP:Iteration 45Q (1094.760724 sec): 3 clusters Score: Raw -982218.406404 + Penalty 902.122847 = -981316.283557 nChanged 70 SP:Iteration 46Q (1094.788552 sec): 3 clusters Score: Raw -982225.515505 + Penalty 902.122847 = -981323.392657 nChanged 68 SP:Iteration 47Q (1094.816627 sec): 3 clusters Score: Raw -982232.068744 + Penalty 902.122847 = -981329.945896 nChanged 55 SP:Iteration 48Q (1094.844482 sec): 3 clusters Score: Raw -982236.110625 + Penalty 902.122847 = -981333.987777 nChanged 45 SP:Iteration 49Q (1094.872461 sec): 3 clusters Score: Raw -982239.712325 + Penalty 902.122847 = -981337.589478 nChanged 42 SP:Iteration 50Q (1094.900420 sec): 3 clusters Score: Raw -982242.672931 + Penalty 902.122847 = -981340.550084 nChanged 40 SP:Iteration 51Q (1094.962803 sec): 3 clusters Score: Raw -982245.752217 + Penalty 902.122847 = -981343.629369 nChanged 35 SP:Iteration 52Q (1094.990696 sec): 3 clusters Score: Raw -982248.963527 + Penalty 902.122847 = -981346.840680 nChanged 41 SP:Iteration 53Q (1095.018644 sec): 3 clusters Score: Raw -982252.284890 + Penalty 902.122847 = -981350.162042 nChanged 47 SP:Iteration 54Q (1095.046808 sec): 3 clusters Score: Raw -982255.900318 + Penalty 902.122847 = -981353.777470 nChanged 46 SP:Iteration 55Q (1095.074787 sec): 3 clusters Score: Raw -982258.954168 + Penalty 902.122847 = -981356.831321 nChanged 33 SP:Iteration 56Q (1095.102619 sec): 3 clusters Score: Raw -982261.381516 + Penalty 902.122847 = -981359.258669 nChanged 35 SP:Iteration 57Q (1095.130460 sec): 3 clusters Score: Raw -982263.886011 + Penalty 902.122847 = -981361.763163 nChanged 36 SP:Iteration 58Q (1095.158581 sec): 3 clusters Score: Raw -982266.118482 + Penalty 902.122847 = -981363.995635 nChanged 34 SP:Iteration 59Q (1095.186487 sec): 3 clusters Score: Raw -982268.201169 + Penalty 902.122847 = -981366.078321 nChanged 31 SP:Iteration 60F (1095.215292 sec): 3 clusters Score: Raw -982269.943422 + Penalty 902.122847 = -981367.820575 nChanged 26 SP:Iteration 61Q (1095.243809 sec): 3 clusters Score: Raw -982271.433600 + Penalty 902.122847 = -981369.310753 nChanged 26 SP:Iteration 62Q (1095.271726 sec): 3 clusters Score: Raw -982272.949774 + Penalty 902.122847 = -981370.826926 nChanged 20 SP:Iteration 63Q (1095.301010 sec): 3 clusters Score: Raw -982273.724625 + Penalty 902.122847 = -981371.601777 nChanged 21 SP:Iteration 64Q (1095.329243 sec): 3 clusters Score: Raw -982274.443770 + Penalty 902.122847 = -981372.320923 nChanged 12 SP:Iteration 65Q (1095.360758 sec): 3 clusters Score: Raw -982274.797124 + Penalty 902.122847 = -981372.674277 nChanged 11 SP:Iteration 66Q (1095.388789 sec): 3 clusters Score: Raw -982275.225246 + Penalty 902.122847 = -981373.102399 nChanged 11 SP:Iteration 67Q (1095.416896 sec): 3 clusters Score: Raw -982275.916516 + Penalty 902.122847 = -981373.793669 nChanged 12 SP:Iteration 68Q (1095.444870 sec): 3 clusters Score: Raw -982276.545013 + Penalty 902.122847 = -981374.422166 nChanged 14 SP:Iteration 69Q (1095.492030 sec): 3 clusters Score: Raw -982277.228191 + Penalty 902.122847 = -981375.105344 nChanged 10 SP:Iteration 70Q (1095.519562 sec): 3 clusters Score: Raw -982277.658502 + Penalty 902.122847 = -981375.535655 nChanged 15 SP:Iteration 71Q (1095.547518 sec): 3 clusters Score: Raw -982278.726574 + Penalty 902.122847 = -981376.603727 nChanged 28 SP:Iteration 72Q (1095.575483 sec): 3 clusters Score: Raw -982281.153771 + Penalty 902.122847 = -981379.030924 nChanged 21 SP:Iteration 73Q (1095.603438 sec): 3 clusters Score: Raw -982282.874504 + Penalty 902.122847 = -981380.751657 nChanged 25 SP:Iteration 74Q (1095.631437 sec): 3 clusters Score: Raw -982284.774872 + Penalty 902.122847 = -981382.652025 nChanged 20 SP:Iteration 75Q (1095.659299 sec): 3 clusters Score: Raw -982285.903734 + Penalty 902.122847 = -981383.780887 nChanged 21 SP:Iteration 76Q (1095.687355 sec): 3 clusters Score: Raw -982286.925188 + Penalty 902.122847 = -981384.802341 nChanged 17 SP:Iteration 77Q (1095.715455 sec): 3 clusters Score: Raw -982287.555779 + Penalty 902.122847 = -981385.432931 nChanged 10 SP:Iteration 78Q (1095.743594 sec): 3 clusters Score: Raw -982287.866006 + Penalty 902.122847 = -981385.743159 nChanged 8 SP:Iteration 79Q (1095.771596 sec): 3 clusters Score: Raw -982288.259546 + Penalty 902.122847 = -981386.136698 nChanged 12 SP:Iteration 80F (1095.800255 sec): 3 clusters Score: Raw -982289.094906 + Penalty 902.122847 = -981386.972059 nChanged 17 SP:Iteration 81Q (1095.828382 sec): 3 clusters Score: Raw -982290.402100 + Penalty 902.122847 = -981388.279253 nChanged 18 SP:Iteration 82Q (1095.856315 sec): 3 clusters Score: Raw -982291.483190 + Penalty 902.122847 = -981389.360342 nChanged 12 SP:Iteration 83Q (1095.884362 sec): 3 clusters Score: Raw -982292.192109 + Penalty 902.122847 = -981390.069261 nChanged 10 SP:Iteration 84Q (1095.912301 sec): 3 clusters Score: Raw -982292.594615 + Penalty 902.122847 = -981390.471768 nChanged 6 SP:Iteration 85Q (1095.940240 sec): 3 clusters Score: Raw -982292.842490 + Penalty 902.122847 = -981390.719643 nChanged 9 SP:Iteration 86Q (1095.996639 sec): 3 clusters Score: Raw -982293.153885 + Penalty 902.122847 = -981391.031038 nChanged 8 SP:Iteration 87Q (1096.059110 sec): 3 clusters Score: Raw -982293.406753 + Penalty 902.122847 = -981391.283906 nChanged 3 SP:Iteration 88Q (1096.086806 sec): 3 clusters Score: Raw -982293.478939 + Penalty 902.122847 = -981391.356092 nChanged 5 SP:Iteration 89Q (1096.115014 sec): 3 clusters Score: Raw -982293.621350 + Penalty 902.122847 = -981391.498503 nChanged 5 SP:Iteration 90Q (1096.143147 sec): 3 clusters Score: Raw -982293.903162 + Penalty 902.122847 = -981391.780314 nChanged 7 SP:Iteration 91Q (1096.171683 sec): 3 clusters Score: Raw -982294.070289 + Penalty 902.122847 = -981391.947442 nChanged 2 SP:Iteration 92Q (1096.199863 sec): 3 clusters Score: Raw -982294.180935 + Penalty 902.122847 = -981392.058088 nChanged 3 SP:Iteration 93Q (1096.228105 sec): 3 clusters Score: Raw -982294.265846 + Penalty 902.122847 = -981392.142998 nChanged 4 SP:Iteration 94Q (1096.256298 sec): 3 clusters Score: Raw -982294.359432 + Penalty 902.122847 = -981392.236585 nChanged 5 SP:Iteration 95Q (1096.284270 sec): 3 clusters Score: Raw -982294.470620 + Penalty 902.122847 = -981392.347773 nChanged 7 SP:Iteration 96Q (1096.312353 sec): 3 clusters Score: Raw -982294.722360 + Penalty 902.122847 = -981392.599513 nChanged 11 SP:Iteration 97Q (1096.340644 sec): 3 clusters Score: Raw -982295.226698 + Penalty 902.122847 = -981393.103850 nChanged 9 SP:Iteration 98Q (1096.368637 sec): 3 clusters Score: Raw -982295.787176 + Penalty 902.122847 = -981393.664329 nChanged 15 SP:Iteration 99Q (1096.396655 sec): 3 clusters Score: Raw -982296.421411 + Penalty 902.122847 = -981394.298564 nChanged 12 SP:Iteration 100F (1096.425221 sec): 3 clusters Score: Raw -982296.967536 + Penalty 902.122847 = -981394.844689 nChanged 7 SP:Iteration 101Q (1096.453235 sec): 3 clusters Score: Raw -982297.132561 + Penalty 902.122847 = -981395.009714 nChanged 5 SP:Iteration 102Q (1096.481216 sec): 3 clusters Score: Raw -982297.225236 + Penalty 902.122847 = -981395.102389 nChanged 2 SP:Iteration 103Q (1096.509415 sec): 3 clusters Score: Raw -982297.305434 + Penalty 902.122847 = -981395.182587 nChanged 2 SP:Iteration 104Q (1096.537419 sec): 3 clusters Score: Raw -982297.360100 + Penalty 902.122847 = -981395.237253 nChanged 2 SP:Iteration 105Q (1096.565291 sec): 3 clusters Score: Raw -982297.546037 + Penalty 902.122847 = -981395.423190 nChanged 3 SP:Iteration 106Q (1096.593360 sec): 3 clusters Score: Raw -982297.812820 + Penalty 902.122847 = -981395.689973 nChanged 6 SP:Iteration 107Q (1096.621529 sec): 3 clusters Score: Raw -982298.249423 + Penalty 902.122847 = -981396.126576 nChanged 7 SP:Iteration 108Q (1096.649422 sec): 3 clusters Score: Raw -982298.551518 + Penalty 902.122847 = -981396.428671 nChanged 8 SP:Iteration 109Q (1096.677589 sec): 3 clusters Score: Raw -982298.890431 + Penalty 902.122847 = -981396.767583 nChanged 10 SP:Iteration 110Q (1096.705539 sec): 3 clusters Score: Raw -982299.160776 + Penalty 902.122847 = -981397.037929 nChanged 5 SP:Iteration 111Q (1096.733628 sec): 3 clusters Score: Raw -982299.268285 + Penalty 902.122847 = -981397.145437 nChanged 4 SP:Iteration 112Q (1096.761557 sec): 3 clusters Score: Raw -982299.383205 + Penalty 902.122847 = -981397.260357 nChanged 3 SP:Iteration 113Q (1096.789684 sec): 3 clusters Score: Raw -982299.442636 + Penalty 902.122847 = -981397.319789 nChanged 3 SP:Iteration 114Q (1096.817716 sec): 3 clusters Score: Raw -982299.548805 + Penalty 902.122847 = -981397.425958 nChanged 3 SP:Iteration 115Q (1096.845802 sec): 3 clusters Score: Raw -982299.602093 + Penalty 902.122847 = -981397.479245 nChanged 3 SP:Iteration 116Q (1096.873659 sec): 3 clusters Score: Raw -982299.744842 + Penalty 902.122847 = -981397.621995 nChanged 1 SP:Iteration 117Q (1096.901618 sec): 3 clusters Score: Raw -982299.759511 + Penalty 902.122847 = -981397.636663 nChanged 0 SP:Iteration 118F (1096.930132 sec): 3 clusters Score: Raw -982299.759511 + Penalty 902.122847 = -981397.636663 nChanged 0 Trying to split cluster 10 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.942102 sec): 2 clusters Score: Raw -6934.065072 + Penalty 242.857983 = -6691.207090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.943376 sec): 3 clusters Score: Raw -6873.894675 + Penalty 485.715965 = -6388.178709 nChanged 60 SP:Iteration 1F (1096.944436 sec): 3 clusters Score: Raw -6951.301116 + Penalty 485.715965 = -6465.585151 nChanged 16 SP:Iteration 2F (1096.945481 sec): 3 clusters Score: Raw -6965.222499 + Penalty 485.715965 = -6479.506534 nChanged 7 SP:Iteration 3Q (1096.946526 sec): 3 clusters Score: Raw -6975.541616 + Penalty 485.715965 = -6489.825651 nChanged 9 SP:Iteration 4Q (1096.947566 sec): 3 clusters Score: Raw -6995.797805 + Penalty 485.715965 = -6510.081839 nChanged 6 SP:Iteration 5Q (1096.948606 sec): 3 clusters Score: Raw -7007.224605 + Penalty 485.715965 = -6521.508640 nChanged 6 SP:Iteration 6Q (1096.949639 sec): 3 clusters Score: Raw -7016.101939 + Penalty 485.715965 = -6530.385974 nChanged 2 SP:Iteration 7Q (1096.950672 sec): 3 clusters Score: Raw -7017.750851 + Penalty 485.715965 = -6532.034886 nChanged 1 SP:Iteration 8Q (1096.951694 sec): 3 clusters Score: Raw -7018.264096 + Penalty 485.715965 = -6532.548131 nChanged 1 SP:Iteration 9Q (1096.952722 sec): 3 clusters Score: Raw -7019.173917 + Penalty 485.715965 = -6533.457952 nChanged 0 SP:Iteration 10F (1096.953757 sec): 3 clusters Score: Raw -7019.173917 + Penalty 485.715965 = -6533.457952 nChanged 0 Trying to split cluster 11 (1336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.962927 sec): 2 clusters Score: Raw -67790.662093 + Penalty 327.483309 = -67463.178785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.967203 sec): 3 clusters Score: Raw -67090.479711 + Penalty 654.966617 = -66435.513094 nChanged 536 SP:Iteration 1F (1096.971108 sec): 3 clusters Score: Raw -67396.158537 + Penalty 654.966617 = -66741.191920 nChanged 91 SP:Iteration 2F (1096.974936 sec): 3 clusters Score: Raw -67465.229849 + Penalty 654.966617 = -66810.263232 nChanged 98 SP:Iteration 3F (1096.978786 sec): 3 clusters Score: Raw -67539.257460 + Penalty 654.966617 = -66884.290843 nChanged 70 SP:Iteration 4F (1096.982618 sec): 3 clusters Score: Raw -67585.907500 + Penalty 654.966617 = -66930.940883 nChanged 72 SP:Iteration 5F (1096.986429 sec): 3 clusters Score: Raw -67630.437692 + Penalty 654.966617 = -66975.471075 nChanged 45 SP:Iteration 6Q (1096.990288 sec): 3 clusters Score: Raw -67657.540308 + Penalty 654.966617 = -67002.573690 nChanged 45 SP:Iteration 7Q (1096.994128 sec): 3 clusters Score: Raw -67686.757504 + Penalty 654.966617 = -67031.790886 nChanged 43 SP:Iteration 8Q (1096.997965 sec): 3 clusters Score: Raw -67713.179324 + Penalty 654.966617 = -67058.212707 nChanged 26 SP:Iteration 9Q (1097.001825 sec): 3 clusters Score: Raw -67730.000408 + Penalty 654.966617 = -67075.033790 nChanged 30 SP:Iteration 10Q (1097.006700 sec): 3 clusters Score: Raw -67753.879962 + Penalty 654.966617 = -67098.913345 nChanged 31 SP:Iteration 11Q (1097.010525 sec): 3 clusters Score: Raw -67773.343154 + Penalty 654.966617 = -67118.376537 nChanged 28 SP:Iteration 12Q (1097.014351 sec): 3 clusters Score: Raw -67790.871346 + Penalty 654.966617 = -67135.904728 nChanged 26 SP:Iteration 13Q (1097.018156 sec): 3 clusters Score: Raw -67810.758755 + Penalty 654.966617 = -67155.792138 nChanged 22 SP:Iteration 14Q (1097.021958 sec): 3 clusters Score: Raw -67825.982400 + Penalty 654.966617 = -67171.015783 nChanged 17 SP:Iteration 15Q (1097.025753 sec): 3 clusters Score: Raw -67833.537377 + Penalty 654.966617 = -67178.570760 nChanged 13 SP:Iteration 16Q (1097.029542 sec): 3 clusters Score: Raw -67840.558226 + Penalty 654.966617 = -67185.591609 nChanged 18 SP:Iteration 17Q (1097.033344 sec): 3 clusters Score: Raw -67848.213491 + Penalty 654.966617 = -67193.246874 nChanged 12 SP:Iteration 18Q (1097.037110 sec): 3 clusters Score: Raw -67852.887934 + Penalty 654.966617 = -67197.921317 nChanged 7 SP:Iteration 19Q (1097.040875 sec): 3 clusters Score: Raw -67854.830959 + Penalty 654.966617 = -67199.864342 nChanged 4 SP:Iteration 20F (1097.044649 sec): 3 clusters Score: Raw -67855.905620 + Penalty 654.966617 = -67200.939003 nChanged 3 SP:Iteration 21Q (1097.048402 sec): 3 clusters Score: Raw -67856.532996 + Penalty 654.966617 = -67201.566379 nChanged 3 SP:Iteration 22Q (1097.052156 sec): 3 clusters Score: Raw -67858.038477 + Penalty 654.966617 = -67203.071860 nChanged 4 SP:Iteration 23Q (1097.055906 sec): 3 clusters Score: Raw -67859.172278 + Penalty 654.966617 = -67204.205661 nChanged 3 SP:Iteration 24Q (1097.059654 sec): 3 clusters Score: Raw -67860.094127 + Penalty 654.966617 = -67205.127510 nChanged 4 SP:Iteration 25Q (1097.063411 sec): 3 clusters Score: Raw -67861.100114 + Penalty 654.966617 = -67206.133497 nChanged 2 SP:Iteration 26Q (1097.067214 sec): 3 clusters Score: Raw -67861.603928 + Penalty 654.966617 = -67206.637311 nChanged 3 SP:Iteration 27Q (1097.070975 sec): 3 clusters Score: Raw -67862.067402 + Penalty 654.966617 = -67207.100785 nChanged 2 SP:Iteration 28Q (1097.074726 sec): 3 clusters Score: Raw -67862.633621 + Penalty 654.966617 = -67207.667003 nChanged 2 SP:Iteration 29Q (1097.078472 sec): 3 clusters Score: Raw -67863.509463 + Penalty 654.966617 = -67208.542846 nChanged 4 SP:Iteration 30Q (1097.082219 sec): 3 clusters Score: Raw -67864.560034 + Penalty 654.966617 = -67209.593417 nChanged 3 SP:Iteration 31Q (1097.085967 sec): 3 clusters Score: Raw -67865.615723 + Penalty 654.966617 = -67210.649106 nChanged 1 SP:Iteration 32Q (1097.089721 sec): 3 clusters Score: Raw -67866.181835 + Penalty 654.966617 = -67211.215217 nChanged 0 SP:Iteration 33F (1097.093488 sec): 3 clusters Score: Raw -67866.181835 + Penalty 654.966617 = -67211.215217 nChanged 0 Trying to split cluster 12 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.100585 sec): 2 clusters Score: Raw -53258.673470 + Penalty 315.955968 = -52942.717502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.104086 sec): 3 clusters Score: Raw -52757.434049 + Penalty 631.911936 = -52125.522113 nChanged 424 SP:Iteration 1F (1097.107220 sec): 3 clusters Score: Raw -53038.773554 + Penalty 631.911936 = -52406.861618 nChanged 78 SP:Iteration 2F (1097.110340 sec): 3 clusters Score: Raw -53091.586234 + Penalty 631.911936 = -52459.674298 nChanged 48 SP:Iteration 3Q (1097.113485 sec): 3 clusters Score: Raw -53120.623660 + Penalty 631.911936 = -52488.711724 nChanged 31 SP:Iteration 4Q (1097.116636 sec): 3 clusters Score: Raw -53132.342575 + Penalty 631.911936 = -52500.430639 nChanged 20 SP:Iteration 5Q (1097.119766 sec): 3 clusters Score: Raw -53139.031684 + Penalty 631.911936 = -52507.119748 nChanged 11 SP:Iteration 6Q (1097.122897 sec): 3 clusters Score: Raw -53146.930016 + Penalty 631.911936 = -52515.018080 nChanged 13 SP:Iteration 7Q (1097.126022 sec): 3 clusters Score: Raw -53151.837270 + Penalty 631.911936 = -52519.925334 nChanged 11 SP:Iteration 8Q (1097.129169 sec): 3 clusters Score: Raw -53155.061743 + Penalty 631.911936 = -52523.149807 nChanged 8 SP:Iteration 9Q (1097.132301 sec): 3 clusters Score: Raw -53159.660582 + Penalty 631.911936 = -52527.748646 nChanged 8 SP:Iteration 10Q (1097.135419 sec): 3 clusters Score: Raw -53164.131010 + Penalty 631.911936 = -52532.219074 nChanged 5 SP:Iteration 11Q (1097.138549 sec): 3 clusters Score: Raw -53166.617726 + Penalty 631.911936 = -52534.705790 nChanged 9 SP:Iteration 12Q (1097.141671 sec): 3 clusters Score: Raw -53171.677992 + Penalty 631.911936 = -52539.766056 nChanged 16 SP:Iteration 13Q (1097.144811 sec): 3 clusters Score: Raw -53187.242053 + Penalty 631.911936 = -52555.330117 nChanged 19 SP:Iteration 14Q (1097.147947 sec): 3 clusters Score: Raw -53197.384397 + Penalty 631.911936 = -52565.472461 nChanged 15 SP:Iteration 15Q (1097.151068 sec): 3 clusters Score: Raw -53203.493074 + Penalty 631.911936 = -52571.581138 nChanged 10 SP:Iteration 16Q (1097.154187 sec): 3 clusters Score: Raw -53208.155322 + Penalty 631.911936 = -52576.243386 nChanged 12 SP:Iteration 17Q (1097.157308 sec): 3 clusters Score: Raw -53213.903135 + Penalty 631.911936 = -52581.991199 nChanged 8 SP:Iteration 18Q (1097.160444 sec): 3 clusters Score: Raw -53217.116907 + Penalty 631.911936 = -52585.204971 nChanged 9 SP:Iteration 19Q (1097.163574 sec): 3 clusters Score: Raw -53220.284954 + Penalty 631.911936 = -52588.373018 nChanged 6 SP:Iteration 20F (1097.166687 sec): 3 clusters Score: Raw -53223.324581 + Penalty 631.911936 = -52591.412645 nChanged 7 SP:Iteration 21Q (1097.169800 sec): 3 clusters Score: Raw -53225.622769 + Penalty 631.911936 = -52593.710833 nChanged 6 SP:Iteration 22Q (1097.172906 sec): 3 clusters Score: Raw -53229.549078 + Penalty 631.911936 = -52597.637142 nChanged 11 SP:Iteration 23Q (1097.176014 sec): 3 clusters Score: Raw -53234.033659 + Penalty 631.911936 = -52602.121723 nChanged 6 SP:Iteration 24Q (1097.179127 sec): 3 clusters Score: Raw -53236.801991 + Penalty 631.911936 = -52604.890055 nChanged 2 SP:Iteration 25Q (1097.182229 sec): 3 clusters Score: Raw -53237.472392 + Penalty 631.911936 = -52605.560457 nChanged 2 SP:Iteration 26Q (1097.185333 sec): 3 clusters Score: Raw -53237.890665 + Penalty 631.911936 = -52605.978729 nChanged 1 SP:Iteration 27Q (1097.188434 sec): 3 clusters Score: Raw -53238.147879 + Penalty 631.911936 = -52606.235943 nChanged 1 SP:Iteration 28Q (1097.191534 sec): 3 clusters Score: Raw -53238.559311 + Penalty 631.911936 = -52606.647375 nChanged 2 SP:Iteration 29Q (1097.194655 sec): 3 clusters Score: Raw -53239.095309 + Penalty 631.911936 = -52607.183373 nChanged 3 SP:Iteration 30Q (1097.197766 sec): 3 clusters Score: Raw -53239.555892 + Penalty 631.911936 = -52607.643956 nChanged 2 SP:Iteration 31Q (1097.200865 sec): 3 clusters Score: Raw -53240.680302 + Penalty 631.911936 = -52608.768366 nChanged 2 SP:Iteration 32Q (1097.203967 sec): 3 clusters Score: Raw -53241.055861 + Penalty 631.911936 = -52609.143925 nChanged 1 SP:Iteration 33Q (1097.207072 sec): 3 clusters Score: Raw -53241.171011 + Penalty 631.911936 = -52609.259076 nChanged 1 SP:Iteration 34Q (1097.210170 sec): 3 clusters Score: Raw -53241.252473 + Penalty 631.911936 = -52609.340538 nChanged 0 SP:Iteration 35F (1097.213251 sec): 3 clusters Score: Raw -53241.252473 + Penalty 631.911936 = -52609.340538 nChanged 0 Trying to split cluster 13 (1589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.223340 sec): 2 clusters Score: Raw -72346.457562 + Penalty 335.374138 = -72011.083424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.228427 sec): 3 clusters Score: Raw -71477.739363 + Penalty 670.748275 = -70806.991088 nChanged 657 SP:Iteration 1F (1097.232963 sec): 3 clusters Score: Raw -71885.581779 + Penalty 670.748275 = -71214.833504 nChanged 122 SP:Iteration 2F (1097.237505 sec): 3 clusters Score: Raw -71956.093703 + Penalty 670.748275 = -71285.345427 nChanged 83 SP:Iteration 3F (1097.242040 sec): 3 clusters Score: Raw -72002.223936 + Penalty 670.748275 = -71331.475660 nChanged 72 SP:Iteration 4Q (1097.246575 sec): 3 clusters Score: Raw -72038.323923 + Penalty 670.748275 = -71367.575647 nChanged 58 SP:Iteration 5Q (1097.251087 sec): 3 clusters Score: Raw -72074.962139 + Penalty 670.748275 = -71404.213864 nChanged 53 SP:Iteration 6Q (1097.255636 sec): 3 clusters Score: Raw -72102.584481 + Penalty 670.748275 = -71431.836206 nChanged 47 SP:Iteration 7Q (1097.260220 sec): 3 clusters Score: Raw -72117.894584 + Penalty 670.748275 = -71447.146308 nChanged 34 SP:Iteration 8Q (1097.264754 sec): 3 clusters Score: Raw -72129.676073 + Penalty 670.748275 = -71458.927798 nChanged 35 SP:Iteration 9Q (1097.269266 sec): 3 clusters Score: Raw -72146.297730 + Penalty 670.748275 = -71475.549455 nChanged 33 SP:Iteration 10Q (1097.273784 sec): 3 clusters Score: Raw -72165.281500 + Penalty 670.748275 = -71494.533225 nChanged 39 SP:Iteration 11Q (1097.278276 sec): 3 clusters Score: Raw -72190.500627 + Penalty 670.748275 = -71519.752352 nChanged 39 SP:Iteration 12Q (1097.282803 sec): 3 clusters Score: Raw -72218.985301 + Penalty 670.748275 = -71548.237026 nChanged 41 SP:Iteration 13Q (1097.287310 sec): 3 clusters Score: Raw -72240.908109 + Penalty 670.748275 = -71570.159834 nChanged 39 SP:Iteration 14Q (1097.291785 sec): 3 clusters Score: Raw -72259.118924 + Penalty 670.748275 = -71588.370649 nChanged 30 SP:Iteration 15Q (1097.296267 sec): 3 clusters Score: Raw -72276.225076 + Penalty 670.748275 = -71605.476801 nChanged 29 SP:Iteration 16Q (1097.300763 sec): 3 clusters Score: Raw -72305.721765 + Penalty 670.748275 = -71634.973489 nChanged 31 SP:Iteration 17Q (1097.305225 sec): 3 clusters Score: Raw -72353.097572 + Penalty 670.748275 = -71682.349297 nChanged 45 SP:Iteration 18Q (1097.309693 sec): 3 clusters Score: Raw -72402.495423 + Penalty 670.748275 = -71731.747148 nChanged 37 SP:Iteration 19Q (1097.314112 sec): 3 clusters Score: Raw -72455.180124 + Penalty 670.748275 = -71784.431849 nChanged 51 SP:Iteration 20F (1097.318626 sec): 3 clusters Score: Raw -72521.176046 + Penalty 670.748275 = -71850.427771 nChanged 40 SP:Iteration 21Q (1097.323035 sec): 3 clusters Score: Raw -72546.376757 + Penalty 670.748275 = -71875.628482 nChanged 14 SP:Iteration 22Q (1097.327471 sec): 3 clusters Score: Raw -72551.914383 + Penalty 670.748275 = -71881.166108 nChanged 10 SP:Iteration 23Q (1097.331878 sec): 3 clusters Score: Raw -72556.947958 + Penalty 670.748275 = -71886.199683 nChanged 6 SP:Iteration 24Q (1097.336237 sec): 3 clusters Score: Raw -72558.202576 + Penalty 670.748275 = -71887.454301 nChanged 3 SP:Iteration 25Q (1097.340619 sec): 3 clusters Score: Raw -72558.855884 + Penalty 670.748275 = -71888.107609 nChanged 1 SP:Iteration 26Q (1097.344985 sec): 3 clusters Score: Raw -72560.137383 + Penalty 670.748275 = -71889.389108 nChanged 5 SP:Iteration 27Q (1097.349360 sec): 3 clusters Score: Raw -72564.783603 + Penalty 670.748275 = -71894.035327 nChanged 9 SP:Iteration 28Q (1097.353827 sec): 3 clusters Score: Raw -72570.543994 + Penalty 670.748275 = -71899.795719 nChanged 6 SP:Iteration 29Q (1097.358262 sec): 3 clusters Score: Raw -72572.668083 + Penalty 670.748275 = -71901.919808 nChanged 3 SP:Iteration 30Q (1097.362701 sec): 3 clusters Score: Raw -72574.137994 + Penalty 670.748275 = -71903.389719 nChanged 2 SP:Iteration 31Q (1097.367099 sec): 3 clusters Score: Raw -72574.584774 + Penalty 670.748275 = -71903.836499 nChanged 3 SP:Iteration 32Q (1097.371504 sec): 3 clusters Score: Raw -72575.463986 + Penalty 670.748275 = -71904.715711 nChanged 4 SP:Iteration 33Q (1097.375921 sec): 3 clusters Score: Raw -72576.535137 + Penalty 670.748275 = -71905.786861 nChanged 4 SP:Iteration 34Q (1097.380341 sec): 3 clusters Score: Raw -72577.333965 + Penalty 670.748275 = -71906.585690 nChanged 1 SP:Iteration 35Q (1097.384784 sec): 3 clusters Score: Raw -72577.569984 + Penalty 670.748275 = -71906.821708 nChanged 1 SP:Iteration 36Q (1097.389206 sec): 3 clusters Score: Raw -72578.370489 + Penalty 670.748275 = -71907.622214 nChanged 0 SP:Iteration 37F (1097.406302 sec): 3 clusters Score: Raw -72578.370489 + Penalty 670.748275 = -71907.622214 nChanged 0 Trying to split cluster 14 (72862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.475145 sec): 2 clusters Score: Raw -3570708.420924 + Penalty 509.432675 = -3570198.988250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.548090 sec): 3 clusters Score: Raw -3522157.361067 + Penalty 1018.865349 = -3521138.495717 nChanged 35363 SP:Iteration 1F (1097.618538 sec): 3 clusters Score: Raw -3543874.534007 + Penalty 1018.865349 = -3542855.668658 nChanged 3401 SP:Iteration 2Q (1097.696385 sec): 3 clusters Score: Raw -3545106.202478 + Penalty 1018.865349 = -3544087.337129 nChanged 3657 SP:Iteration 3F (1097.766853 sec): 3 clusters Score: Raw -3546736.417731 + Penalty 1018.865349 = -3545717.552382 nChanged 3939 SP:Iteration 4F (1097.837423 sec): 3 clusters Score: Raw -3548847.585118 + Penalty 1018.865349 = -3547828.719768 nChanged 4209 SP:Iteration 5F (1097.907786 sec): 3 clusters Score: Raw -3551560.030955 + Penalty 1018.865349 = -3550541.165605 nChanged 4357 SP:Iteration 6F (1097.978057 sec): 3 clusters Score: Raw -3554705.198705 + Penalty 1018.865349 = -3553686.333356 nChanged 4268 SP:Iteration 7F (1098.048526 sec): 3 clusters Score: Raw -3557889.289727 + Penalty 1018.865349 = -3556870.424378 nChanged 3882 SP:Iteration 8F (1098.119035 sec): 3 clusters Score: Raw -3560523.224104 + Penalty 1018.865349 = -3559504.358755 nChanged 3215 SP:Iteration 9Q (1098.193459 sec): 3 clusters Score: Raw -3562500.686446 + Penalty 1018.865349 = -3561481.821097 nChanged 2744 SP:Iteration 10Q (1098.266700 sec): 3 clusters Score: Raw -3564124.858171 + Penalty 1018.865349 = -3563105.992822 nChanged 2393 SP:Iteration 11Q (1098.339651 sec): 3 clusters Score: Raw -3565470.809325 + Penalty 1018.865349 = -3564451.943975 nChanged 2030 SP:Iteration 12Q (1098.411616 sec): 3 clusters Score: Raw -3566553.361453 + Penalty 1018.865349 = -3565534.496103 nChanged 1775 SP:Iteration 13Q (1098.482943 sec): 3 clusters Score: Raw -3567466.427037 + Penalty 1018.865349 = -3566447.561688 nChanged 1553 SP:Iteration 14Q (1098.553145 sec): 3 clusters Score: Raw -3568258.592753 + Penalty 1018.865349 = -3567239.727404 nChanged 1295 SP:Iteration 15Q (1098.622225 sec): 3 clusters Score: Raw -3568913.342526 + Penalty 1018.865349 = -3567894.477177 nChanged 1047 SP:Iteration 16Q (1098.694878 sec): 3 clusters Score: Raw -3569406.813972 + Penalty 1018.865349 = -3568387.948623 nChanged 792 SP:Iteration 17Q (1098.762013 sec): 3 clusters Score: Raw -3569765.812505 + Penalty 1018.865349 = -3568746.947156 nChanged 618 SP:Iteration 18Q (1098.828692 sec): 3 clusters Score: Raw -3570026.285082 + Penalty 1018.865349 = -3569007.419733 nChanged 487 SP:Iteration 19Q (1098.894139 sec): 3 clusters Score: Raw -3570216.992718 + Penalty 1018.865349 = -3569198.127369 nChanged 363 SP:Iteration 20F (1098.963549 sec): 3 clusters Score: Raw -3570355.199987 + Penalty 1018.865349 = -3569336.334637 nChanged 257 SP:Iteration 21Q (1099.028529 sec): 3 clusters Score: Raw -3570456.112577 + Penalty 1018.865349 = -3569437.247228 nChanged 213 SP:Iteration 22Q (1099.093047 sec): 3 clusters Score: Raw -3570547.406762 + Penalty 1018.865349 = -3569528.541413 nChanged 169 SP:Iteration 23Q (1099.157701 sec): 3 clusters Score: Raw -3570619.156417 + Penalty 1018.865349 = -3569600.291068 nChanged 128 SP:Iteration 24Q (1099.222044 sec): 3 clusters Score: Raw -3570668.683519 + Penalty 1018.865349 = -3569649.818170 nChanged 105 SP:Iteration 25Q (1099.286439 sec): 3 clusters Score: Raw -3570702.170830 + Penalty 1018.865349 = -3569683.305481 nChanged 77 SP:Iteration 26Q (1099.350621 sec): 3 clusters Score: Raw -3570728.624894 + Penalty 1018.865349 = -3569709.759545 nChanged 59 SP:Iteration 27Q (1099.414649 sec): 3 clusters Score: Raw -3570750.155690 + Penalty 1018.865349 = -3569731.290340 nChanged 47 SP:Iteration 28Q (1099.478789 sec): 3 clusters Score: Raw -3570763.171962 + Penalty 1018.865349 = -3569744.306613 nChanged 33 SP:Iteration 29Q (1099.543085 sec): 3 clusters Score: Raw -3570772.532244 + Penalty 1018.865349 = -3569753.666894 nChanged 28 SP:Iteration 30Q (1099.607054 sec): 3 clusters Score: Raw -3570779.895548 + Penalty 1018.865349 = -3569761.030199 nChanged 26 SP:Iteration 31Q (1099.671289 sec): 3 clusters Score: Raw -3570790.368194 + Penalty 1018.865349 = -3569771.502845 nChanged 30 SP:Iteration 32Q (1099.769858 sec): 3 clusters Score: Raw -3570800.220818 + Penalty 1018.865349 = -3569781.355468 nChanged 28 SP:Iteration 33Q (1099.834779 sec): 3 clusters Score: Raw -3570807.938004 + Penalty 1018.865349 = -3569789.072655 nChanged 30 SP:Iteration 34Q (1099.898642 sec): 3 clusters Score: Raw -3570816.034429 + Penalty 1018.865349 = -3569797.169080 nChanged 18 SP:Iteration 35Q (1099.962518 sec): 3 clusters Score: Raw -3570819.893622 + Penalty 1018.865349 = -3569801.028272 nChanged 11 SP:Iteration 36Q (1100.026435 sec): 3 clusters Score: Raw -3570823.415397 + Penalty 1018.865349 = -3569804.550048 nChanged 13 SP:Iteration 37Q (1100.090605 sec): 3 clusters Score: Raw -3570828.865100 + Penalty 1018.865349 = -3569809.999750 nChanged 12 SP:Iteration 38Q (1100.154462 sec): 3 clusters Score: Raw -3570833.048092 + Penalty 1018.865349 = -3569814.182743 nChanged 13 SP:Iteration 39Q (1100.218453 sec): 3 clusters Score: Raw -3570837.215675 + Penalty 1018.865349 = -3569818.350326 nChanged 11 SP:Iteration 40F (1100.323174 sec): 3 clusters Score: Raw -3570839.183030 + Penalty 1018.865349 = -3569820.317680 nChanged 5 SP:Iteration 41Q (1100.410774 sec): 3 clusters Score: Raw -3570841.718664 + Penalty 1018.865349 = -3569822.853315 nChanged 10 SP:Iteration 42Q (1100.494837 sec): 3 clusters Score: Raw -3570845.121324 + Penalty 1018.865349 = -3569826.255975 nChanged 8 SP:Iteration 43Q (1100.594732 sec): 3 clusters Score: Raw -3570847.050361 + Penalty 1018.865349 = -3569828.185012 nChanged 8 SP:Iteration 44Q (1100.670238 sec): 3 clusters Score: Raw -3570849.017853 + Penalty 1018.865349 = -3569830.152504 nChanged 6 SP:Iteration 45Q (1100.746363 sec): 3 clusters Score: Raw -3570850.096527 + Penalty 1018.865349 = -3569831.231178 nChanged 5 SP:Iteration 46Q (1100.834602 sec): 3 clusters Score: Raw -3570851.346292 + Penalty 1018.865349 = -3569832.480942 nChanged 8 SP:Iteration 47Q (1100.935695 sec): 3 clusters Score: Raw -3570854.821010 + Penalty 1018.865349 = -3569835.955661 nChanged 9 SP:Iteration 48Q (1101.036690 sec): 3 clusters Score: Raw -3570857.092651 + Penalty 1018.865349 = -3569838.227302 nChanged 6 SP:Iteration 49Q (1101.137633 sec): 3 clusters Score: Raw -3570858.671618 + Penalty 1018.865349 = -3569839.806268 nChanged 5 SP:Iteration 50Q (1101.237771 sec): 3 clusters Score: Raw -3570859.841847 + Penalty 1018.865349 = -3569840.976498 nChanged 5 SP:Iteration 51Q (1101.323427 sec): 3 clusters Score: Raw -3570861.159745 + Penalty 1018.865349 = -3569842.294396 nChanged 8 SP:Iteration 52Q (1101.387388 sec): 3 clusters Score: Raw -3570863.647648 + Penalty 1018.865349 = -3569844.782299 nChanged 6 SP:Iteration 53Q (1101.451208 sec): 3 clusters Score: Raw -3570865.189534 + Penalty 1018.865349 = -3569846.324185 nChanged 5 SP:Iteration 54Q (1101.515046 sec): 3 clusters Score: Raw -3570866.819752 + Penalty 1018.865349 = -3569847.954403 nChanged 1 SP:Iteration 55Q (1101.578991 sec): 3 clusters Score: Raw -3570866.999354 + Penalty 1018.865349 = -3569848.134005 nChanged 1 SP:Iteration 56Q (1101.642588 sec): 3 clusters Score: Raw -3570867.146742 + Penalty 1018.865349 = -3569848.281393 nChanged 0 SP:Iteration 57F (1101.711894 sec): 3 clusters Score: Raw -3570867.146742 + Penalty 1018.865349 = -3569848.281393 nChanged 0 Trying to split cluster 15 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.717809 sec): 2 clusters Score: Raw -74581.938148 + Penalty 330.257753 = -74251.680396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.722334 sec): 3 clusters Score: Raw -73849.322354 + Penalty 660.515506 = -73188.806849 nChanged 587 SP:Iteration 1F (1101.726373 sec): 3 clusters Score: Raw -74236.769881 + Penalty 660.515506 = -73576.254375 nChanged 130 SP:Iteration 2F (1101.730395 sec): 3 clusters Score: Raw -74357.019560 + Penalty 660.515506 = -73696.504055 nChanged 126 SP:Iteration 3F (1101.734343 sec): 3 clusters Score: Raw -74462.323086 + Penalty 660.515506 = -73801.807580 nChanged 98 SP:Iteration 4F (1101.738362 sec): 3 clusters Score: Raw -74533.886066 + Penalty 660.515506 = -73873.370560 nChanged 58 SP:Iteration 5Q (1101.742397 sec): 3 clusters Score: Raw -74572.546303 + Penalty 660.515506 = -73912.030797 nChanged 46 SP:Iteration 6Q (1101.746423 sec): 3 clusters Score: Raw -74596.745809 + Penalty 660.515506 = -73936.230304 nChanged 29 SP:Iteration 7Q (1101.750441 sec): 3 clusters Score: Raw -74611.375208 + Penalty 660.515506 = -73950.859702 nChanged 24 SP:Iteration 8Q (1101.754518 sec): 3 clusters Score: Raw -74626.949395 + Penalty 660.515506 = -73966.433889 nChanged 26 SP:Iteration 9Q (1101.758540 sec): 3 clusters Score: Raw -74636.062067 + Penalty 660.515506 = -73975.546561 nChanged 14 SP:Iteration 10Q (1101.762539 sec): 3 clusters Score: Raw -74642.867084 + Penalty 660.515506 = -73982.351578 nChanged 11 SP:Iteration 11Q (1101.766544 sec): 3 clusters Score: Raw -74646.051687 + Penalty 660.515506 = -73985.536181 nChanged 2 SP:Iteration 12Q (1101.770541 sec): 3 clusters Score: Raw -74646.544627 + Penalty 660.515506 = -73986.029121 nChanged 2 SP:Iteration 13Q (1101.774534 sec): 3 clusters Score: Raw -74646.883063 + Penalty 660.515506 = -73986.367557 nChanged 3 SP:Iteration 14Q (1101.778527 sec): 3 clusters Score: Raw -74647.494556 + Penalty 660.515506 = -73986.979051 nChanged 0 SP:Iteration 15F (1101.782509 sec): 3 clusters Score: Raw -74647.494556 + Penalty 660.515506 = -73986.979051 nChanged 0 Trying to split cluster 16 (5388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.799488 sec): 2 clusters Score: Raw -267284.034702 + Penalty 390.932794 = -266893.101908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.817403 sec): 3 clusters Score: Raw -264085.218915 + Penalty 781.865588 = -263303.353327 nChanged 2427 SP:Iteration 1F (1101.831214 sec): 3 clusters Score: Raw -265535.501890 + Penalty 781.865588 = -264753.636303 nChanged 392 SP:Iteration 2F (1101.845061 sec): 3 clusters Score: Raw -265751.661808 + Penalty 781.865588 = -264969.796220 nChanged 372 SP:Iteration 3F (1101.858859 sec): 3 clusters Score: Raw -265981.324373 + Penalty 781.865588 = -265199.458785 nChanged 346 SP:Iteration 4F (1101.872647 sec): 3 clusters Score: Raw -266241.650876 + Penalty 781.865588 = -265459.785288 nChanged 322 SP:Iteration 5F (1101.886481 sec): 3 clusters Score: Raw -266541.598645 + Penalty 781.865588 = -265759.733057 nChanged 286 SP:Iteration 6F (1101.900288 sec): 3 clusters Score: Raw -266759.645886 + Penalty 781.865588 = -265977.780299 nChanged 209 SP:Iteration 7Q (1101.914196 sec): 3 clusters Score: Raw -266875.642531 + Penalty 781.865588 = -266093.776943 nChanged 118 SP:Iteration 8Q (1101.928071 sec): 3 clusters Score: Raw -266916.672302 + Penalty 781.865588 = -266134.806714 nChanged 68 SP:Iteration 9Q (1101.941849 sec): 3 clusters Score: Raw -266934.639643 + Penalty 781.865588 = -266152.774055 nChanged 54 SP:Iteration 10Q (1101.955615 sec): 3 clusters Score: Raw -266946.071153 + Penalty 781.865588 = -266164.205565 nChanged 43 SP:Iteration 11Q (1101.969304 sec): 3 clusters Score: Raw -266955.631598 + Penalty 781.865588 = -266173.766010 nChanged 30 SP:Iteration 12Q (1101.983007 sec): 3 clusters Score: Raw -266961.211641 + Penalty 781.865588 = -266179.346053 nChanged 28 SP:Iteration 13Q (1101.996707 sec): 3 clusters Score: Raw -266965.369220 + Penalty 781.865588 = -266183.503632 nChanged 24 SP:Iteration 14Q (1102.010424 sec): 3 clusters Score: Raw -266968.617789 + Penalty 781.865588 = -266186.752201 nChanged 23 SP:Iteration 15Q (1102.024165 sec): 3 clusters Score: Raw -266973.213650 + Penalty 781.865588 = -266191.348062 nChanged 21 SP:Iteration 16Q (1102.037838 sec): 3 clusters Score: Raw -266977.083400 + Penalty 781.865588 = -266195.217813 nChanged 18 SP:Iteration 17Q (1102.051553 sec): 3 clusters Score: Raw -266980.123561 + Penalty 781.865588 = -266198.257973 nChanged 27 SP:Iteration 18Q (1102.065205 sec): 3 clusters Score: Raw -266985.018962 + Penalty 781.865588 = -266203.153374 nChanged 26 SP:Iteration 19Q (1102.078870 sec): 3 clusters Score: Raw -266989.584871 + Penalty 781.865588 = -266207.719283 nChanged 23 SP:Iteration 20F (1102.092585 sec): 3 clusters Score: Raw -266993.083777 + Penalty 781.865588 = -266211.218189 nChanged 25 SP:Iteration 21Q (1102.106261 sec): 3 clusters Score: Raw -266996.884140 + Penalty 781.865588 = -266215.018552 nChanged 22 SP:Iteration 22Q (1102.119864 sec): 3 clusters Score: Raw -267000.005882 + Penalty 781.865588 = -266218.140294 nChanged 20 SP:Iteration 23Q (1102.133472 sec): 3 clusters Score: Raw -267002.903314 + Penalty 781.865588 = -266221.037726 nChanged 20 SP:Iteration 24Q (1102.147067 sec): 3 clusters Score: Raw -267005.738577 + Penalty 781.865588 = -266223.872989 nChanged 19 SP:Iteration 25Q (1102.160658 sec): 3 clusters Score: Raw -267008.591362 + Penalty 781.865588 = -266226.725774 nChanged 22 SP:Iteration 26Q (1102.174331 sec): 3 clusters Score: Raw -267011.148301 + Penalty 781.865588 = -266229.282713 nChanged 14 SP:Iteration 27Q (1102.187930 sec): 3 clusters Score: Raw -267012.981451 + Penalty 781.865588 = -266231.115863 nChanged 13 SP:Iteration 28Q (1102.201574 sec): 3 clusters Score: Raw -267014.227957 + Penalty 781.865588 = -266232.362369 nChanged 7 SP:Iteration 29Q (1102.215151 sec): 3 clusters Score: Raw -267014.689597 + Penalty 781.865588 = -266232.824009 nChanged 6 SP:Iteration 30Q (1102.228785 sec): 3 clusters Score: Raw -267015.254752 + Penalty 781.865588 = -266233.389164 nChanged 7 SP:Iteration 31Q (1102.242350 sec): 3 clusters Score: Raw -267016.004661 + Penalty 781.865588 = -266234.139073 nChanged 4 SP:Iteration 32Q (1102.255946 sec): 3 clusters Score: Raw -267016.255037 + Penalty 781.865588 = -266234.389449 nChanged 1 SP:Iteration 33Q (1102.269573 sec): 3 clusters Score: Raw -267016.376089 + Penalty 781.865588 = -266234.510501 nChanged 2 SP:Iteration 34Q (1102.283173 sec): 3 clusters Score: Raw -267016.513376 + Penalty 781.865588 = -266234.647788 nChanged 2 SP:Iteration 35Q (1102.296757 sec): 3 clusters Score: Raw -267016.640847 + Penalty 781.865588 = -266234.775259 nChanged 1 SP:Iteration 36Q (1102.310339 sec): 3 clusters Score: Raw -267016.682403 + Penalty 781.865588 = -266234.816815 nChanged 1 SP:Iteration 37Q (1102.323947 sec): 3 clusters Score: Raw -267016.704852 + Penalty 781.865588 = -266234.839264 nChanged 0 SP:Iteration 38F (1102.337672 sec): 3 clusters Score: Raw -267016.704852 + Penalty 781.865588 = -266234.839264 nChanged 0 Trying to split cluster 17 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.353753 sec): 2 clusters Score: Raw -246018.774021 + Penalty 388.700173 = -245630.073848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.368505 sec): 3 clusters Score: Raw -242879.674754 + Penalty 777.400345 = -242102.274408 nChanged 2342 SP:Iteration 1F (1102.381774 sec): 3 clusters Score: Raw -244195.758619 + Penalty 777.400345 = -243418.358273 nChanged 328 SP:Iteration 2F (1102.395017 sec): 3 clusters Score: Raw -244346.523650 + Penalty 777.400345 = -243569.123304 nChanged 301 SP:Iteration 3F (1102.408262 sec): 3 clusters Score: Raw -244538.613395 + Penalty 777.400345 = -243761.213049 nChanged 297 SP:Iteration 4F (1102.421510 sec): 3 clusters Score: Raw -244762.286409 + Penalty 777.400345 = -243984.886063 nChanged 299 SP:Iteration 5F (1102.434670 sec): 3 clusters Score: Raw -244974.497434 + Penalty 777.400345 = -244197.097089 nChanged 309 SP:Iteration 6F (1102.447841 sec): 3 clusters Score: Raw -245204.931802 + Penalty 777.400345 = -244427.531457 nChanged 278 SP:Iteration 7F (1102.460996 sec): 3 clusters Score: Raw -245409.957552 + Penalty 777.400345 = -244632.557207 nChanged 254 SP:Iteration 8Q (1102.474053 sec): 3 clusters Score: Raw -245585.112090 + Penalty 777.400345 = -244807.711745 nChanged 202 SP:Iteration 9Q (1102.487100 sec): 3 clusters Score: Raw -245711.127367 + Penalty 777.400345 = -244933.727021 nChanged 160 SP:Iteration 10Q (1102.500066 sec): 3 clusters Score: Raw -245815.259848 + Penalty 777.400345 = -245037.859503 nChanged 127 SP:Iteration 11Q (1102.512989 sec): 3 clusters Score: Raw -245903.071329 + Penalty 777.400345 = -245125.670983 nChanged 94 SP:Iteration 12Q (1102.525864 sec): 3 clusters Score: Raw -245967.947568 + Penalty 777.400345 = -245190.547222 nChanged 61 SP:Iteration 13Q (1102.538680 sec): 3 clusters Score: Raw -246007.226400 + Penalty 777.400345 = -245229.826054 nChanged 47 SP:Iteration 14Q (1102.551507 sec): 3 clusters Score: Raw -246035.875253 + Penalty 777.400345 = -245258.474908 nChanged 30 SP:Iteration 15Q (1102.564260 sec): 3 clusters Score: Raw -246053.678081 + Penalty 777.400345 = -245276.277735 nChanged 21 SP:Iteration 16Q (1102.576946 sec): 3 clusters Score: Raw -246072.992822 + Penalty 777.400345 = -245295.592476 nChanged 12 SP:Iteration 17Q (1102.589572 sec): 3 clusters Score: Raw -246082.111057 + Penalty 777.400345 = -245304.710711 nChanged 9 SP:Iteration 18Q (1102.602192 sec): 3 clusters Score: Raw -246090.247553 + Penalty 777.400345 = -245312.847208 nChanged 3 SP:Iteration 19Q (1102.614915 sec): 3 clusters Score: Raw -246092.381827 + Penalty 777.400345 = -245314.981482 nChanged 2 SP:Iteration 20F (1102.627942 sec): 3 clusters Score: Raw -246094.943598 + Penalty 777.400345 = -245317.543252 nChanged 2 SP:Iteration 21Q (1102.640591 sec): 3 clusters Score: Raw -246097.646161 + Penalty 777.400345 = -245320.245815 nChanged 1 SP:Iteration 22Q (1102.653265 sec): 3 clusters Score: Raw -246098.171497 + Penalty 777.400345 = -245320.771152 nChanged 0 SP:Iteration 23F (1102.666282 sec): 3 clusters Score: Raw -246098.171497 + Penalty 777.400345 = -245320.771152 nChanged 0 Trying to split cluster 18 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.673865 sec): 2 clusters Score: Raw -23423.805847 + Penalty 288.002301 = -23135.803546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.676016 sec): 3 clusters Score: Raw -23197.004858 + Penalty 576.004602 = -22621.000256 nChanged 211 SP:Iteration 1F (1102.677910 sec): 3 clusters Score: Raw -23396.141393 + Penalty 576.004602 = -22820.136791 nChanged 54 SP:Iteration 2F (1102.679784 sec): 3 clusters Score: Raw -23449.310467 + Penalty 576.004602 = -22873.305864 nChanged 39 SP:Iteration 3F (1102.681676 sec): 3 clusters Score: Raw -23498.453766 + Penalty 576.004602 = -22922.449163 nChanged 26 SP:Iteration 4Q (1102.683536 sec): 3 clusters Score: Raw -23525.126609 + Penalty 576.004602 = -22949.122007 nChanged 20 SP:Iteration 5Q (1102.685397 sec): 3 clusters Score: Raw -23551.342763 + Penalty 576.004602 = -22975.338161 nChanged 5 SP:Iteration 6Q (1102.687252 sec): 3 clusters Score: Raw -23555.284761 + Penalty 576.004602 = -22979.280159 nChanged 2 SP:Iteration 7Q (1102.689101 sec): 3 clusters Score: Raw -23555.969291 + Penalty 576.004602 = -22979.964688 nChanged 1 SP:Iteration 8Q (1102.691170 sec): 3 clusters Score: Raw -23556.453659 + Penalty 576.004602 = -22980.449056 nChanged 1 SP:Iteration 9Q (1102.693012 sec): 3 clusters Score: Raw -23557.941756 + Penalty 576.004602 = -22981.937153 nChanged 1 SP:Iteration 10Q (1102.694852 sec): 3 clusters Score: Raw -23558.486802 + Penalty 576.004602 = -22982.482200 nChanged 2 SP:Iteration 11Q (1102.696691 sec): 3 clusters Score: Raw -23560.031259 + Penalty 576.004602 = -22984.026656 nChanged 1 SP:Iteration 12Q (1102.698532 sec): 3 clusters Score: Raw -23560.862800 + Penalty 576.004602 = -22984.858198 nChanged 1 SP:Iteration 13Q (1102.700659 sec): 3 clusters Score: Raw -23561.962383 + Penalty 576.004602 = -22985.957781 nChanged 1 SP:Iteration 14Q (1102.702527 sec): 3 clusters Score: Raw -23562.955451 + Penalty 576.004602 = -22986.950849 nChanged 0 SP:Iteration 15F (1102.704388 sec): 3 clusters Score: Raw -23562.955451 + Penalty 576.004602 = -22986.950849 nChanged 0 Trying to split cluster 19 (49804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.754817 sec): 2 clusters Score: Raw -2272834.115646 + Penalty 492.121201 = -2272341.994445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.813965 sec): 3 clusters Score: Raw -2240064.081089 + Penalty 984.242403 = -2239079.838686 nChanged 23973 SP:Iteration 1F (1102.865623 sec): 3 clusters Score: Raw -2254876.861256 + Penalty 984.242403 = -2253892.618853 nChanged 2595 SP:Iteration 2F (1102.917438 sec): 3 clusters Score: Raw -2255896.877207 + Penalty 984.242403 = -2254912.634804 nChanged 2704 SP:Iteration 3F (1102.969063 sec): 3 clusters Score: Raw -2257171.192462 + Penalty 984.242403 = -2256186.950059 nChanged 2804 SP:Iteration 4F (1103.020509 sec): 3 clusters Score: Raw -2258821.455635 + Penalty 984.242403 = -2257837.213232 nChanged 2835 SP:Iteration 5F (1103.072113 sec): 3 clusters Score: Raw -2260852.145389 + Penalty 984.242403 = -2259867.902986 nChanged 2775 SP:Iteration 6F (1103.123484 sec): 3 clusters Score: Raw -2263043.341605 + Penalty 984.242403 = -2262059.099202 nChanged 2603 SP:Iteration 7F (1103.174887 sec): 3 clusters Score: Raw -2265289.301262 + Penalty 984.242403 = -2264305.058859 nChanged 2201 SP:Iteration 8Q (1103.229965 sec): 3 clusters Score: Raw -2267199.077213 + Penalty 984.242403 = -2266214.834810 nChanged 1658 SP:Iteration 9Q (1103.283511 sec): 3 clusters Score: Raw -2268414.515729 + Penalty 984.242403 = -2267430.273327 nChanged 1189 SP:Iteration 10Q (1103.335843 sec): 3 clusters Score: Raw -2269185.344748 + Penalty 984.242403 = -2268201.102345 nChanged 921 SP:Iteration 11Q (1103.387667 sec): 3 clusters Score: Raw -2269791.055021 + Penalty 984.242403 = -2268806.812618 nChanged 864 SP:Iteration 12Q (1103.439394 sec): 3 clusters Score: Raw -2270308.025576 + Penalty 984.242403 = -2269323.783174 nChanged 776 SP:Iteration 13Q (1103.491044 sec): 3 clusters Score: Raw -2270715.395190 + Penalty 984.242403 = -2269731.152787 nChanged 679 SP:Iteration 14Q (1103.542528 sec): 3 clusters Score: Raw -2271009.781640 + Penalty 984.242403 = -2270025.539237 nChanged 602 SP:Iteration 15Q (1103.594036 sec): 3 clusters Score: Raw -2271241.371850 + Penalty 984.242403 = -2270257.129447 nChanged 520 SP:Iteration 16Q (1103.645601 sec): 3 clusters Score: Raw -2271436.522002 + Penalty 984.242403 = -2270452.279599 nChanged 465 SP:Iteration 17Q (1103.696859 sec): 3 clusters Score: Raw -2271596.674266 + Penalty 984.242403 = -2270612.431863 nChanged 425 SP:Iteration 18Q (1103.747853 sec): 3 clusters Score: Raw -2271736.923988 + Penalty 984.242403 = -2270752.681585 nChanged 405 SP:Iteration 19Q (1103.798662 sec): 3 clusters Score: Raw -2271862.908904 + Penalty 984.242403 = -2270878.666501 nChanged 339 SP:Iteration 20F (1103.850604 sec): 3 clusters Score: Raw -2271956.573281 + Penalty 984.242403 = -2270972.330878 nChanged 320 SP:Iteration 21Q (1103.913262 sec): 3 clusters Score: Raw -2272040.907684 + Penalty 984.242403 = -2271056.665281 nChanged 290 SP:Iteration 22Q (1103.963499 sec): 3 clusters Score: Raw -2272117.432045 + Penalty 984.242403 = -2271133.189642 nChanged 288 SP:Iteration 23Q (1104.013736 sec): 3 clusters Score: Raw -2272194.077248 + Penalty 984.242403 = -2271209.834845 nChanged 279 SP:Iteration 24Q (1104.063929 sec): 3 clusters Score: Raw -2272281.621407 + Penalty 984.242403 = -2271297.379004 nChanged 285 SP:Iteration 25Q (1104.114203 sec): 3 clusters Score: Raw -2272369.642219 + Penalty 984.242403 = -2271385.399816 nChanged 251 SP:Iteration 26Q (1104.164142 sec): 3 clusters Score: Raw -2272451.623869 + Penalty 984.242403 = -2271467.381467 nChanged 252 SP:Iteration 27Q (1104.214056 sec): 3 clusters Score: Raw -2272539.376621 + Penalty 984.242403 = -2271555.134219 nChanged 238 SP:Iteration 28Q (1104.263994 sec): 3 clusters Score: Raw -2272620.103386 + Penalty 984.242403 = -2271635.860983 nChanged 241 SP:Iteration 29Q (1104.313891 sec): 3 clusters Score: Raw -2272698.532389 + Penalty 984.242403 = -2271714.289987 nChanged 218 SP:Iteration 30Q (1104.363494 sec): 3 clusters Score: Raw -2272766.976086 + Penalty 984.242403 = -2271782.733683 nChanged 187 SP:Iteration 31Q (1104.413082 sec): 3 clusters Score: Raw -2272816.406493 + Penalty 984.242403 = -2271832.164090 nChanged 148 SP:Iteration 32Q (1104.462607 sec): 3 clusters Score: Raw -2272855.845889 + Penalty 984.242403 = -2271871.603486 nChanged 129 SP:Iteration 33Q (1104.512184 sec): 3 clusters Score: Raw -2272888.616077 + Penalty 984.242403 = -2271904.373674 nChanged 120 SP:Iteration 34Q (1104.561800 sec): 3 clusters Score: Raw -2272921.907000 + Penalty 984.242403 = -2271937.664597 nChanged 111 SP:Iteration 35Q (1104.611588 sec): 3 clusters Score: Raw -2272953.299311 + Penalty 984.242403 = -2271969.056908 nChanged 89 SP:Iteration 36Q (1104.661075 sec): 3 clusters Score: Raw -2272973.264467 + Penalty 984.242403 = -2271989.022064 nChanged 68 SP:Iteration 37Q (1104.709585 sec): 3 clusters Score: Raw -2272989.828408 + Penalty 984.242403 = -2272005.586006 nChanged 74 SP:Iteration 38Q (1104.758097 sec): 3 clusters Score: Raw -2273008.381921 + Penalty 984.242403 = -2272024.139518 nChanged 67 SP:Iteration 39Q (1104.806775 sec): 3 clusters Score: Raw -2273025.030530 + Penalty 984.242403 = -2272040.788128 nChanged 54 SP:Iteration 40F (1104.857365 sec): 3 clusters Score: Raw -2273038.589811 + Penalty 984.242403 = -2272054.347408 nChanged 49 SP:Iteration 41Q (1104.906105 sec): 3 clusters Score: Raw -2273049.078116 + Penalty 984.242403 = -2272064.835713 nChanged 38 SP:Iteration 42Q (1104.954826 sec): 3 clusters Score: Raw -2273060.951950 + Penalty 984.242403 = -2272076.709547 nChanged 45 SP:Iteration 43Q (1105.003253 sec): 3 clusters Score: Raw -2273073.534790 + Penalty 984.242403 = -2272089.292387 nChanged 43 SP:Iteration 44Q (1105.051628 sec): 3 clusters Score: Raw -2273082.226703 + Penalty 984.242403 = -2272097.984300 nChanged 26 SP:Iteration 45Q (1105.100049 sec): 3 clusters Score: Raw -2273085.380113 + Penalty 984.242403 = -2272101.137710 nChanged 13 SP:Iteration 46Q (1105.148293 sec): 3 clusters Score: Raw -2273086.852698 + Penalty 984.242403 = -2272102.610296 nChanged 11 SP:Iteration 47Q (1105.196714 sec): 3 clusters Score: Raw -2273088.285531 + Penalty 984.242403 = -2272104.043128 nChanged 11 SP:Iteration 48Q (1105.245105 sec): 3 clusters Score: Raw -2273089.936845 + Penalty 984.242403 = -2272105.694443 nChanged 12 SP:Iteration 49Q (1105.293193 sec): 3 clusters Score: Raw -2273092.828843 + Penalty 984.242403 = -2272108.586440 nChanged 14 SP:Iteration 50Q (1105.342123 sec): 3 clusters Score: Raw -2273095.082336 + Penalty 984.242403 = -2272110.839933 nChanged 12 SP:Iteration 51Q (1105.390844 sec): 3 clusters Score: Raw -2273096.982988 + Penalty 984.242403 = -2272112.740585 nChanged 13 SP:Iteration 52Q (1105.439416 sec): 3 clusters Score: Raw -2273098.627827 + Penalty 984.242403 = -2272114.385424 nChanged 11 SP:Iteration 53Q (1105.487777 sec): 3 clusters Score: Raw -2273100.409176 + Penalty 984.242403 = -2272116.166773 nChanged 9 SP:Iteration 54Q (1105.536362 sec): 3 clusters Score: Raw -2273101.909919 + Penalty 984.242403 = -2272117.667516 nChanged 14 SP:Iteration 55Q (1105.584734 sec): 3 clusters Score: Raw -2273103.564295 + Penalty 984.242403 = -2272119.321892 nChanged 8 SP:Iteration 56Q (1105.633138 sec): 3 clusters Score: Raw -2273104.797264 + Penalty 984.242403 = -2272120.554861 nChanged 9 SP:Iteration 57Q (1105.682535 sec): 3 clusters Score: Raw -2273106.432716 + Penalty 984.242403 = -2272122.190313 nChanged 10 SP:Iteration 58Q (1105.731431 sec): 3 clusters Score: Raw -2273108.761507 + Penalty 984.242403 = -2272124.519104 nChanged 9 SP:Iteration 59Q (1105.779919 sec): 3 clusters Score: Raw -2273110.367125 + Penalty 984.242403 = -2272126.124722 nChanged 5 SP:Iteration 60F (1105.830560 sec): 3 clusters Score: Raw -2273111.342136 + Penalty 984.242403 = -2272127.099733 nChanged 5 SP:Iteration 61Q (1105.879162 sec): 3 clusters Score: Raw -2273112.146688 + Penalty 984.242403 = -2272127.904286 nChanged 2 SP:Iteration 62Q (1105.927784 sec): 3 clusters Score: Raw -2273112.407639 + Penalty 984.242403 = -2272128.165236 nChanged 2 SP:Iteration 63Q (1105.976035 sec): 3 clusters Score: Raw -2273112.744503 + Penalty 984.242403 = -2272128.502101 nChanged 2 SP:Iteration 64Q (1106.024909 sec): 3 clusters Score: Raw -2273112.969177 + Penalty 984.242403 = -2272128.726774 nChanged 1 SP:Iteration 65Q (1106.074299 sec): 3 clusters Score: Raw -2273113.030802 + Penalty 984.242403 = -2272128.788399 nChanged 1 SP:Iteration 66Q (1106.123059 sec): 3 clusters Score: Raw -2273113.060725 + Penalty 984.242403 = -2272128.818322 nChanged 0 SP:Iteration 67F (1106.173923 sec): 3 clusters Score: Raw -2273113.060725 + Penalty 984.242403 = -2272128.818322 nChanged 0 Trying to split cluster 20 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.179126 sec): 2 clusters Score: Raw -47970.581352 + Penalty 315.337512 = -47655.243840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.182765 sec): 3 clusters Score: Raw -47473.204302 + Penalty 630.675024 = -46842.529279 nChanged 400 SP:Iteration 1F (1106.185846 sec): 3 clusters Score: Raw -47702.667935 + Penalty 630.675024 = -47071.992911 nChanged 56 SP:Iteration 2F (1106.188890 sec): 3 clusters Score: Raw -47730.987680 + Penalty 630.675024 = -47100.312657 nChanged 47 SP:Iteration 3Q (1106.191965 sec): 3 clusters Score: Raw -47757.011548 + Penalty 630.675024 = -47126.336524 nChanged 34 SP:Iteration 4Q (1106.195043 sec): 3 clusters Score: Raw -47778.464474 + Penalty 630.675024 = -47147.789450 nChanged 30 SP:Iteration 5Q (1106.198112 sec): 3 clusters Score: Raw -47794.130367 + Penalty 630.675024 = -47163.455343 nChanged 26 SP:Iteration 6Q (1106.201171 sec): 3 clusters Score: Raw -47808.564184 + Penalty 630.675024 = -47177.889160 nChanged 21 SP:Iteration 7Q (1106.204258 sec): 3 clusters Score: Raw -47823.174316 + Penalty 630.675024 = -47192.499292 nChanged 30 SP:Iteration 8Q (1106.207317 sec): 3 clusters Score: Raw -47850.117973 + Penalty 630.675024 = -47219.442949 nChanged 29 SP:Iteration 9Q (1106.210354 sec): 3 clusters Score: Raw -47876.117551 + Penalty 630.675024 = -47245.442527 nChanged 26 SP:Iteration 10Q (1106.213388 sec): 3 clusters Score: Raw -47896.440059 + Penalty 630.675024 = -47265.765036 nChanged 23 SP:Iteration 11Q (1106.216460 sec): 3 clusters Score: Raw -47913.893800 + Penalty 630.675024 = -47283.218776 nChanged 18 SP:Iteration 12Q (1106.219473 sec): 3 clusters Score: Raw -47923.273380 + Penalty 630.675024 = -47292.598356 nChanged 17 SP:Iteration 13Q (1106.222471 sec): 3 clusters Score: Raw -47931.041837 + Penalty 630.675024 = -47300.366813 nChanged 10 SP:Iteration 14Q (1106.225469 sec): 3 clusters Score: Raw -47934.399681 + Penalty 630.675024 = -47303.724657 nChanged 11 SP:Iteration 15Q (1106.228509 sec): 3 clusters Score: Raw -47942.017788 + Penalty 630.675024 = -47311.342764 nChanged 12 SP:Iteration 16Q (1106.231547 sec): 3 clusters Score: Raw -47949.731098 + Penalty 630.675024 = -47319.056074 nChanged 18 SP:Iteration 17Q (1106.235498 sec): 3 clusters Score: Raw -47957.289106 + Penalty 630.675024 = -47326.614082 nChanged 13 SP:Iteration 18Q (1106.238498 sec): 3 clusters Score: Raw -47961.479403 + Penalty 630.675024 = -47330.804379 nChanged 8 SP:Iteration 19Q (1106.241478 sec): 3 clusters Score: Raw -47965.053493 + Penalty 630.675024 = -47334.378469 nChanged 6 SP:Iteration 20F (1106.244516 sec): 3 clusters Score: Raw -47966.121269 + Penalty 630.675024 = -47335.446245 nChanged 6 SP:Iteration 21Q (1106.247522 sec): 3 clusters Score: Raw -47969.588080 + Penalty 630.675024 = -47338.913057 nChanged 3 SP:Iteration 22Q (1106.250500 sec): 3 clusters Score: Raw -47971.663934 + Penalty 630.675024 = -47340.988911 nChanged 5 SP:Iteration 23Q (1106.253475 sec): 3 clusters Score: Raw -47973.811022 + Penalty 630.675024 = -47343.135998 nChanged 3 SP:Iteration 24Q (1106.256441 sec): 3 clusters Score: Raw -47974.673878 + Penalty 630.675024 = -47343.998855 nChanged 2 SP:Iteration 25Q (1106.259537 sec): 3 clusters Score: Raw -47975.218074 + Penalty 630.675024 = -47344.543050 nChanged 2 SP:Iteration 26Q (1106.262518 sec): 3 clusters Score: Raw -47975.898354 + Penalty 630.675024 = -47345.223330 nChanged 0 SP:Iteration 27F (1106.265522 sec): 3 clusters Score: Raw -47975.898354 + Penalty 630.675024 = -47345.223330 nChanged 0 Trying to split cluster 21 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.271148 sec): 2 clusters Score: Raw -14481.787287 + Penalty 265.881271 = -14215.906016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.272664 sec): 3 clusters Score: Raw -14369.903079 + Penalty 531.762542 = -13838.140537 nChanged 112 SP:Iteration 1F (1106.274000 sec): 3 clusters Score: Raw -14451.056372 + Penalty 531.762542 = -13919.293830 nChanged 21 SP:Iteration 2F (1106.275343 sec): 3 clusters Score: Raw -14468.046749 + Penalty 531.762542 = -13936.284207 nChanged 11 SP:Iteration 3Q (1106.276691 sec): 3 clusters Score: Raw -14477.609032 + Penalty 531.762542 = -13945.846490 nChanged 7 SP:Iteration 4Q (1106.278017 sec): 3 clusters Score: Raw -14485.090456 + Penalty 531.762542 = -13953.327914 nChanged 4 SP:Iteration 5Q (1106.279335 sec): 3 clusters Score: Raw -14487.499686 + Penalty 531.762542 = -13955.737144 nChanged 3 SP:Iteration 6Q (1106.280641 sec): 3 clusters Score: Raw -14489.491977 + Penalty 531.762542 = -13957.729435 nChanged 6 SP:Iteration 7Q (1106.281948 sec): 3 clusters Score: Raw -14493.450139 + Penalty 531.762542 = -13961.687597 nChanged 5 SP:Iteration 8Q (1106.283251 sec): 3 clusters Score: Raw -14497.064933 + Penalty 531.762542 = -13965.302391 nChanged 2 SP:Iteration 9Q (1106.284582 sec): 3 clusters Score: Raw -14497.993670 + Penalty 531.762542 = -13966.231128 nChanged 1 SP:Iteration 10Q (1106.285909 sec): 3 clusters Score: Raw -14500.145871 + Penalty 531.762542 = -13968.383329 nChanged 1 SP:Iteration 11Q (1106.287231 sec): 3 clusters Score: Raw -14500.710666 + Penalty 531.762542 = -13968.948124 nChanged 1 SP:Iteration 12Q (1106.288554 sec): 3 clusters Score: Raw -14501.454736 + Penalty 531.762542 = -13969.692194 nChanged 0 SP:Iteration 13F (1106.289868 sec): 3 clusters Score: Raw -14501.454736 + Penalty 531.762542 = -13969.692194 nChanged 0 Trying to split cluster 22 (9664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.309814 sec): 2 clusters Score: Raw -473177.587044 + Penalty 417.515413 = -472760.071631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.331370 sec): 3 clusters Score: Raw -467139.731499 + Penalty 835.030826 = -466304.700674 nChanged 4447 SP:Iteration 1F (1106.352167 sec): 3 clusters Score: Raw -469824.472527 + Penalty 835.030826 = -468989.441701 nChanged 638 SP:Iteration 2F (1106.372832 sec): 3 clusters Score: Raw -470196.595441 + Penalty 835.030826 = -469361.564615 nChanged 637 SP:Iteration 3F (1106.393659 sec): 3 clusters Score: Raw -470604.319476 + Penalty 835.030826 = -469769.288651 nChanged 623 SP:Iteration 4F (1106.414387 sec): 3 clusters Score: Raw -471051.995770 + Penalty 835.030826 = -470216.964944 nChanged 646 SP:Iteration 5F (1106.435210 sec): 3 clusters Score: Raw -471512.539632 + Penalty 835.030826 = -470677.508807 nChanged 592 SP:Iteration 6F (1106.455903 sec): 3 clusters Score: Raw -471865.248033 + Penalty 835.030826 = -471030.217208 nChanged 432 SP:Iteration 7Q (1106.476612 sec): 3 clusters Score: Raw -472042.167534 + Penalty 835.030826 = -471207.136708 nChanged 270 SP:Iteration 8Q (1106.497341 sec): 3 clusters Score: Raw -472124.077912 + Penalty 835.030826 = -471289.047086 nChanged 191 SP:Iteration 9Q (1106.517968 sec): 3 clusters Score: Raw -472173.185949 + Penalty 835.030826 = -471338.155124 nChanged 131 SP:Iteration 10Q (1106.538588 sec): 3 clusters Score: Raw -472200.443904 + Penalty 835.030826 = -471365.413078 nChanged 126 SP:Iteration 11Q (1106.559380 sec): 3 clusters Score: Raw -472225.727786 + Penalty 835.030826 = -471390.696960 nChanged 110 SP:Iteration 12Q (1106.580223 sec): 3 clusters Score: Raw -472248.629895 + Penalty 835.030826 = -471413.599070 nChanged 105 SP:Iteration 13Q (1106.601185 sec): 3 clusters Score: Raw -472271.300370 + Penalty 835.030826 = -471436.269544 nChanged 108 SP:Iteration 14Q (1106.621814 sec): 3 clusters Score: Raw -472294.669372 + Penalty 835.030826 = -471459.638547 nChanged 108 SP:Iteration 15Q (1106.642451 sec): 3 clusters Score: Raw -472317.207816 + Penalty 835.030826 = -471482.176990 nChanged 103 SP:Iteration 16Q (1106.663291 sec): 3 clusters Score: Raw -472338.614807 + Penalty 835.030826 = -471503.583982 nChanged 93 SP:Iteration 17Q (1106.683901 sec): 3 clusters Score: Raw -472358.226064 + Penalty 835.030826 = -471523.195239 nChanged 95 SP:Iteration 18Q (1106.704834 sec): 3 clusters Score: Raw -472379.702256 + Penalty 835.030826 = -471544.671430 nChanged 90 SP:Iteration 19Q (1106.725597 sec): 3 clusters Score: Raw -472399.650106 + Penalty 835.030826 = -471564.619280 nChanged 87 SP:Iteration 20F (1106.746140 sec): 3 clusters Score: Raw -472421.043390 + Penalty 835.030826 = -471586.012564 nChanged 87 SP:Iteration 21Q (1106.766701 sec): 3 clusters Score: Raw -472444.807260 + Penalty 835.030826 = -471609.776435 nChanged 101 SP:Iteration 22Q (1106.787263 sec): 3 clusters Score: Raw -472472.337674 + Penalty 835.030826 = -471637.306848 nChanged 103 SP:Iteration 23Q (1106.807928 sec): 3 clusters Score: Raw -472502.897504 + Penalty 835.030826 = -471667.866678 nChanged 107 SP:Iteration 24Q (1106.828408 sec): 3 clusters Score: Raw -472536.520429 + Penalty 835.030826 = -471701.489603 nChanged 114 SP:Iteration 25Q (1106.849044 sec): 3 clusters Score: Raw -472566.498276 + Penalty 835.030826 = -471731.467450 nChanged 111 SP:Iteration 26Q (1106.869681 sec): 3 clusters Score: Raw -472598.148477 + Penalty 835.030826 = -471763.117652 nChanged 120 SP:Iteration 27Q (1106.890033 sec): 3 clusters Score: Raw -472632.435643 + Penalty 835.030826 = -471797.404817 nChanged 115 SP:Iteration 28Q (1106.910440 sec): 3 clusters Score: Raw -472661.685378 + Penalty 835.030826 = -471826.654552 nChanged 113 SP:Iteration 29Q (1106.931035 sec): 3 clusters Score: Raw -472689.838826 + Penalty 835.030826 = -471854.808001 nChanged 107 SP:Iteration 30Q (1106.951381 sec): 3 clusters Score: Raw -472716.236714 + Penalty 835.030826 = -471881.205889 nChanged 103 SP:Iteration 31Q (1106.971550 sec): 3 clusters Score: Raw -472741.793368 + Penalty 835.030826 = -471906.762542 nChanged 99 SP:Iteration 32Q (1106.991594 sec): 3 clusters Score: Raw -472766.289559 + Penalty 835.030826 = -471931.258733 nChanged 86 SP:Iteration 33Q (1107.012019 sec): 3 clusters Score: Raw -472788.690727 + Penalty 835.030826 = -471953.659901 nChanged 96 SP:Iteration 34Q (1107.032291 sec): 3 clusters Score: Raw -472814.634173 + Penalty 835.030826 = -471979.603347 nChanged 92 SP:Iteration 35Q (1107.052678 sec): 3 clusters Score: Raw -472834.995866 + Penalty 835.030826 = -471999.965040 nChanged 73 SP:Iteration 36Q (1107.072943 sec): 3 clusters Score: Raw -472849.515725 + Penalty 835.030826 = -472014.484899 nChanged 69 SP:Iteration 37Q (1107.093160 sec): 3 clusters Score: Raw -472864.031484 + Penalty 835.030826 = -472029.000658 nChanged 79 SP:Iteration 38Q (1107.113318 sec): 3 clusters Score: Raw -472883.666926 + Penalty 835.030826 = -472048.636100 nChanged 84 SP:Iteration 39Q (1107.133602 sec): 3 clusters Score: Raw -472905.669195 + Penalty 835.030826 = -472070.638369 nChanged 101 SP:Iteration 40F (1107.154193 sec): 3 clusters Score: Raw -472939.796636 + Penalty 835.030826 = -472104.765811 nChanged 107 SP:Iteration 41Q (1107.174481 sec): 3 clusters Score: Raw -472977.746458 + Penalty 835.030826 = -472142.715632 nChanged 101 SP:Iteration 42Q (1107.194790 sec): 3 clusters Score: Raw -473019.010478 + Penalty 835.030826 = -472183.979652 nChanged 104 SP:Iteration 43Q (1107.214909 sec): 3 clusters Score: Raw -473060.951672 + Penalty 835.030826 = -472225.920846 nChanged 86 SP:Iteration 44Q (1107.235103 sec): 3 clusters Score: Raw -473093.978357 + Penalty 835.030826 = -472258.947531 nChanged 82 SP:Iteration 45Q (1107.255359 sec): 3 clusters Score: Raw -473119.869755 + Penalty 835.030826 = -472284.838930 nChanged 64 SP:Iteration 46Q (1107.275386 sec): 3 clusters Score: Raw -473137.379350 + Penalty 835.030826 = -472302.348524 nChanged 56 SP:Iteration 47Q (1107.295433 sec): 3 clusters Score: Raw -473151.007317 + Penalty 835.030826 = -472315.976491 nChanged 48 SP:Iteration 48Q (1107.351025 sec): 3 clusters Score: Raw -473166.764192 + Penalty 835.030826 = -472331.733367 nChanged 65 SP:Iteration 49Q (1107.402989 sec): 3 clusters Score: Raw -473188.843775 + Penalty 835.030826 = -472353.812949 nChanged 54 SP:Iteration 50Q (1107.443852 sec): 3 clusters Score: Raw -473207.776245 + Penalty 835.030826 = -472372.745419 nChanged 59 SP:Iteration 51Q (1107.494733 sec): 3 clusters Score: Raw -473228.195653 + Penalty 835.030826 = -472393.164827 nChanged 51 SP:Iteration 52Q (1107.524615 sec): 3 clusters Score: Raw -473245.466487 + Penalty 835.030826 = -472410.435661 nChanged 35 SP:Iteration 53Q (1107.544381 sec): 3 clusters Score: Raw -473257.420681 + Penalty 835.030826 = -472422.389855 nChanged 36 SP:Iteration 54Q (1107.564301 sec): 3 clusters Score: Raw -473269.023272 + Penalty 835.030826 = -472433.992446 nChanged 36 SP:Iteration 55Q (1107.584164 sec): 3 clusters Score: Raw -473281.976553 + Penalty 835.030826 = -472446.945727 nChanged 37 SP:Iteration 56Q (1107.603795 sec): 3 clusters Score: Raw -473297.826396 + Penalty 835.030826 = -472462.795570 nChanged 35 SP:Iteration 57Q (1107.623647 sec): 3 clusters Score: Raw -473313.400112 + Penalty 835.030826 = -472478.369286 nChanged 28 SP:Iteration 58Q (1107.643459 sec): 3 clusters Score: Raw -473324.119010 + Penalty 835.030826 = -472489.088184 nChanged 26 SP:Iteration 59Q (1107.663104 sec): 3 clusters Score: Raw -473332.369841 + Penalty 835.030826 = -472497.339015 nChanged 21 SP:Iteration 60F (1107.683678 sec): 3 clusters Score: Raw -473338.639036 + Penalty 835.030826 = -472503.608210 nChanged 18 SP:Iteration 61Q (1107.703436 sec): 3 clusters Score: Raw -473343.484348 + Penalty 835.030826 = -472508.453522 nChanged 14 SP:Iteration 62Q (1107.723242 sec): 3 clusters Score: Raw -473347.431879 + Penalty 835.030826 = -472512.401053 nChanged 13 SP:Iteration 63Q (1107.742971 sec): 3 clusters Score: Raw -473352.239641 + Penalty 835.030826 = -472517.208815 nChanged 13 SP:Iteration 64Q (1107.762674 sec): 3 clusters Score: Raw -473354.305576 + Penalty 835.030826 = -472519.274750 nChanged 6 SP:Iteration 65Q (1107.782318 sec): 3 clusters Score: Raw -473355.276434 + Penalty 835.030826 = -472520.245608 nChanged 6 SP:Iteration 66Q (1107.802076 sec): 3 clusters Score: Raw -473356.098647 + Penalty 835.030826 = -472521.067822 nChanged 2 SP:Iteration 67Q (1107.821914 sec): 3 clusters Score: Raw -473356.444091 + Penalty 835.030826 = -472521.413266 nChanged 0 SP:Iteration 68F (1107.842569 sec): 3 clusters Score: Raw -473356.444091 + Penalty 835.030826 = -472521.413266 nChanged 0 Trying to split cluster 23 (6577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.859440 sec): 2 clusters Score: Raw -288822.723082 + Penalty 400.005697 = -288422.717385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.877878 sec): 3 clusters Score: Raw -284797.402353 + Penalty 800.011393 = -283997.390959 nChanged 2982 SP:Iteration 1F (1107.894503 sec): 3 clusters Score: Raw -286508.004003 + Penalty 800.011393 = -285707.992610 nChanged 464 SP:Iteration 2F (1107.911019 sec): 3 clusters Score: Raw -286782.780907 + Penalty 800.011393 = -285982.769513 nChanged 460 SP:Iteration 3F (1107.927548 sec): 3 clusters Score: Raw -287128.411048 + Penalty 800.011393 = -286328.399655 nChanged 442 SP:Iteration 4F (1107.944074 sec): 3 clusters Score: Raw -287503.889062 + Penalty 800.011393 = -286703.877669 nChanged 400 SP:Iteration 5F (1107.960633 sec): 3 clusters Score: Raw -287801.773966 + Penalty 800.011393 = -287001.762573 nChanged 301 SP:Iteration 6Q (1107.977215 sec): 3 clusters Score: Raw -287976.597128 + Penalty 800.011393 = -287176.585734 nChanged 203 SP:Iteration 7Q (1107.993698 sec): 3 clusters Score: Raw -288075.654486 + Penalty 800.011393 = -287275.643092 nChanged 159 SP:Iteration 8Q (1108.010125 sec): 3 clusters Score: Raw -288146.109738 + Penalty 800.011393 = -287346.098345 nChanged 125 SP:Iteration 9Q (1108.026243 sec): 3 clusters Score: Raw -288192.858326 + Penalty 800.011393 = -287392.846933 nChanged 109 SP:Iteration 10Q (1108.042568 sec): 3 clusters Score: Raw -288234.518201 + Penalty 800.011393 = -287434.506808 nChanged 95 SP:Iteration 11Q (1108.058895 sec): 3 clusters Score: Raw -288272.757888 + Penalty 800.011393 = -287472.746494 nChanged 97 SP:Iteration 12Q (1108.075211 sec): 3 clusters Score: Raw -288318.354869 + Penalty 800.011393 = -287518.343476 nChanged 111 SP:Iteration 13Q (1108.091321 sec): 3 clusters Score: Raw -288367.940517 + Penalty 800.011393 = -287567.929124 nChanged 87 SP:Iteration 14Q (1108.107436 sec): 3 clusters Score: Raw -288401.814348 + Penalty 800.011393 = -287601.802955 nChanged 80 SP:Iteration 15Q (1108.123708 sec): 3 clusters Score: Raw -288434.707882 + Penalty 800.011393 = -287634.696488 nChanged 87 SP:Iteration 16Q (1108.139943 sec): 3 clusters Score: Raw -288468.668876 + Penalty 800.011393 = -287668.657483 nChanged 94 SP:Iteration 17Q (1108.156172 sec): 3 clusters Score: Raw -288502.497869 + Penalty 800.011393 = -287702.486476 nChanged 74 SP:Iteration 18Q (1108.172276 sec): 3 clusters Score: Raw -288533.233049 + Penalty 800.011393 = -287733.221656 nChanged 78 SP:Iteration 19Q (1108.188450 sec): 3 clusters Score: Raw -288564.921172 + Penalty 800.011393 = -287764.909778 nChanged 74 SP:Iteration 20F (1108.204875 sec): 3 clusters Score: Raw -288592.131245 + Penalty 800.011393 = -287792.119852 nChanged 69 SP:Iteration 21Q (1108.221061 sec): 3 clusters Score: Raw -288622.186766 + Penalty 800.011393 = -287822.175373 nChanged 69 SP:Iteration 22Q (1108.237207 sec): 3 clusters Score: Raw -288660.464172 + Penalty 800.011393 = -287860.452778 nChanged 79 SP:Iteration 23Q (1108.253341 sec): 3 clusters Score: Raw -288700.817360 + Penalty 800.011393 = -287900.805967 nChanged 72 SP:Iteration 24Q (1108.269384 sec): 3 clusters Score: Raw -288737.327404 + Penalty 800.011393 = -287937.316011 nChanged 66 SP:Iteration 25Q (1108.285462 sec): 3 clusters Score: Raw -288767.015614 + Penalty 800.011393 = -287967.004221 nChanged 46 SP:Iteration 26Q (1108.301500 sec): 3 clusters Score: Raw -288783.833383 + Penalty 800.011393 = -287983.821990 nChanged 37 SP:Iteration 27Q (1108.317393 sec): 3 clusters Score: Raw -288797.554616 + Penalty 800.011393 = -287997.543223 nChanged 27 SP:Iteration 28Q (1108.333494 sec): 3 clusters Score: Raw -288804.701760 + Penalty 800.011393 = -288004.690367 nChanged 17 SP:Iteration 29Q (1108.349429 sec): 3 clusters Score: Raw -288810.763219 + Penalty 800.011393 = -288010.751826 nChanged 13 SP:Iteration 30Q (1108.365403 sec): 3 clusters Score: Raw -288814.565360 + Penalty 800.011393 = -288014.553966 nChanged 16 SP:Iteration 31Q (1108.381372 sec): 3 clusters Score: Raw -288818.712522 + Penalty 800.011393 = -288018.701129 nChanged 13 SP:Iteration 32Q (1108.397311 sec): 3 clusters Score: Raw -288822.018434 + Penalty 800.011393 = -288022.007041 nChanged 7 SP:Iteration 33Q (1108.413188 sec): 3 clusters Score: Raw -288825.144211 + Penalty 800.011393 = -288025.132818 nChanged 10 SP:Iteration 34Q (1108.429142 sec): 3 clusters Score: Raw -288829.358966 + Penalty 800.011393 = -288029.347573 nChanged 13 SP:Iteration 35Q (1108.445080 sec): 3 clusters Score: Raw -288834.539963 + Penalty 800.011393 = -288034.528570 nChanged 13 SP:Iteration 36Q (1108.461002 sec): 3 clusters Score: Raw -288838.186097 + Penalty 800.011393 = -288038.174704 nChanged 12 SP:Iteration 37Q (1108.476943 sec): 3 clusters Score: Raw -288842.397984 + Penalty 800.011393 = -288042.386590 nChanged 23 SP:Iteration 38Q (1108.492866 sec): 3 clusters Score: Raw -288849.004519 + Penalty 800.011393 = -288048.993126 nChanged 16 SP:Iteration 39Q (1108.508792 sec): 3 clusters Score: Raw -288858.669111 + Penalty 800.011393 = -288058.657718 nChanged 22 SP:Iteration 40F (1108.525056 sec): 3 clusters Score: Raw -288873.072247 + Penalty 800.011393 = -288073.060854 nChanged 17 SP:Iteration 41Q (1108.540976 sec): 3 clusters Score: Raw -288884.650414 + Penalty 800.011393 = -288084.639020 nChanged 13 SP:Iteration 42Q (1108.556886 sec): 3 clusters Score: Raw -288894.700399 + Penalty 800.011393 = -288094.689005 nChanged 16 SP:Iteration 43Q (1108.572779 sec): 3 clusters Score: Raw -288901.857682 + Penalty 800.011393 = -288101.846289 nChanged 14 SP:Iteration 44Q (1108.588667 sec): 3 clusters Score: Raw -288906.901649 + Penalty 800.011393 = -288106.890256 nChanged 13 SP:Iteration 45Q (1108.604564 sec): 3 clusters Score: Raw -288912.065224 + Penalty 800.011393 = -288112.053831 nChanged 10 SP:Iteration 46Q (1108.620445 sec): 3 clusters Score: Raw -288917.528791 + Penalty 800.011393 = -288117.517398 nChanged 12 SP:Iteration 47Q (1108.636355 sec): 3 clusters Score: Raw -288923.717190 + Penalty 800.011393 = -288123.705796 nChanged 12 SP:Iteration 48Q (1108.652264 sec): 3 clusters Score: Raw -288929.592940 + Penalty 800.011393 = -288129.581546 nChanged 10 SP:Iteration 49Q (1108.668149 sec): 3 clusters Score: Raw -288933.923810 + Penalty 800.011393 = -288133.912416 nChanged 7 SP:Iteration 50Q (1108.684054 sec): 3 clusters Score: Raw -288935.563805 + Penalty 800.011393 = -288135.552412 nChanged 4 SP:Iteration 51Q (1108.699903 sec): 3 clusters Score: Raw -288936.751849 + Penalty 800.011393 = -288136.740455 nChanged 6 SP:Iteration 52Q (1108.715776 sec): 3 clusters Score: Raw -288938.484270 + Penalty 800.011393 = -288138.472877 nChanged 2 SP:Iteration 53Q (1108.731664 sec): 3 clusters Score: Raw -288938.755809 + Penalty 800.011393 = -288138.744415 nChanged 1 SP:Iteration 54Q (1108.747540 sec): 3 clusters Score: Raw -288938.986125 + Penalty 800.011393 = -288138.974731 nChanged 1 SP:Iteration 55Q (1108.763454 sec): 3 clusters Score: Raw -288939.064420 + Penalty 800.011393 = -288139.053026 nChanged 0 SP:Iteration 56F (1108.779858 sec): 3 clusters Score: Raw -288939.064420 + Penalty 800.011393 = -288139.053026 nChanged 0 Trying to split cluster 24 (6164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.796457 sec): 2 clusters Score: Raw -308582.464218 + Penalty 397.054894 = -308185.409324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.813822 sec): 3 clusters Score: Raw -304880.593538 + Penalty 794.109789 = -304086.483749 nChanged 2774 SP:Iteration 1F (1108.829389 sec): 3 clusters Score: Raw -306526.388194 + Penalty 794.109789 = -305732.278405 nChanged 459 SP:Iteration 2F (1108.844955 sec): 3 clusters Score: Raw -306829.795109 + Penalty 794.109789 = -306035.685320 nChanged 505 SP:Iteration 3F (1108.860481 sec): 3 clusters Score: Raw -307203.643640 + Penalty 794.109789 = -306409.533852 nChanged 482 SP:Iteration 4F (1108.875997 sec): 3 clusters Score: Raw -307535.842922 + Penalty 794.109789 = -306741.733133 nChanged 385 SP:Iteration 5F (1108.891471 sec): 3 clusters Score: Raw -307797.516845 + Penalty 794.109789 = -307003.407056 nChanged 308 SP:Iteration 6Q (1108.907091 sec): 3 clusters Score: Raw -308010.653370 + Penalty 794.109789 = -307216.543581 nChanged 250 SP:Iteration 7Q (1108.922714 sec): 3 clusters Score: Raw -308210.768829 + Penalty 794.109789 = -307416.659040 nChanged 196 SP:Iteration 8Q (1108.938305 sec): 3 clusters Score: Raw -308346.366472 + Penalty 794.109789 = -307552.256684 nChanged 151 SP:Iteration 9Q (1108.953810 sec): 3 clusters Score: Raw -308449.244756 + Penalty 794.109789 = -307655.134967 nChanged 122 SP:Iteration 10Q (1108.969210 sec): 3 clusters Score: Raw -308524.408666 + Penalty 794.109789 = -307730.298877 nChanged 98 SP:Iteration 11Q (1108.984544 sec): 3 clusters Score: Raw -308586.177172 + Penalty 794.109789 = -307792.067383 nChanged 77 SP:Iteration 12Q (1108.999685 sec): 3 clusters Score: Raw -308632.755407 + Penalty 794.109789 = -307838.645618 nChanged 70 SP:Iteration 13Q (1109.014859 sec): 3 clusters Score: Raw -308676.618042 + Penalty 794.109789 = -307882.508253 nChanged 59 SP:Iteration 14Q (1109.030058 sec): 3 clusters Score: Raw -308705.146125 + Penalty 794.109789 = -307911.036336 nChanged 57 SP:Iteration 15Q (1109.045246 sec): 3 clusters Score: Raw -308731.345640 + Penalty 794.109789 = -307937.235851 nChanged 49 SP:Iteration 16Q (1109.060440 sec): 3 clusters Score: Raw -308756.727388 + Penalty 794.109789 = -307962.617599 nChanged 49 SP:Iteration 17Q (1109.075412 sec): 3 clusters Score: Raw -308780.887480 + Penalty 794.109789 = -307986.777691 nChanged 40 SP:Iteration 18Q (1109.090274 sec): 3 clusters Score: Raw -308797.562277 + Penalty 794.109789 = -308003.452488 nChanged 28 SP:Iteration 19Q (1109.105264 sec): 3 clusters Score: Raw -308808.086545 + Penalty 794.109789 = -308013.976756 nChanged 22 SP:Iteration 20F (1109.120702 sec): 3 clusters Score: Raw -308813.963842 + Penalty 794.109789 = -308019.854053 nChanged 10 SP:Iteration 21Q (1109.135744 sec): 3 clusters Score: Raw -308816.763311 + Penalty 794.109789 = -308022.653522 nChanged 6 SP:Iteration 22Q (1109.150760 sec): 3 clusters Score: Raw -308817.973272 + Penalty 794.109789 = -308023.863483 nChanged 5 SP:Iteration 23Q (1109.165792 sec): 3 clusters Score: Raw -308820.217102 + Penalty 794.109789 = -308026.107313 nChanged 5 SP:Iteration 24Q (1109.180799 sec): 3 clusters Score: Raw -308821.369856 + Penalty 794.109789 = -308027.260068 nChanged 2 SP:Iteration 25Q (1109.195836 sec): 3 clusters Score: Raw -308821.897790 + Penalty 794.109789 = -308027.788002 nChanged 3 SP:Iteration 26Q (1109.210833 sec): 3 clusters Score: Raw -308822.546765 + Penalty 794.109789 = -308028.436976 nChanged 3 SP:Iteration 27Q (1109.225812 sec): 3 clusters Score: Raw -308823.458528 + Penalty 794.109789 = -308029.348739 nChanged 4 SP:Iteration 28Q (1109.240820 sec): 3 clusters Score: Raw -308826.261596 + Penalty 794.109789 = -308032.151807 nChanged 8 SP:Iteration 29Q (1109.255838 sec): 3 clusters Score: Raw -308830.123977 + Penalty 794.109789 = -308036.014188 nChanged 4 SP:Iteration 30Q (1109.270783 sec): 3 clusters Score: Raw -308831.455687 + Penalty 794.109789 = -308037.345898 nChanged 1 SP:Iteration 31Q (1109.285813 sec): 3 clusters Score: Raw -308831.558275 + Penalty 794.109789 = -308037.448486 nChanged 1 SP:Iteration 32Q (1109.300863 sec): 3 clusters Score: Raw -308831.575091 + Penalty 794.109789 = -308037.465302 nChanged 0 SP:Iteration 33F (1109.316159 sec): 3 clusters Score: Raw -308831.575091 + Penalty 794.109789 = -308037.465302 nChanged 0 Trying to split cluster 25 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.327121 sec): 2 clusters Score: Raw -65673.810330 + Penalty 331.146205 = -65342.664125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.331707 sec): 3 clusters Score: Raw -64933.046926 + Penalty 662.292410 = -64270.754516 nChanged 587 SP:Iteration 1F (1109.335798 sec): 3 clusters Score: Raw -65335.480926 + Penalty 662.292410 = -64673.188516 nChanged 133 SP:Iteration 2F (1109.370172 sec): 3 clusters Score: Raw -65480.979349 + Penalty 662.292410 = -64818.686939 nChanged 117 SP:Iteration 3F (1109.375607 sec): 3 clusters Score: Raw -65609.495681 + Penalty 662.292410 = -64947.203271 nChanged 103 SP:Iteration 4F (1109.379736 sec): 3 clusters Score: Raw -65709.782260 + Penalty 662.292410 = -65047.489850 nChanged 75 SP:Iteration 5F (1109.383788 sec): 3 clusters Score: Raw -65787.322999 + Penalty 662.292410 = -65125.030589 nChanged 61 SP:Iteration 6Q (1109.387820 sec): 3 clusters Score: Raw -65843.646323 + Penalty 662.292410 = -65181.353913 nChanged 37 SP:Iteration 7Q (1109.391900 sec): 3 clusters Score: Raw -65868.007110 + Penalty 662.292410 = -65205.714700 nChanged 19 SP:Iteration 8Q (1109.395953 sec): 3 clusters Score: Raw -65879.670872 + Penalty 662.292410 = -65217.378462 nChanged 9 SP:Iteration 9Q (1109.399998 sec): 3 clusters Score: Raw -65884.368009 + Penalty 662.292410 = -65222.075598 nChanged 10 SP:Iteration 10Q (1109.404045 sec): 3 clusters Score: Raw -65891.942672 + Penalty 662.292410 = -65229.650262 nChanged 7 SP:Iteration 11Q (1109.408119 sec): 3 clusters Score: Raw -65895.712055 + Penalty 662.292410 = -65233.419645 nChanged 10 SP:Iteration 12Q (1109.412166 sec): 3 clusters Score: Raw -65901.872257 + Penalty 662.292410 = -65239.579847 nChanged 10 SP:Iteration 13Q (1109.416202 sec): 3 clusters Score: Raw -65908.986354 + Penalty 662.292410 = -65246.693944 nChanged 11 SP:Iteration 14Q (1109.420224 sec): 3 clusters Score: Raw -65913.534521 + Penalty 662.292410 = -65251.242111 nChanged 7 SP:Iteration 15Q (1109.424235 sec): 3 clusters Score: Raw -65916.313302 + Penalty 662.292410 = -65254.020892 nChanged 2 SP:Iteration 16Q (1109.428243 sec): 3 clusters Score: Raw -65917.756060 + Penalty 662.292410 = -65255.463650 nChanged 3 SP:Iteration 17Q (1109.432258 sec): 3 clusters Score: Raw -65919.165706 + Penalty 662.292410 = -65256.873296 nChanged 4 SP:Iteration 18Q (1109.436260 sec): 3 clusters Score: Raw -65920.383701 + Penalty 662.292410 = -65258.091291 nChanged 2 SP:Iteration 19Q (1109.440301 sec): 3 clusters Score: Raw -65921.497215 + Penalty 662.292410 = -65259.204805 nChanged 2 SP:Iteration 20F (1109.444344 sec): 3 clusters Score: Raw -65922.163857 + Penalty 662.292410 = -65259.871447 nChanged 4 SP:Iteration 21Q (1109.448350 sec): 3 clusters Score: Raw -65924.770857 + Penalty 662.292410 = -65262.478447 nChanged 4 SP:Iteration 22Q (1109.452350 sec): 3 clusters Score: Raw -65925.778621 + Penalty 662.292410 = -65263.486211 nChanged 1 SP:Iteration 23Q (1109.456319 sec): 3 clusters Score: Raw -65926.047406 + Penalty 662.292410 = -65263.754995 nChanged 0 SP:Iteration 24F (1109.460353 sec): 3 clusters Score: Raw -65926.047406 + Penalty 662.292410 = -65263.754995 nChanged 0 Trying to split cluster 26 (25459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.490581 sec): 2 clusters Score: Raw -1241862.357257 + Penalty 461.589519 = -1241400.767738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.526384 sec): 3 clusters Score: Raw -1225472.878977 + Penalty 923.179038 = -1224549.699939 nChanged 12061 SP:Iteration 1F (1109.558674 sec): 3 clusters Score: Raw -1232589.360991 + Penalty 923.179038 = -1231666.181952 nChanged 1371 SP:Iteration 2F (1109.591203 sec): 3 clusters Score: Raw -1233169.342875 + Penalty 923.179038 = -1232246.163837 nChanged 1369 SP:Iteration 3F (1109.623735 sec): 3 clusters Score: Raw -1233898.075847 + Penalty 923.179038 = -1232974.896809 nChanged 1490 SP:Iteration 4F (1109.656385 sec): 3 clusters Score: Raw -1234879.557701 + Penalty 923.179038 = -1233956.378663 nChanged 1617 SP:Iteration 5F (1109.688853 sec): 3 clusters Score: Raw -1236119.177079 + Penalty 923.179038 = -1235195.998041 nChanged 1562 SP:Iteration 6F (1109.721479 sec): 3 clusters Score: Raw -1237285.365977 + Penalty 923.179038 = -1236362.186939 nChanged 1313 SP:Iteration 7F (1109.767432 sec): 3 clusters Score: Raw -1238046.406390 + Penalty 923.179038 = -1237123.227352 nChanged 900 SP:Iteration 8Q (1109.809650 sec): 3 clusters Score: Raw -1238374.755288 + Penalty 923.179038 = -1237451.576250 nChanged 540 SP:Iteration 9Q (1109.842724 sec): 3 clusters Score: Raw -1238539.554126 + Penalty 923.179038 = -1237616.375088 nChanged 448 SP:Iteration 10Q (1109.875394 sec): 3 clusters Score: Raw -1238680.628100 + Penalty 923.179038 = -1237757.449062 nChanged 400 SP:Iteration 11Q (1109.907994 sec): 3 clusters Score: Raw -1238809.333208 + Penalty 923.179038 = -1237886.154170 nChanged 371 SP:Iteration 12Q (1109.940497 sec): 3 clusters Score: Raw -1238935.057588 + Penalty 923.179038 = -1238011.878550 nChanged 362 SP:Iteration 13Q (1109.973199 sec): 3 clusters Score: Raw -1239045.737887 + Penalty 923.179038 = -1238122.558849 nChanged 351 SP:Iteration 14Q (1110.005461 sec): 3 clusters Score: Raw -1239146.024280 + Penalty 923.179038 = -1238222.845242 nChanged 304 SP:Iteration 15Q (1110.037725 sec): 3 clusters Score: Raw -1239227.083099 + Penalty 923.179038 = -1238303.904061 nChanged 313 SP:Iteration 16Q (1110.070129 sec): 3 clusters Score: Raw -1239309.029649 + Penalty 923.179038 = -1238385.850611 nChanged 273 SP:Iteration 17Q (1110.102023 sec): 3 clusters Score: Raw -1239381.351469 + Penalty 923.179038 = -1238458.172431 nChanged 274 SP:Iteration 18Q (1110.134036 sec): 3 clusters Score: Raw -1239461.370234 + Penalty 923.179038 = -1238538.191196 nChanged 273 SP:Iteration 19Q (1110.166079 sec): 3 clusters Score: Raw -1239539.189499 + Penalty 923.179038 = -1238616.010461 nChanged 271 SP:Iteration 20F (1110.198497 sec): 3 clusters Score: Raw -1239613.651281 + Penalty 923.179038 = -1238690.472243 nChanged 283 SP:Iteration 21Q (1110.230833 sec): 3 clusters Score: Raw -1239687.153461 + Penalty 923.179038 = -1238763.974423 nChanged 266 SP:Iteration 22Q (1110.262619 sec): 3 clusters Score: Raw -1239748.221099 + Penalty 923.179038 = -1238825.042061 nChanged 248 SP:Iteration 23Q (1110.294747 sec): 3 clusters Score: Raw -1239801.970583 + Penalty 923.179038 = -1238878.791545 nChanged 230 SP:Iteration 24Q (1110.326811 sec): 3 clusters Score: Raw -1239853.515607 + Penalty 923.179038 = -1238930.336569 nChanged 240 SP:Iteration 25Q (1110.358883 sec): 3 clusters Score: Raw -1239907.515512 + Penalty 923.179038 = -1238984.336474 nChanged 238 SP:Iteration 26Q (1110.390828 sec): 3 clusters Score: Raw -1239963.103004 + Penalty 923.179038 = -1239039.923966 nChanged 242 SP:Iteration 27Q (1110.422764 sec): 3 clusters Score: Raw -1240020.887581 + Penalty 923.179038 = -1239097.708543 nChanged 263 SP:Iteration 28Q (1110.454740 sec): 3 clusters Score: Raw -1240090.541537 + Penalty 923.179038 = -1239167.362499 nChanged 289 SP:Iteration 29Q (1110.486797 sec): 3 clusters Score: Raw -1240167.859094 + Penalty 923.179038 = -1239244.680055 nChanged 291 SP:Iteration 30Q (1110.518459 sec): 3 clusters Score: Raw -1240248.802889 + Penalty 923.179038 = -1239325.623851 nChanged 278 SP:Iteration 31Q (1110.550481 sec): 3 clusters Score: Raw -1240326.510140 + Penalty 923.179038 = -1239403.331102 nChanged 258 SP:Iteration 32Q (1110.581938 sec): 3 clusters Score: Raw -1240398.096822 + Penalty 923.179038 = -1239474.917784 nChanged 250 SP:Iteration 33Q (1110.613642 sec): 3 clusters Score: Raw -1240469.529889 + Penalty 923.179038 = -1239546.350851 nChanged 258 SP:Iteration 34Q (1110.644838 sec): 3 clusters Score: Raw -1240547.229562 + Penalty 923.179038 = -1239624.050524 nChanged 256 SP:Iteration 35Q (1110.688857 sec): 3 clusters Score: Raw -1240624.511747 + Penalty 923.179038 = -1239701.332709 nChanged 226 SP:Iteration 36Q (1110.729716 sec): 3 clusters Score: Raw -1240696.450732 + Penalty 923.179038 = -1239773.271694 nChanged 244 SP:Iteration 37Q (1110.760552 sec): 3 clusters Score: Raw -1240786.844973 + Penalty 923.179038 = -1239863.665935 nChanged 262 SP:Iteration 38Q (1110.791547 sec): 3 clusters Score: Raw -1240894.451548 + Penalty 923.179038 = -1239971.272510 nChanged 280 SP:Iteration 39Q (1110.822398 sec): 3 clusters Score: Raw -1241017.416203 + Penalty 923.179038 = -1240094.237165 nChanged 282 SP:Iteration 40F (1110.854643 sec): 3 clusters Score: Raw -1241148.784139 + Penalty 923.179038 = -1240225.605101 nChanged 285 SP:Iteration 41Q (1110.885489 sec): 3 clusters Score: Raw -1241286.067958 + Penalty 923.179038 = -1240362.888920 nChanged 248 SP:Iteration 42Q (1110.915724 sec): 3 clusters Score: Raw -1241405.154934 + Penalty 923.179038 = -1240481.975896 nChanged 233 SP:Iteration 43Q (1110.945849 sec): 3 clusters Score: Raw -1241520.530061 + Penalty 923.179038 = -1240597.351023 nChanged 202 SP:Iteration 44Q (1110.975987 sec): 3 clusters Score: Raw -1241618.094873 + Penalty 923.179038 = -1240694.915835 nChanged 151 SP:Iteration 45Q (1111.006102 sec): 3 clusters Score: Raw -1241687.156953 + Penalty 923.179038 = -1240763.977915 nChanged 137 SP:Iteration 46Q (1111.036023 sec): 3 clusters Score: Raw -1241746.124232 + Penalty 923.179038 = -1240822.945194 nChanged 103 SP:Iteration 47Q (1111.065724 sec): 3 clusters Score: Raw -1241799.075468 + Penalty 923.179038 = -1240875.896430 nChanged 102 SP:Iteration 48Q (1111.095249 sec): 3 clusters Score: Raw -1241851.902847 + Penalty 923.179038 = -1240928.723809 nChanged 72 SP:Iteration 49Q (1111.124896 sec): 3 clusters Score: Raw -1241883.729162 + Penalty 923.179038 = -1240960.550124 nChanged 55 SP:Iteration 50Q (1111.154536 sec): 3 clusters Score: Raw -1241903.623410 + Penalty 923.179038 = -1240980.444372 nChanged 33 SP:Iteration 51Q (1111.188839 sec): 3 clusters Score: Raw -1241914.636236 + Penalty 923.179038 = -1240991.457198 nChanged 31 SP:Iteration 52Q (1111.218320 sec): 3 clusters Score: Raw -1241921.402053 + Penalty 923.179038 = -1240998.223015 nChanged 21 SP:Iteration 53Q (1111.247733 sec): 3 clusters Score: Raw -1241925.895345 + Penalty 923.179038 = -1241002.716307 nChanged 14 SP:Iteration 54Q (1111.277243 sec): 3 clusters Score: Raw -1241929.625186 + Penalty 923.179038 = -1241006.446148 nChanged 17 SP:Iteration 55Q (1111.306791 sec): 3 clusters Score: Raw -1241933.788886 + Penalty 923.179038 = -1241010.609848 nChanged 12 SP:Iteration 56Q (1111.336286 sec): 3 clusters Score: Raw -1241938.448314 + Penalty 923.179038 = -1241015.269276 nChanged 12 SP:Iteration 57Q (1111.365743 sec): 3 clusters Score: Raw -1241942.139626 + Penalty 923.179038 = -1241018.960588 nChanged 15 SP:Iteration 58Q (1111.395464 sec): 3 clusters Score: Raw -1241945.020169 + Penalty 923.179038 = -1241021.841130 nChanged 5 SP:Iteration 59Q (1111.424765 sec): 3 clusters Score: Raw -1241946.071706 + Penalty 923.179038 = -1241022.892668 nChanged 5 SP:Iteration 60F (1111.456843 sec): 3 clusters Score: Raw -1241948.066710 + Penalty 923.179038 = -1241024.887672 nChanged 8 SP:Iteration 61Q (1111.486561 sec): 3 clusters Score: Raw -1241950.056106 + Penalty 923.179038 = -1241026.877068 nChanged 6 SP:Iteration 62Q (1111.516081 sec): 3 clusters Score: Raw -1241951.126987 + Penalty 923.179038 = -1241027.947949 nChanged 2 SP:Iteration 63Q (1111.545500 sec): 3 clusters Score: Raw -1241951.832269 + Penalty 923.179038 = -1241028.653231 nChanged 5 SP:Iteration 64Q (1111.574989 sec): 3 clusters Score: Raw -1241953.717856 + Penalty 923.179038 = -1241030.538817 nChanged 6 SP:Iteration 65Q (1111.604473 sec): 3 clusters Score: Raw -1241955.609542 + Penalty 923.179038 = -1241032.430504 nChanged 7 SP:Iteration 66Q (1111.633951 sec): 3 clusters Score: Raw -1241958.641336 + Penalty 923.179038 = -1241035.462298 nChanged 10 SP:Iteration 67Q (1111.663477 sec): 3 clusters Score: Raw -1241961.769741 + Penalty 923.179038 = -1241038.590703 nChanged 7 SP:Iteration 68Q (1111.692937 sec): 3 clusters Score: Raw -1241964.135970 + Penalty 923.179038 = -1241040.956932 nChanged 6 SP:Iteration 69Q (1111.722619 sec): 3 clusters Score: Raw -1241966.642386 + Penalty 923.179038 = -1241043.463348 nChanged 7 SP:Iteration 70Q (1111.752378 sec): 3 clusters Score: Raw -1241969.268490 + Penalty 923.179038 = -1241046.089452 nChanged 8 SP:Iteration 71Q (1111.781661 sec): 3 clusters Score: Raw -1241972.274978 + Penalty 923.179038 = -1241049.095940 nChanged 6 SP:Iteration 72Q (1111.811196 sec): 3 clusters Score: Raw -1241974.218483 + Penalty 923.179038 = -1241051.039445 nChanged 5 SP:Iteration 73Q (1111.840591 sec): 3 clusters Score: Raw -1241975.192729 + Penalty 923.179038 = -1241052.013691 nChanged 2 SP:Iteration 74Q (1111.870151 sec): 3 clusters Score: Raw -1241975.440174 + Penalty 923.179038 = -1241052.261136 nChanged 0 SP:Iteration 75F (1111.902171 sec): 3 clusters Score: Raw -1241975.440174 + Penalty 923.179038 = -1241052.261136 nChanged 0 Trying to split cluster 27 (10860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.920816 sec): 2 clusters Score: Raw -505297.334446 + Penalty 422.824293 = -504874.510153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.943026 sec): 3 clusters Score: Raw -498436.424872 + Penalty 845.648585 = -497590.776287 nChanged 5078 SP:Iteration 1F (1111.964467 sec): 3 clusters Score: Raw -501504.734114 + Penalty 845.648585 = -500659.085529 nChanged 582 SP:Iteration 2F (1111.985740 sec): 3 clusters Score: Raw -501750.091410 + Penalty 845.648585 = -500904.442825 nChanged 575 SP:Iteration 3F (1112.007152 sec): 3 clusters Score: Raw -502072.901527 + Penalty 845.648585 = -501227.252942 nChanged 669 SP:Iteration 4F (1112.028782 sec): 3 clusters Score: Raw -502511.121668 + Penalty 845.648585 = -501665.473083 nChanged 674 SP:Iteration 5F (1112.050126 sec): 3 clusters Score: Raw -503012.239167 + Penalty 845.648585 = -502166.590582 nChanged 635 SP:Iteration 6F (1112.095510 sec): 3 clusters Score: Raw -503458.786655 + Penalty 845.648585 = -502613.138070 nChanged 551 SP:Iteration 7F (1112.124274 sec): 3 clusters Score: Raw -503767.256268 + Penalty 845.648585 = -502921.607683 nChanged 424 SP:Iteration 8Q (1112.145702 sec): 3 clusters Score: Raw -503948.192061 + Penalty 845.648585 = -503102.543476 nChanged 263 SP:Iteration 9Q (1112.167192 sec): 3 clusters Score: Raw -504030.258885 + Penalty 845.648585 = -503184.610300 nChanged 191 SP:Iteration 10Q (1112.188760 sec): 3 clusters Score: Raw -504085.880400 + Penalty 845.648585 = -503240.231815 nChanged 182 SP:Iteration 11Q (1112.210092 sec): 3 clusters Score: Raw -504144.826732 + Penalty 845.648585 = -503299.178147 nChanged 187 SP:Iteration 12Q (1112.235464 sec): 3 clusters Score: Raw -504210.273620 + Penalty 845.648585 = -503364.625035 nChanged 184 SP:Iteration 13Q (1112.256885 sec): 3 clusters Score: Raw -504279.303873 + Penalty 845.648585 = -503433.655288 nChanged 200 SP:Iteration 14Q (1112.278144 sec): 3 clusters Score: Raw -504352.360956 + Penalty 845.648585 = -503506.712371 nChanged 194 SP:Iteration 15Q (1112.299458 sec): 3 clusters Score: Raw -504423.682024 + Penalty 845.648585 = -503578.033439 nChanged 201 SP:Iteration 16Q (1112.320874 sec): 3 clusters Score: Raw -504515.421971 + Penalty 845.648585 = -503669.773386 nChanged 210 SP:Iteration 17Q (1112.342034 sec): 3 clusters Score: Raw -504623.215799 + Penalty 845.648585 = -503777.567214 nChanged 193 SP:Iteration 18Q (1112.363250 sec): 3 clusters Score: Raw -504738.771236 + Penalty 845.648585 = -503893.122651 nChanged 174 SP:Iteration 19Q (1112.384294 sec): 3 clusters Score: Raw -504833.998170 + Penalty 845.648585 = -503988.349585 nChanged 156 SP:Iteration 20F (1112.405613 sec): 3 clusters Score: Raw -504905.544753 + Penalty 845.648585 = -504059.896168 nChanged 153 SP:Iteration 21Q (1112.426563 sec): 3 clusters Score: Raw -504974.941248 + Penalty 845.648585 = -504129.292663 nChanged 118 SP:Iteration 22Q (1112.447954 sec): 3 clusters Score: Raw -505021.783625 + Penalty 845.648585 = -504176.135040 nChanged 115 SP:Iteration 23Q (1112.468924 sec): 3 clusters Score: Raw -505064.789447 + Penalty 845.648585 = -504219.140862 nChanged 106 SP:Iteration 24Q (1112.489903 sec): 3 clusters Score: Raw -505098.875601 + Penalty 845.648585 = -504253.227016 nChanged 77 SP:Iteration 25Q (1112.510969 sec): 3 clusters Score: Raw -505119.408416 + Penalty 845.648585 = -504273.759831 nChanged 75 SP:Iteration 26Q (1112.531853 sec): 3 clusters Score: Raw -505138.996905 + Penalty 845.648585 = -504293.348320 nChanged 60 SP:Iteration 27Q (1112.552800 sec): 3 clusters Score: Raw -505155.054555 + Penalty 845.648585 = -504309.405970 nChanged 61 SP:Iteration 28Q (1112.573709 sec): 3 clusters Score: Raw -505172.561312 + Penalty 845.648585 = -504326.912727 nChanged 50 SP:Iteration 29Q (1112.594902 sec): 3 clusters Score: Raw -505187.164138 + Penalty 845.648585 = -504341.515553 nChanged 50 SP:Iteration 30Q (1112.615900 sec): 3 clusters Score: Raw -505201.437499 + Penalty 845.648585 = -504355.788914 nChanged 42 SP:Iteration 31Q (1112.636711 sec): 3 clusters Score: Raw -505209.318441 + Penalty 845.648585 = -504363.669856 nChanged 35 SP:Iteration 32Q (1112.657692 sec): 3 clusters Score: Raw -505215.919396 + Penalty 845.648585 = -504370.270811 nChanged 34 SP:Iteration 33Q (1112.678595 sec): 3 clusters Score: Raw -505221.163165 + Penalty 845.648585 = -504375.514580 nChanged 32 SP:Iteration 34Q (1112.699654 sec): 3 clusters Score: Raw -505225.481389 + Penalty 845.648585 = -504379.832804 nChanged 29 SP:Iteration 35Q (1112.720574 sec): 3 clusters Score: Raw -505230.759572 + Penalty 845.648585 = -504385.110987 nChanged 35 SP:Iteration 36Q (1112.741524 sec): 3 clusters Score: Raw -505238.831056 + Penalty 845.648585 = -504393.182471 nChanged 38 SP:Iteration 37Q (1112.762280 sec): 3 clusters Score: Raw -505245.574027 + Penalty 845.648585 = -504399.925442 nChanged 33 SP:Iteration 38Q (1112.783228 sec): 3 clusters Score: Raw -505250.726108 + Penalty 845.648585 = -504405.077523 nChanged 29 SP:Iteration 39Q (1112.804081 sec): 3 clusters Score: Raw -505256.954392 + Penalty 845.648585 = -504411.305807 nChanged 32 SP:Iteration 40F (1112.825250 sec): 3 clusters Score: Raw -505262.797082 + Penalty 845.648585 = -504417.148497 nChanged 29 SP:Iteration 41Q (1112.846314 sec): 3 clusters Score: Raw -505268.677176 + Penalty 845.648585 = -504423.028591 nChanged 23 SP:Iteration 42Q (1112.867134 sec): 3 clusters Score: Raw -505272.765676 + Penalty 845.648585 = -504427.117091 nChanged 15 SP:Iteration 43Q (1112.888057 sec): 3 clusters Score: Raw -505274.642044 + Penalty 845.648585 = -504428.993459 nChanged 11 SP:Iteration 44Q (1112.945849 sec): 3 clusters Score: Raw -505276.108642 + Penalty 845.648585 = -504430.460057 nChanged 5 SP:Iteration 45Q (1113.003351 sec): 3 clusters Score: Raw -505276.825415 + Penalty 845.648585 = -504431.176830 nChanged 10 SP:Iteration 46Q (1113.058840 sec): 3 clusters Score: Raw -505278.066853 + Penalty 845.648585 = -504432.418268 nChanged 10 SP:Iteration 47Q (1113.102647 sec): 3 clusters Score: Raw -505279.397857 + Penalty 845.648585 = -504433.749272 nChanged 11 SP:Iteration 48Q (1113.123400 sec): 3 clusters Score: Raw -505280.840490 + Penalty 845.648585 = -504435.191905 nChanged 13 SP:Iteration 49Q (1113.144069 sec): 3 clusters Score: Raw -505283.999141 + Penalty 845.648585 = -504438.350556 nChanged 25 SP:Iteration 50Q (1113.164822 sec): 3 clusters Score: Raw -505289.821046 + Penalty 845.648585 = -504444.172461 nChanged 17 SP:Iteration 51Q (1113.185636 sec): 3 clusters Score: Raw -505292.455612 + Penalty 845.648585 = -504446.807027 nChanged 14 SP:Iteration 52Q (1113.206402 sec): 3 clusters Score: Raw -505295.019565 + Penalty 845.648585 = -504449.370980 nChanged 18 SP:Iteration 53Q (1113.227245 sec): 3 clusters Score: Raw -505297.319660 + Penalty 845.648585 = -504451.671075 nChanged 14 SP:Iteration 54Q (1113.247943 sec): 3 clusters Score: Raw -505300.202160 + Penalty 845.648585 = -504454.553575 nChanged 20 SP:Iteration 55Q (1113.268677 sec): 3 clusters Score: Raw -505305.927923 + Penalty 845.648585 = -504460.279338 nChanged 27 SP:Iteration 56Q (1113.289338 sec): 3 clusters Score: Raw -505315.331671 + Penalty 845.648585 = -504469.683086 nChanged 25 SP:Iteration 57Q (1113.310036 sec): 3 clusters Score: Raw -505322.071841 + Penalty 845.648585 = -504476.423256 nChanged 18 SP:Iteration 58Q (1113.330773 sec): 3 clusters Score: Raw -505325.783509 + Penalty 845.648585 = -504480.134924 nChanged 16 SP:Iteration 59Q (1113.351684 sec): 3 clusters Score: Raw -505329.739734 + Penalty 845.648585 = -504484.091149 nChanged 22 SP:Iteration 60F (1113.372933 sec): 3 clusters Score: Raw -505334.535252 + Penalty 845.648585 = -504488.886667 nChanged 19 SP:Iteration 61Q (1113.393591 sec): 3 clusters Score: Raw -505338.680572 + Penalty 845.648585 = -504493.031987 nChanged 18 SP:Iteration 62Q (1113.414246 sec): 3 clusters Score: Raw -505342.519592 + Penalty 845.648585 = -504496.871007 nChanged 17 SP:Iteration 63Q (1113.435054 sec): 3 clusters Score: Raw -505346.187739 + Penalty 845.648585 = -504500.539154 nChanged 20 SP:Iteration 64Q (1113.455980 sec): 3 clusters Score: Raw -505350.133880 + Penalty 845.648585 = -504504.485295 nChanged 15 SP:Iteration 65Q (1113.476652 sec): 3 clusters Score: Raw -505352.200762 + Penalty 845.648585 = -504506.552177 nChanged 10 SP:Iteration 66Q (1113.497411 sec): 3 clusters Score: Raw -505353.797885 + Penalty 845.648585 = -504508.149300 nChanged 7 SP:Iteration 67Q (1113.518109 sec): 3 clusters Score: Raw -505354.361559 + Penalty 845.648585 = -504508.712974 nChanged 2 SP:Iteration 68Q (1113.538811 sec): 3 clusters Score: Raw -505354.871242 + Penalty 845.648585 = -504509.222657 nChanged 2 SP:Iteration 69Q (1113.559440 sec): 3 clusters Score: Raw -505355.282711 + Penalty 845.648585 = -504509.634126 nChanged 7 SP:Iteration 70Q (1113.580112 sec): 3 clusters Score: Raw -505356.695150 + Penalty 845.648585 = -504511.046565 nChanged 4 SP:Iteration 71Q (1113.600810 sec): 3 clusters Score: Raw -505357.007996 + Penalty 845.648585 = -504511.359411 nChanged 2 SP:Iteration 72Q (1113.621441 sec): 3 clusters Score: Raw -505357.217487 + Penalty 845.648585 = -504511.568902 nChanged 0 SP:Iteration 73F (1113.642834 sec): 3 clusters Score: Raw -505357.217487 + Penalty 845.648585 = -504511.568902 nChanged 0 Trying to split cluster 28 (12461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.665798 sec): 2 clusters Score: Raw -581491.720960 + Penalty 429.081337 = -581062.639624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.689836 sec): 3 clusters Score: Raw -573697.281902 + Penalty 858.162673 = -572839.119229 nChanged 5742 SP:Iteration 1F (1113.712473 sec): 3 clusters Score: Raw -577034.418727 + Penalty 858.162673 = -576176.256054 nChanged 735 SP:Iteration 2F (1113.735265 sec): 3 clusters Score: Raw -577415.900341 + Penalty 858.162673 = -576557.737668 nChanged 822 SP:Iteration 3F (1113.758138 sec): 3 clusters Score: Raw -577944.822145 + Penalty 858.162673 = -577086.659472 nChanged 916 SP:Iteration 4F (1113.780759 sec): 3 clusters Score: Raw -578757.979119 + Penalty 858.162673 = -577899.816446 nChanged 1020 SP:Iteration 5F (1113.803371 sec): 3 clusters Score: Raw -579882.827392 + Penalty 858.162673 = -579024.664718 nChanged 844 SP:Iteration 6F (1113.825916 sec): 3 clusters Score: Raw -580659.636321 + Penalty 858.162673 = -579801.473648 nChanged 568 SP:Iteration 7Q (1113.848744 sec): 3 clusters Score: Raw -580989.192689 + Penalty 858.162673 = -580131.030016 nChanged 351 SP:Iteration 8Q (1113.871495 sec): 3 clusters Score: Raw -581155.521417 + Penalty 858.162673 = -580297.358744 nChanged 225 SP:Iteration 9Q (1113.894098 sec): 3 clusters Score: Raw -581259.265869 + Penalty 858.162673 = -580401.103196 nChanged 186 SP:Iteration 10Q (1113.916869 sec): 3 clusters Score: Raw -581387.466507 + Penalty 858.162673 = -580529.303834 nChanged 187 SP:Iteration 11Q (1113.939280 sec): 3 clusters Score: Raw -581511.603655 + Penalty 858.162673 = -580653.440982 nChanged 177 SP:Iteration 12Q (1113.961592 sec): 3 clusters Score: Raw -581615.638436 + Penalty 858.162673 = -580757.475763 nChanged 140 SP:Iteration 13Q (1113.984011 sec): 3 clusters Score: Raw -581680.829513 + Penalty 858.162673 = -580822.666840 nChanged 105 SP:Iteration 14Q (1114.006166 sec): 3 clusters Score: Raw -581718.792793 + Penalty 858.162673 = -580860.630120 nChanged 89 SP:Iteration 15Q (1114.028385 sec): 3 clusters Score: Raw -581743.372615 + Penalty 858.162673 = -580885.209942 nChanged 64 SP:Iteration 16Q (1114.050615 sec): 3 clusters Score: Raw -581755.684250 + Penalty 858.162673 = -580897.521577 nChanged 47 SP:Iteration 17Q (1114.072961 sec): 3 clusters Score: Raw -581764.015800 + Penalty 858.162673 = -580905.853127 nChanged 50 SP:Iteration 18Q (1114.095218 sec): 3 clusters Score: Raw -581771.920306 + Penalty 858.162673 = -580913.757633 nChanged 56 SP:Iteration 19Q (1114.117469 sec): 3 clusters Score: Raw -581782.512750 + Penalty 858.162673 = -580924.350077 nChanged 55 SP:Iteration 20F (1114.140245 sec): 3 clusters Score: Raw -581795.277020 + Penalty 858.162673 = -580937.114347 nChanged 58 SP:Iteration 21Q (1114.162573 sec): 3 clusters Score: Raw -581806.752668 + Penalty 858.162673 = -580948.589995 nChanged 60 SP:Iteration 22Q (1114.184695 sec): 3 clusters Score: Raw -581820.230243 + Penalty 858.162673 = -580962.067570 nChanged 53 SP:Iteration 23Q (1114.206832 sec): 3 clusters Score: Raw -581829.347172 + Penalty 858.162673 = -580971.184498 nChanged 48 SP:Iteration 24Q (1114.229039 sec): 3 clusters Score: Raw -581835.492259 + Penalty 858.162673 = -580977.329586 nChanged 31 SP:Iteration 25Q (1114.251344 sec): 3 clusters Score: Raw -581838.453749 + Penalty 858.162673 = -580980.291076 nChanged 25 SP:Iteration 26Q (1114.273431 sec): 3 clusters Score: Raw -581840.562993 + Penalty 858.162673 = -580982.400319 nChanged 18 SP:Iteration 27Q (1114.295693 sec): 3 clusters Score: Raw -581842.037069 + Penalty 858.162673 = -580983.874396 nChanged 21 SP:Iteration 28Q (1114.318045 sec): 3 clusters Score: Raw -581844.147740 + Penalty 858.162673 = -580985.985067 nChanged 23 SP:Iteration 29Q (1114.340314 sec): 3 clusters Score: Raw -581846.736981 + Penalty 858.162673 = -580988.574308 nChanged 25 SP:Iteration 30Q (1114.362464 sec): 3 clusters Score: Raw -581849.370849 + Penalty 858.162673 = -580991.208176 nChanged 20 SP:Iteration 31Q (1114.384702 sec): 3 clusters Score: Raw -581851.257355 + Penalty 858.162673 = -580993.094682 nChanged 23 SP:Iteration 32Q (1114.407089 sec): 3 clusters Score: Raw -581853.943967 + Penalty 858.162673 = -580995.781293 nChanged 18 SP:Iteration 33Q (1114.429328 sec): 3 clusters Score: Raw -581855.591729 + Penalty 858.162673 = -580997.429055 nChanged 14 SP:Iteration 34Q (1114.451539 sec): 3 clusters Score: Raw -581856.833085 + Penalty 858.162673 = -580998.670412 nChanged 11 SP:Iteration 35Q (1114.473768 sec): 3 clusters Score: Raw -581857.444724 + Penalty 858.162673 = -580999.282051 nChanged 5 SP:Iteration 36Q (1114.496061 sec): 3 clusters Score: Raw -581857.598996 + Penalty 858.162673 = -580999.436323 nChanged 4 SP:Iteration 37Q (1114.518429 sec): 3 clusters Score: Raw -581857.706674 + Penalty 858.162673 = -580999.544001 nChanged 4 SP:Iteration 38Q (1114.540574 sec): 3 clusters Score: Raw -581857.919800 + Penalty 858.162673 = -580999.757127 nChanged 3 SP:Iteration 39Q (1114.562785 sec): 3 clusters Score: Raw -581858.111938 + Penalty 858.162673 = -580999.949265 nChanged 5 SP:Iteration 40F (1114.585640 sec): 3 clusters Score: Raw -581858.419839 + Penalty 858.162673 = -581000.257165 nChanged 7 SP:Iteration 41Q (1114.607829 sec): 3 clusters Score: Raw -581858.774612 + Penalty 858.162673 = -581000.611938 nChanged 4 SP:Iteration 42Q (1114.629958 sec): 3 clusters Score: Raw -581859.043878 + Penalty 858.162673 = -581000.881205 nChanged 5 SP:Iteration 43Q (1114.652141 sec): 3 clusters Score: Raw -581859.490156 + Penalty 858.162673 = -581001.327483 nChanged 6 SP:Iteration 44Q (1114.674493 sec): 3 clusters Score: Raw -581859.886406 + Penalty 858.162673 = -581001.723733 nChanged 10 SP:Iteration 45Q (1114.697006 sec): 3 clusters Score: Raw -581860.528812 + Penalty 858.162673 = -581002.366139 nChanged 8 SP:Iteration 46Q (1114.719371 sec): 3 clusters Score: Raw -581860.991764 + Penalty 858.162673 = -581002.829091 nChanged 6 SP:Iteration 47Q (1114.741711 sec): 3 clusters Score: Raw -581861.283777 + Penalty 858.162673 = -581003.121104 nChanged 7 SP:Iteration 48Q (1114.763991 sec): 3 clusters Score: Raw -581861.849898 + Penalty 858.162673 = -581003.687225 nChanged 6 SP:Iteration 49Q (1114.786350 sec): 3 clusters Score: Raw -581862.127445 + Penalty 858.162673 = -581003.964772 nChanged 4 SP:Iteration 50Q (1114.808532 sec): 3 clusters Score: Raw -581862.313236 + Penalty 858.162673 = -581004.150562 nChanged 5 SP:Iteration 51Q (1114.830746 sec): 3 clusters Score: Raw -581862.670733 + Penalty 858.162673 = -581004.508060 nChanged 7 SP:Iteration 52Q (1114.852896 sec): 3 clusters Score: Raw -581863.439584 + Penalty 858.162673 = -581005.276911 nChanged 8 SP:Iteration 53Q (1114.875075 sec): 3 clusters Score: Raw -581864.045559 + Penalty 858.162673 = -581005.882886 nChanged 7 SP:Iteration 54Q (1114.897395 sec): 3 clusters Score: Raw -581864.632104 + Penalty 858.162673 = -581006.469431 nChanged 7 SP:Iteration 55Q (1114.919618 sec): 3 clusters Score: Raw -581865.192376 + Penalty 858.162673 = -581007.029703 nChanged 7 SP:Iteration 56Q (1114.947803 sec): 3 clusters Score: Raw -581865.590509 + Penalty 858.162673 = -581007.427835 nChanged 8 SP:Iteration 57Q (1114.970080 sec): 3 clusters Score: Raw -581866.092918 + Penalty 858.162673 = -581007.930245 nChanged 9 SP:Iteration 58Q (1114.992323 sec): 3 clusters Score: Raw -581866.724072 + Penalty 858.162673 = -581008.561399 nChanged 8 SP:Iteration 59Q (1115.014413 sec): 3 clusters Score: Raw -581867.240623 + Penalty 858.162673 = -581009.077950 nChanged 6 SP:Iteration 60F (1115.037078 sec): 3 clusters Score: Raw -581867.981597 + Penalty 858.162673 = -581009.818924 nChanged 6 SP:Iteration 61Q (1115.104307 sec): 3 clusters Score: Raw -581868.392341 + Penalty 858.162673 = -581010.229668 nChanged 2 SP:Iteration 62Q (1115.125104 sec): 3 clusters Score: Raw -581868.467535 + Penalty 858.162673 = -581010.304862 nChanged 1 SP:Iteration 63Q (1115.147345 sec): 3 clusters Score: Raw -581868.513942 + Penalty 858.162673 = -581010.351269 nChanged 2 SP:Iteration 64Q (1115.169604 sec): 3 clusters Score: Raw -581868.557151 + Penalty 858.162673 = -581010.394478 nChanged 1 SP:Iteration 65Q (1115.191884 sec): 3 clusters Score: Raw -581868.619680 + Penalty 858.162673 = -581010.457007 nChanged 1 SP:Iteration 66Q (1115.214083 sec): 3 clusters Score: Raw -581868.672142 + Penalty 858.162673 = -581010.509469 nChanged 1 SP:Iteration 67Q (1115.236214 sec): 3 clusters Score: Raw -581868.735685 + Penalty 858.162673 = -581010.573011 nChanged 1 SP:Iteration 68Q (1115.258506 sec): 3 clusters Score: Raw -581868.769729 + Penalty 858.162673 = -581010.607055 nChanged 1 SP:Iteration 69Q (1115.280623 sec): 3 clusters Score: Raw -581868.819456 + Penalty 858.162673 = -581010.656783 nChanged 1 SP:Iteration 70Q (1115.302838 sec): 3 clusters Score: Raw -581868.841682 + Penalty 858.162673 = -581010.679009 nChanged 0 SP:Iteration 71F (1115.325613 sec): 3 clusters Score: Raw -581868.841682 + Penalty 858.162673 = -581010.679009 nChanged 0 Iteration 99Q (1117.464176 sec): 29 clusters Score: Raw -13970488.373601 + Penalty 16105.647264 = -13954382.726336 nChanged 1375 Iteration 100F (1120.258836 sec): 29 clusters Score: Raw -13970691.388995 + Penalty 16105.647264 = -13954585.741730 nChanged 1391 Iteration 101Q (1122.632705 sec): 29 clusters Score: Raw -13970849.136719 + Penalty 16105.647264 = -13954743.489455 nChanged 1366 Iteration 102Q (1124.775538 sec): 29 clusters Score: Raw -13970989.979583 + Penalty 16105.647264 = -13954884.332319 nChanged 1273 Iteration 103Q (1126.911707 sec): 29 clusters Score: Raw -13971113.080175 + Penalty 16105.647264 = -13955007.432910 nChanged 1175 Iteration 104Q (1129.062720 sec): 29 clusters Score: Raw -13971234.316494 + Penalty 16105.647264 = -13955128.669230 nChanged 1157 Iteration 105Q (1131.207806 sec): 29 clusters Score: Raw -13971352.848692 + Penalty 16105.647264 = -13955247.201428 nChanged 1135 Iteration 106Q (1133.366610 sec): 29 clusters Score: Raw -13971463.951179 + Penalty 16105.647264 = -13955358.303915 nChanged 1036 Iteration 107Q (1135.519830 sec): 29 clusters Score: Raw -13971561.349934 + Penalty 16105.647264 = -13955455.702670 nChanged 1022 Iteration 108Q (1137.674448 sec): 29 clusters Score: Raw -13971658.045980 + Penalty 16105.647264 = -13955552.398716 nChanged 974 Iteration 109Q (1139.809296 sec): 29 clusters Score: Raw -13971744.930066 + Penalty 16105.647264 = -13955639.282802 nChanged 898 Iteration 110Q (1142.185824 sec): 29 clusters Score: Raw -13971818.199074 + Penalty 16105.647264 = -13955712.551809 nChanged 804 Iteration 111Q (1144.457961 sec): 29 clusters Score: Raw -13971879.664890 + Penalty 16105.647264 = -13955774.017626 nChanged 760 Iteration 112Q (1146.600657 sec): 29 clusters Score: Raw -13971935.715997 + Penalty 16105.647264 = -13955830.068732 nChanged 684 Iteration 113Q (1148.729722 sec): 29 clusters Score: Raw -13971981.583442 + Penalty 16105.647264 = -13955875.936178 nChanged 613 Iteration 114Q (1150.859131 sec): 29 clusters Score: Raw -13972023.443173 + Penalty 16105.647264 = -13955917.795909 nChanged 589 Iteration 115Q (1152.994285 sec): 29 clusters Score: Raw -13972063.785637 + Penalty 16105.647264 = -13955958.138373 nChanged 575 Iteration 116Q (1155.123129 sec): 29 clusters Score: Raw -13972100.146171 + Penalty 16105.647264 = -13955994.498907 nChanged 475 Iteration 117Q (1157.248630 sec): 29 clusters Score: Raw -13972126.142427 + Penalty 16105.647264 = -13956020.495162 nChanged 431 Iteration 118Q (1159.525837 sec): 29 clusters Score: Raw -13972148.161037 + Penalty 16105.647264 = -13956042.513773 nChanged 396 Iteration 119Q (1161.654134 sec): 29 clusters Score: Raw -13972169.120554 + Penalty 16105.647264 = -13956063.473290 nChanged 341 Iteration 120F (1164.457560 sec): 29 clusters Score: Raw -13972186.026775 + Penalty 16105.647264 = -13956080.379511 nChanged 310 Iteration 121Q (1166.588857 sec): 29 clusters Score: Raw -13972200.827284 + Penalty 16105.647264 = -13956095.180020 nChanged 283 Iteration 122Q (1168.719796 sec): 29 clusters Score: Raw -13972214.007476 + Penalty 16105.647264 = -13956108.360212 nChanged 289 Iteration 123Q (1170.851134 sec): 29 clusters Score: Raw -13972227.990274 + Penalty 16105.647264 = -13956122.343009 nChanged 292 Iteration 124Q (1173.001831 sec): 29 clusters Score: Raw -13972240.751586 + Penalty 16105.647264 = -13956135.104322 nChanged 271 Iteration 125Q (1175.131841 sec): 29 clusters Score: Raw -13972252.894813 + Penalty 16105.647264 = -13956147.247548 nChanged 258 Iteration 126Q (1177.262638 sec): 29 clusters Score: Raw -13972263.046376 + Penalty 16105.647264 = -13956157.399112 nChanged 240 Iteration 127Q (1179.393675 sec): 29 clusters Score: Raw -13972271.609783 + Penalty 16105.647264 = -13956165.962519 nChanged 210 Iteration 128Q (1181.534206 sec): 29 clusters Score: Raw -13972277.496018 + Penalty 16105.647264 = -13956171.848754 nChanged 166 Iteration 129Q (1183.691009 sec): 29 clusters Score: Raw -13972283.284025 + Penalty 16105.647264 = -13956177.636761 nChanged 159 Iteration 130Q (1185.832790 sec): 29 clusters Score: Raw -13972289.438580 + Penalty 16105.647264 = -13956183.791315 nChanged 156 Iteration 131Q (1187.961562 sec): 29 clusters Score: Raw -13972294.675462 + Penalty 16105.647264 = -13956189.028198 nChanged 121 Iteration 132Q (1190.090871 sec): 29 clusters Score: Raw -13972299.432769 + Penalty 16105.647264 = -13956193.785505 nChanged 145 Iteration 133Q (1192.220744 sec): 29 clusters Score: Raw -13972304.397287 + Penalty 16105.647264 = -13956198.750023 nChanged 157 Iteration 134Q (1194.349745 sec): 29 clusters Score: Raw -13972309.866244 + Penalty 16105.647264 = -13956204.218980 nChanged 164 Iteration 135Q (1196.481043 sec): 29 clusters Score: Raw -13972316.654815 + Penalty 16105.647264 = -13956211.007551 nChanged 167 Iteration 136Q (1198.965083 sec): 29 clusters Score: Raw -13972323.329890 + Penalty 16105.647264 = -13956217.682626 nChanged 161 Iteration 137Q (1201.098948 sec): 29 clusters Score: Raw -13972327.919664 + Penalty 16105.647264 = -13956222.272400 nChanged 148 Iteration 138Q (1203.242317 sec): 29 clusters Score: Raw -13972332.413733 + Penalty 16105.647264 = -13956226.766468 nChanged 127 Writing temp clu file Because OldScore, -13956222.272400, is greater than current (better) Score,-13956226.766468 Compute initial score before splitting: Score: Raw -13972332.413733 + Penalty 16105.647264 = -13956226.766468 Trying to split cluster 1 (10350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.304637 sec): 2 clusters Score: Raw -502294.053040 + Penalty 420.635752 = -501873.417288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.326820 sec): 3 clusters Score: Raw -495725.898855 + Penalty 841.271504 = -494884.627352 nChanged 4845 SP:Iteration 1F (1203.347975 sec): 3 clusters Score: Raw -498745.129998 + Penalty 841.271504 = -497903.858494 nChanged 671 SP:Iteration 2F (1203.369100 sec): 3 clusters Score: Raw -499148.567831 + Penalty 841.271504 = -498307.296328 nChanged 682 SP:Iteration 3F (1203.390312 sec): 3 clusters Score: Raw -499701.152530 + Penalty 841.271504 = -498859.881026 nChanged 680 SP:Iteration 4F (1203.411462 sec): 3 clusters Score: Raw -500309.458761 + Penalty 841.271504 = -499468.187257 nChanged 585 SP:Iteration 5F (1203.432804 sec): 3 clusters Score: Raw -500695.080830 + Penalty 841.271504 = -499853.809326 nChanged 382 SP:Iteration 6Q (1203.453970 sec): 3 clusters Score: Raw -500848.448717 + Penalty 841.271504 = -500007.177213 nChanged 245 SP:Iteration 7Q (1203.475212 sec): 3 clusters Score: Raw -500918.977704 + Penalty 841.271504 = -500077.706201 nChanged 149 SP:Iteration 8Q (1203.496262 sec): 3 clusters Score: Raw -500956.178632 + Penalty 841.271504 = -500114.907129 nChanged 113 SP:Iteration 9Q (1203.517466 sec): 3 clusters Score: Raw -500981.886119 + Penalty 841.271504 = -500140.614615 nChanged 110 SP:Iteration 10Q (1203.538378 sec): 3 clusters Score: Raw -501008.604075 + Penalty 841.271504 = -500167.332571 nChanged 119 SP:Iteration 11Q (1203.559399 sec): 3 clusters Score: Raw -501042.096617 + Penalty 841.271504 = -500200.825113 nChanged 114 SP:Iteration 12Q (1203.580252 sec): 3 clusters Score: Raw -501069.969536 + Penalty 841.271504 = -500228.698032 nChanged 105 SP:Iteration 13Q (1203.601283 sec): 3 clusters Score: Raw -501097.082048 + Penalty 841.271504 = -500255.810544 nChanged 104 SP:Iteration 14Q (1203.622373 sec): 3 clusters Score: Raw -501122.623103 + Penalty 841.271504 = -500281.351600 nChanged 101 SP:Iteration 15Q (1203.643346 sec): 3 clusters Score: Raw -501150.642228 + Penalty 841.271504 = -500309.370724 nChanged 114 SP:Iteration 16Q (1203.664274 sec): 3 clusters Score: Raw -501182.455774 + Penalty 841.271504 = -500341.184270 nChanged 116 SP:Iteration 17Q (1203.685304 sec): 3 clusters Score: Raw -501216.502914 + Penalty 841.271504 = -500375.231410 nChanged 118 SP:Iteration 18Q (1203.706173 sec): 3 clusters Score: Raw -501257.119173 + Penalty 841.271504 = -500415.847669 nChanged 119 SP:Iteration 19Q (1203.727318 sec): 3 clusters Score: Raw -501297.055149 + Penalty 841.271504 = -500455.783645 nChanged 120 SP:Iteration 20F (1203.748345 sec): 3 clusters Score: Raw -501335.194244 + Penalty 841.271504 = -500493.922740 nChanged 123 SP:Iteration 21Q (1203.769423 sec): 3 clusters Score: Raw -501377.708764 + Penalty 841.271504 = -500536.437260 nChanged 132 SP:Iteration 22Q (1203.790319 sec): 3 clusters Score: Raw -501434.763974 + Penalty 841.271504 = -500593.492471 nChanged 118 SP:Iteration 23Q (1203.811166 sec): 3 clusters Score: Raw -501489.871743 + Penalty 841.271504 = -500648.600239 nChanged 137 SP:Iteration 24Q (1203.831987 sec): 3 clusters Score: Raw -501553.428114 + Penalty 841.271504 = -500712.156611 nChanged 143 SP:Iteration 25Q (1203.852941 sec): 3 clusters Score: Raw -501630.393672 + Penalty 841.271504 = -500789.122168 nChanged 164 SP:Iteration 26Q (1203.873779 sec): 3 clusters Score: Raw -501709.411031 + Penalty 841.271504 = -500868.139528 nChanged 157 SP:Iteration 27Q (1203.894646 sec): 3 clusters Score: Raw -501776.799149 + Penalty 841.271504 = -500935.527645 nChanged 118 SP:Iteration 28Q (1203.915365 sec): 3 clusters Score: Raw -501820.660586 + Penalty 841.271504 = -500979.389082 nChanged 103 SP:Iteration 29Q (1203.936138 sec): 3 clusters Score: Raw -501860.959356 + Penalty 841.271504 = -501019.687852 nChanged 95 SP:Iteration 30Q (1203.957014 sec): 3 clusters Score: Raw -501895.878081 + Penalty 841.271504 = -501054.606578 nChanged 98 SP:Iteration 31Q (1203.977844 sec): 3 clusters Score: Raw -501929.364570 + Penalty 841.271504 = -501088.093066 nChanged 108 SP:Iteration 32Q (1203.998536 sec): 3 clusters Score: Raw -501965.772318 + Penalty 841.271504 = -501124.500814 nChanged 105 SP:Iteration 33Q (1204.019195 sec): 3 clusters Score: Raw -501998.848925 + Penalty 841.271504 = -501157.577421 nChanged 90 SP:Iteration 34Q (1204.039884 sec): 3 clusters Score: Raw -502025.841872 + Penalty 841.271504 = -501184.570369 nChanged 70 SP:Iteration 35Q (1204.060646 sec): 3 clusters Score: Raw -502047.355747 + Penalty 841.271504 = -501206.084244 nChanged 69 SP:Iteration 36Q (1204.081629 sec): 3 clusters Score: Raw -502062.979496 + Penalty 841.271504 = -501221.707992 nChanged 64 SP:Iteration 37Q (1204.102295 sec): 3 clusters Score: Raw -502081.048589 + Penalty 841.271504 = -501239.777086 nChanged 79 SP:Iteration 38Q (1204.123093 sec): 3 clusters Score: Raw -502101.993223 + Penalty 841.271504 = -501260.721719 nChanged 73 SP:Iteration 39Q (1204.143723 sec): 3 clusters Score: Raw -502121.278325 + Penalty 841.271504 = -501280.006821 nChanged 65 SP:Iteration 40F (1204.164843 sec): 3 clusters Score: Raw -502137.364436 + Penalty 841.271504 = -501296.092933 nChanged 64 SP:Iteration 41Q (1204.185546 sec): 3 clusters Score: Raw -502153.969377 + Penalty 841.271504 = -501312.697873 nChanged 58 SP:Iteration 42Q (1204.206252 sec): 3 clusters Score: Raw -502169.683626 + Penalty 841.271504 = -501328.412123 nChanged 68 SP:Iteration 43Q (1204.227018 sec): 3 clusters Score: Raw -502190.397837 + Penalty 841.271504 = -501349.126334 nChanged 74 SP:Iteration 44Q (1204.247830 sec): 3 clusters Score: Raw -502216.757506 + Penalty 841.271504 = -501375.486003 nChanged 65 SP:Iteration 45Q (1204.268329 sec): 3 clusters Score: Raw -502237.543025 + Penalty 841.271504 = -501396.271521 nChanged 51 SP:Iteration 46Q (1204.288885 sec): 3 clusters Score: Raw -502251.483338 + Penalty 841.271504 = -501410.211835 nChanged 54 SP:Iteration 47Q (1204.309400 sec): 3 clusters Score: Raw -502263.432900 + Penalty 841.271504 = -501422.161396 nChanged 42 SP:Iteration 48Q (1204.330043 sec): 3 clusters Score: Raw -502273.521287 + Penalty 841.271504 = -501432.249784 nChanged 42 SP:Iteration 49Q (1204.350467 sec): 3 clusters Score: Raw -502286.149389 + Penalty 841.271504 = -501444.877886 nChanged 49 SP:Iteration 50Q (1204.370941 sec): 3 clusters Score: Raw -502300.762988 + Penalty 841.271504 = -501459.491485 nChanged 37 SP:Iteration 51Q (1204.391431 sec): 3 clusters Score: Raw -502311.036327 + Penalty 841.271504 = -501469.764823 nChanged 29 SP:Iteration 52Q (1204.411903 sec): 3 clusters Score: Raw -502318.523878 + Penalty 841.271504 = -501477.252374 nChanged 28 SP:Iteration 53Q (1204.432418 sec): 3 clusters Score: Raw -502325.391917 + Penalty 841.271504 = -501484.120413 nChanged 28 SP:Iteration 54Q (1204.452875 sec): 3 clusters Score: Raw -502333.132220 + Penalty 841.271504 = -501491.860716 nChanged 30 SP:Iteration 55Q (1204.473474 sec): 3 clusters Score: Raw -502341.578424 + Penalty 841.271504 = -501500.306920 nChanged 28 SP:Iteration 56Q (1204.494003 sec): 3 clusters Score: Raw -502348.030626 + Penalty 841.271504 = -501506.759123 nChanged 14 SP:Iteration 57Q (1204.514564 sec): 3 clusters Score: Raw -502352.349606 + Penalty 841.271504 = -501511.078103 nChanged 21 SP:Iteration 58Q (1204.534922 sec): 3 clusters Score: Raw -502361.189285 + Penalty 841.271504 = -501519.917782 nChanged 27 SP:Iteration 59Q (1204.555331 sec): 3 clusters Score: Raw -502370.681569 + Penalty 841.271504 = -501529.410065 nChanged 26 SP:Iteration 60F (1204.576501 sec): 3 clusters Score: Raw -502375.875865 + Penalty 841.271504 = -501534.604362 nChanged 19 SP:Iteration 61Q (1204.596893 sec): 3 clusters Score: Raw -502383.096502 + Penalty 841.271504 = -501541.824998 nChanged 22 SP:Iteration 62Q (1204.617285 sec): 3 clusters Score: Raw -502389.799670 + Penalty 841.271504 = -501548.528166 nChanged 15 SP:Iteration 63Q (1204.637807 sec): 3 clusters Score: Raw -502392.786578 + Penalty 841.271504 = -501551.515074 nChanged 16 SP:Iteration 64Q (1204.658402 sec): 3 clusters Score: Raw -502396.168269 + Penalty 841.271504 = -501554.896766 nChanged 9 SP:Iteration 65Q (1204.678781 sec): 3 clusters Score: Raw -502398.199136 + Penalty 841.271504 = -501556.927632 nChanged 10 SP:Iteration 66Q (1204.699226 sec): 3 clusters Score: Raw -502400.519654 + Penalty 841.271504 = -501559.248151 nChanged 9 SP:Iteration 67Q (1204.719636 sec): 3 clusters Score: Raw -502402.403301 + Penalty 841.271504 = -501561.131797 nChanged 12 SP:Iteration 68Q (1204.739981 sec): 3 clusters Score: Raw -502405.020419 + Penalty 841.271504 = -501563.748915 nChanged 10 SP:Iteration 69Q (1204.760396 sec): 3 clusters Score: Raw -502408.505202 + Penalty 841.271504 = -501567.233698 nChanged 10 SP:Iteration 70Q (1204.780883 sec): 3 clusters Score: Raw -502410.542031 + Penalty 841.271504 = -501569.270527 nChanged 6 SP:Iteration 71Q (1204.801211 sec): 3 clusters Score: Raw -502412.527326 + Penalty 841.271504 = -501571.255822 nChanged 9 SP:Iteration 72Q (1204.821507 sec): 3 clusters Score: Raw -502414.750988 + Penalty 841.271504 = -501573.479484 nChanged 3 SP:Iteration 73Q (1204.841814 sec): 3 clusters Score: Raw -502415.602718 + Penalty 841.271504 = -501574.331215 nChanged 5 SP:Iteration 74Q (1204.862286 sec): 3 clusters Score: Raw -502417.270242 + Penalty 841.271504 = -501575.998738 nChanged 6 SP:Iteration 75Q (1204.882654 sec): 3 clusters Score: Raw -502418.981385 + Penalty 841.271504 = -501577.709881 nChanged 9 SP:Iteration 76Q (1204.902967 sec): 3 clusters Score: Raw -502422.183959 + Penalty 841.271504 = -501580.912455 nChanged 9 SP:Iteration 77Q (1204.923401 sec): 3 clusters Score: Raw -502424.810652 + Penalty 841.271504 = -501583.539148 nChanged 9 SP:Iteration 78Q (1204.943731 sec): 3 clusters Score: Raw -502427.152346 + Penalty 841.271504 = -501585.880843 nChanged 9 SP:Iteration 79Q (1204.964184 sec): 3 clusters Score: Raw -502429.069328 + Penalty 841.271504 = -501587.797824 nChanged 7 SP:Iteration 80F (1204.985089 sec): 3 clusters Score: Raw -502430.311791 + Penalty 841.271504 = -501589.040287 nChanged 3 SP:Iteration 81Q (1205.005470 sec): 3 clusters Score: Raw -502431.138977 + Penalty 841.271504 = -501589.867473 nChanged 5 SP:Iteration 82Q (1205.025849 sec): 3 clusters Score: Raw -502432.622555 + Penalty 841.271504 = -501591.351052 nChanged 5 SP:Iteration 83Q (1205.046270 sec): 3 clusters Score: Raw -502433.827470 + Penalty 841.271504 = -501592.555966 nChanged 4 SP:Iteration 84Q (1205.066524 sec): 3 clusters Score: Raw -502435.205936 + Penalty 841.271504 = -501593.934432 nChanged 4 SP:Iteration 85Q (1205.086945 sec): 3 clusters Score: Raw -502436.355637 + Penalty 841.271504 = -501595.084133 nChanged 3 SP:Iteration 86Q (1205.107370 sec): 3 clusters Score: Raw -502436.995012 + Penalty 841.271504 = -501595.723508 nChanged 4 SP:Iteration 87Q (1205.127835 sec): 3 clusters Score: Raw -502438.029408 + Penalty 841.271504 = -501596.757905 nChanged 4 SP:Iteration 88Q (1205.148192 sec): 3 clusters Score: Raw -502439.933416 + Penalty 841.271504 = -501598.661912 nChanged 4 SP:Iteration 89Q (1205.168522 sec): 3 clusters Score: Raw -502440.908039 + Penalty 841.271504 = -501599.636536 nChanged 1 SP:Iteration 90Q (1205.188818 sec): 3 clusters Score: Raw -502441.084855 + Penalty 841.271504 = -501599.813351 nChanged 0 SP:Iteration 91F (1205.209809 sec): 3 clusters Score: Raw -502441.084855 + Penalty 841.271504 = -501599.813351 nChanged 0 Trying to split cluster 2 (2863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.224253 sec): 2 clusters Score: Raw -125309.168504 + Penalty 362.162951 = -124947.005552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.232888 sec): 3 clusters Score: Raw -123700.594531 + Penalty 724.325903 = -122976.268629 nChanged 1243 SP:Iteration 1F (1205.240579 sec): 3 clusters Score: Raw -124480.441601 + Penalty 724.325903 = -123756.115698 nChanged 243 SP:Iteration 2F (1205.248294 sec): 3 clusters Score: Raw -124765.569835 + Penalty 724.325903 = -124041.243932 nChanged 256 SP:Iteration 3F (1205.255942 sec): 3 clusters Score: Raw -125009.703294 + Penalty 724.325903 = -124285.377391 nChanged 204 SP:Iteration 4F (1205.263604 sec): 3 clusters Score: Raw -125160.783244 + Penalty 724.325903 = -124436.457341 nChanged 171 SP:Iteration 5F (1205.271277 sec): 3 clusters Score: Raw -125282.531691 + Penalty 724.325903 = -124558.205788 nChanged 125 SP:Iteration 6Q (1205.278951 sec): 3 clusters Score: Raw -125357.464599 + Penalty 724.325903 = -124633.138697 nChanged 89 SP:Iteration 7Q (1205.286687 sec): 3 clusters Score: Raw -125397.984900 + Penalty 724.325903 = -124673.658997 nChanged 63 SP:Iteration 8Q (1205.294414 sec): 3 clusters Score: Raw -125423.606470 + Penalty 724.325903 = -124699.280567 nChanged 52 SP:Iteration 9Q (1205.302139 sec): 3 clusters Score: Raw -125444.521241 + Penalty 724.325903 = -124720.195339 nChanged 53 SP:Iteration 10Q (1205.309827 sec): 3 clusters Score: Raw -125460.545571 + Penalty 724.325903 = -124736.219669 nChanged 41 SP:Iteration 11Q (1205.317523 sec): 3 clusters Score: Raw -125472.433434 + Penalty 724.325903 = -124748.107531 nChanged 32 SP:Iteration 12Q (1205.325218 sec): 3 clusters Score: Raw -125481.212451 + Penalty 724.325903 = -124756.886548 nChanged 28 SP:Iteration 13Q (1205.332935 sec): 3 clusters Score: Raw -125491.032062 + Penalty 724.325903 = -124766.706159 nChanged 29 SP:Iteration 14Q (1205.340668 sec): 3 clusters Score: Raw -125499.590411 + Penalty 724.325903 = -124775.264508 nChanged 22 SP:Iteration 15Q (1205.348380 sec): 3 clusters Score: Raw -125505.469036 + Penalty 724.325903 = -124781.143133 nChanged 18 SP:Iteration 16Q (1205.356124 sec): 3 clusters Score: Raw -125510.140709 + Penalty 724.325903 = -124785.814807 nChanged 23 SP:Iteration 17Q (1205.363833 sec): 3 clusters Score: Raw -125518.242787 + Penalty 724.325903 = -124793.916885 nChanged 27 SP:Iteration 18Q (1205.371510 sec): 3 clusters Score: Raw -125526.820848 + Penalty 724.325903 = -124802.494945 nChanged 28 SP:Iteration 19Q (1205.379177 sec): 3 clusters Score: Raw -125537.474960 + Penalty 724.325903 = -124813.149057 nChanged 32 SP:Iteration 20F (1205.386947 sec): 3 clusters Score: Raw -125548.156523 + Penalty 724.325903 = -124823.830621 nChanged 31 SP:Iteration 21Q (1205.394642 sec): 3 clusters Score: Raw -125556.803123 + Penalty 724.325903 = -124832.477220 nChanged 28 SP:Iteration 22Q (1205.402321 sec): 3 clusters Score: Raw -125563.880457 + Penalty 724.325903 = -124839.554554 nChanged 29 SP:Iteration 23Q (1205.410015 sec): 3 clusters Score: Raw -125571.119823 + Penalty 724.325903 = -124846.793921 nChanged 27 SP:Iteration 24Q (1205.417726 sec): 3 clusters Score: Raw -125577.174837 + Penalty 724.325903 = -124852.848935 nChanged 24 SP:Iteration 25Q (1205.425439 sec): 3 clusters Score: Raw -125581.344541 + Penalty 724.325903 = -124857.018638 nChanged 20 SP:Iteration 26Q (1205.433132 sec): 3 clusters Score: Raw -125584.412277 + Penalty 724.325903 = -124860.086374 nChanged 20 SP:Iteration 27Q (1205.440827 sec): 3 clusters Score: Raw -125588.363925 + Penalty 724.325903 = -124864.038022 nChanged 17 SP:Iteration 28Q (1205.448490 sec): 3 clusters Score: Raw -125591.760044 + Penalty 724.325903 = -124867.434141 nChanged 19 SP:Iteration 29Q (1205.456154 sec): 3 clusters Score: Raw -125595.729132 + Penalty 724.325903 = -124871.403230 nChanged 23 SP:Iteration 30Q (1205.463815 sec): 3 clusters Score: Raw -125601.242290 + Penalty 724.325903 = -124876.916387 nChanged 18 SP:Iteration 31Q (1205.471448 sec): 3 clusters Score: Raw -125604.986551 + Penalty 724.325903 = -124880.660648 nChanged 14 SP:Iteration 32Q (1205.479122 sec): 3 clusters Score: Raw -125607.561968 + Penalty 724.325903 = -124883.236065 nChanged 13 SP:Iteration 33Q (1205.486765 sec): 3 clusters Score: Raw -125609.628477 + Penalty 724.325903 = -124885.302575 nChanged 14 SP:Iteration 34Q (1205.494453 sec): 3 clusters Score: Raw -125612.071777 + Penalty 724.325903 = -124887.745875 nChanged 17 SP:Iteration 35Q (1205.502081 sec): 3 clusters Score: Raw -125615.495203 + Penalty 724.325903 = -124891.169300 nChanged 16 SP:Iteration 36Q (1205.509720 sec): 3 clusters Score: Raw -125619.243258 + Penalty 724.325903 = -124894.917355 nChanged 13 SP:Iteration 37Q (1205.517354 sec): 3 clusters Score: Raw -125621.914435 + Penalty 724.325903 = -124897.588532 nChanged 8 SP:Iteration 38Q (1205.525005 sec): 3 clusters Score: Raw -125623.138467 + Penalty 724.325903 = -124898.812564 nChanged 8 SP:Iteration 39Q (1205.532740 sec): 3 clusters Score: Raw -125624.452793 + Penalty 724.325903 = -124900.126890 nChanged 9 SP:Iteration 40F (1205.540406 sec): 3 clusters Score: Raw -125625.752634 + Penalty 724.325903 = -124901.426731 nChanged 10 SP:Iteration 41Q (1205.548039 sec): 3 clusters Score: Raw -125626.851513 + Penalty 724.325903 = -124902.525611 nChanged 6 SP:Iteration 42Q (1205.555706 sec): 3 clusters Score: Raw -125627.558924 + Penalty 724.325903 = -124903.233021 nChanged 5 SP:Iteration 43Q (1205.563307 sec): 3 clusters Score: Raw -125628.095197 + Penalty 724.325903 = -124903.769294 nChanged 5 SP:Iteration 44Q (1205.570934 sec): 3 clusters Score: Raw -125628.566028 + Penalty 724.325903 = -124904.240125 nChanged 1 SP:Iteration 45Q (1205.578589 sec): 3 clusters Score: Raw -125628.769530 + Penalty 724.325903 = -124904.443628 nChanged 2 SP:Iteration 46Q (1205.586262 sec): 3 clusters Score: Raw -125629.038369 + Penalty 724.325903 = -124904.712466 nChanged 2 SP:Iteration 47Q (1205.593877 sec): 3 clusters Score: Raw -125629.206093 + Penalty 724.325903 = -124904.880190 nChanged 1 SP:Iteration 48Q (1205.601470 sec): 3 clusters Score: Raw -125629.262846 + Penalty 724.325903 = -124904.936943 nChanged 1 SP:Iteration 49Q (1205.609097 sec): 3 clusters Score: Raw -125629.388811 + Penalty 724.325903 = -124905.062908 nChanged 1 SP:Iteration 50Q (1205.616723 sec): 3 clusters Score: Raw -125629.460473 + Penalty 724.325903 = -124905.134571 nChanged 1 SP:Iteration 51Q (1205.624339 sec): 3 clusters Score: Raw -125629.670499 + Penalty 724.325903 = -124905.344597 nChanged 1 SP:Iteration 52Q (1205.631967 sec): 3 clusters Score: Raw -125629.914394 + Penalty 724.325903 = -124905.588491 nChanged 3 SP:Iteration 53Q (1205.639612 sec): 3 clusters Score: Raw -125630.726017 + Penalty 724.325903 = -124906.400114 nChanged 5 SP:Iteration 54Q (1205.647206 sec): 3 clusters Score: Raw -125631.254037 + Penalty 724.325903 = -124906.928135 nChanged 2 SP:Iteration 55Q (1205.654836 sec): 3 clusters Score: Raw -125631.596867 + Penalty 724.325903 = -124907.270964 nChanged 7 SP:Iteration 56Q (1205.662468 sec): 3 clusters Score: Raw -125632.923062 + Penalty 724.325903 = -124908.597159 nChanged 9 SP:Iteration 57Q (1205.670118 sec): 3 clusters Score: Raw -125634.620255 + Penalty 724.325903 = -124910.294353 nChanged 8 SP:Iteration 58Q (1205.677699 sec): 3 clusters Score: Raw -125635.474601 + Penalty 724.325903 = -124911.148698 nChanged 6 SP:Iteration 59Q (1205.685367 sec): 3 clusters Score: Raw -125636.564171 + Penalty 724.325903 = -124912.238268 nChanged 11 SP:Iteration 60F (1205.693043 sec): 3 clusters Score: Raw -125638.355150 + Penalty 724.325903 = -124914.029247 nChanged 4 SP:Iteration 61Q (1205.700653 sec): 3 clusters Score: Raw -125639.094025 + Penalty 724.325903 = -124914.768122 nChanged 2 SP:Iteration 62Q (1205.708224 sec): 3 clusters Score: Raw -125639.297777 + Penalty 724.325903 = -124914.971874 nChanged 0 SP:Iteration 63F (1205.715927 sec): 3 clusters Score: Raw -125639.297777 + Penalty 724.325903 = -124914.971874 nChanged 0 Trying to split cluster 3 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.731335 sec): 2 clusters Score: Raw -183330.196711 + Penalty 375.057386 = -182955.139326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.742295 sec): 3 clusters Score: Raw -181103.516623 + Penalty 750.114772 = -180353.401852 nChanged 1685 SP:Iteration 1F (1205.752224 sec): 3 clusters Score: Raw -182147.237970 + Penalty 750.114772 = -181397.123199 nChanged 317 SP:Iteration 2F (1205.762048 sec): 3 clusters Score: Raw -182391.029248 + Penalty 750.114772 = -181640.914476 nChanged 295 SP:Iteration 3F (1205.771922 sec): 3 clusters Score: Raw -182611.014764 + Penalty 750.114772 = -181860.899992 nChanged 231 SP:Iteration 4F (1205.781923 sec): 3 clusters Score: Raw -182772.304361 + Penalty 750.114772 = -182022.189590 nChanged 178 SP:Iteration 5Q (1205.791839 sec): 3 clusters Score: Raw -182880.729717 + Penalty 750.114772 = -182130.614946 nChanged 138 SP:Iteration 6Q (1205.801718 sec): 3 clusters Score: Raw -182948.300699 + Penalty 750.114772 = -182198.185927 nChanged 102 SP:Iteration 7Q (1205.811609 sec): 3 clusters Score: Raw -183002.126015 + Penalty 750.114772 = -182252.011244 nChanged 103 SP:Iteration 8Q (1205.821439 sec): 3 clusters Score: Raw -183048.053275 + Penalty 750.114772 = -182297.938503 nChanged 91 SP:Iteration 9Q (1205.831246 sec): 3 clusters Score: Raw -183083.611578 + Penalty 750.114772 = -182333.496806 nChanged 64 SP:Iteration 10Q (1205.841034 sec): 3 clusters Score: Raw -183110.239023 + Penalty 750.114772 = -182360.124252 nChanged 53 SP:Iteration 11Q (1205.850831 sec): 3 clusters Score: Raw -183130.288772 + Penalty 750.114772 = -182380.174000 nChanged 56 SP:Iteration 12Q (1205.860567 sec): 3 clusters Score: Raw -183151.383474 + Penalty 750.114772 = -182401.268703 nChanged 38 SP:Iteration 13Q (1205.870278 sec): 3 clusters Score: Raw -183166.386421 + Penalty 750.114772 = -182416.271649 nChanged 46 SP:Iteration 14Q (1205.880000 sec): 3 clusters Score: Raw -183181.575764 + Penalty 750.114772 = -182431.460993 nChanged 37 SP:Iteration 15Q (1205.889666 sec): 3 clusters Score: Raw -183191.694009 + Penalty 750.114772 = -182441.579238 nChanged 35 SP:Iteration 16Q (1205.899404 sec): 3 clusters Score: Raw -183202.254604 + Penalty 750.114772 = -182452.139832 nChanged 31 SP:Iteration 17Q (1205.909092 sec): 3 clusters Score: Raw -183212.576712 + Penalty 750.114772 = -182462.461940 nChanged 38 SP:Iteration 18Q (1205.918745 sec): 3 clusters Score: Raw -183226.011601 + Penalty 750.114772 = -182475.896829 nChanged 34 SP:Iteration 19Q (1205.928423 sec): 3 clusters Score: Raw -183239.744627 + Penalty 750.114772 = -182489.629855 nChanged 27 SP:Iteration 20F (1205.938256 sec): 3 clusters Score: Raw -183248.676002 + Penalty 750.114772 = -182498.561230 nChanged 22 SP:Iteration 21Q (1205.947879 sec): 3 clusters Score: Raw -183253.525120 + Penalty 750.114772 = -182503.410348 nChanged 23 SP:Iteration 22Q (1205.957553 sec): 3 clusters Score: Raw -183260.476634 + Penalty 750.114772 = -182510.361862 nChanged 30 SP:Iteration 23Q (1205.967253 sec): 3 clusters Score: Raw -183272.232888 + Penalty 750.114772 = -182522.118116 nChanged 43 SP:Iteration 24Q (1205.976930 sec): 3 clusters Score: Raw -183290.835388 + Penalty 750.114772 = -182540.720616 nChanged 34 SP:Iteration 25Q (1205.986568 sec): 3 clusters Score: Raw -183305.265714 + Penalty 750.114772 = -182555.150943 nChanged 33 SP:Iteration 26Q (1205.996135 sec): 3 clusters Score: Raw -183321.404371 + Penalty 750.114772 = -182571.289599 nChanged 40 SP:Iteration 27Q (1206.005765 sec): 3 clusters Score: Raw -183351.537120 + Penalty 750.114772 = -182601.422348 nChanged 37 SP:Iteration 28Q (1206.015317 sec): 3 clusters Score: Raw -183375.572627 + Penalty 750.114772 = -182625.457856 nChanged 35 SP:Iteration 29Q (1206.024852 sec): 3 clusters Score: Raw -183397.499113 + Penalty 750.114772 = -182647.384341 nChanged 34 SP:Iteration 30Q (1206.034318 sec): 3 clusters Score: Raw -183410.697474 + Penalty 750.114772 = -182660.582702 nChanged 10 SP:Iteration 31Q (1206.043786 sec): 3 clusters Score: Raw -183415.657079 + Penalty 750.114772 = -182665.542307 nChanged 13 SP:Iteration 32Q (1206.053219 sec): 3 clusters Score: Raw -183421.944523 + Penalty 750.114772 = -182671.829751 nChanged 15 SP:Iteration 33Q (1206.062687 sec): 3 clusters Score: Raw -183427.591723 + Penalty 750.114772 = -182677.476952 nChanged 10 SP:Iteration 34Q (1206.072106 sec): 3 clusters Score: Raw -183432.079232 + Penalty 750.114772 = -182681.964460 nChanged 6 SP:Iteration 35Q (1206.081523 sec): 3 clusters Score: Raw -183433.702312 + Penalty 750.114772 = -182683.587541 nChanged 4 SP:Iteration 36Q (1206.090945 sec): 3 clusters Score: Raw -183434.882544 + Penalty 750.114772 = -182684.767773 nChanged 5 SP:Iteration 37Q (1206.100384 sec): 3 clusters Score: Raw -183435.826510 + Penalty 750.114772 = -182685.711739 nChanged 4 SP:Iteration 38Q (1206.109801 sec): 3 clusters Score: Raw -183436.875950 + Penalty 750.114772 = -182686.761179 nChanged 2 SP:Iteration 39Q (1206.141931 sec): 3 clusters Score: Raw -183437.290545 + Penalty 750.114772 = -182687.175774 nChanged 0 SP:Iteration 40F (1206.151919 sec): 3 clusters Score: Raw -183437.290545 + Penalty 750.114772 = -182687.175774 nChanged 0 Trying to split cluster 4 (37406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.193290 sec): 2 clusters Score: Raw -1847089.009628 + Penalty 479.096181 = -1846609.913447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.240902 sec): 3 clusters Score: Raw -1822659.812885 + Penalty 958.192362 = -1821701.620523 nChanged 17913 SP:Iteration 1F (1206.283039 sec): 3 clusters Score: Raw -1833535.361501 + Penalty 958.192362 = -1832577.169139 nChanged 2171 SP:Iteration 2F (1206.325498 sec): 3 clusters Score: Raw -1834657.448600 + Penalty 958.192362 = -1833699.256238 nChanged 2484 SP:Iteration 3F (1206.367469 sec): 3 clusters Score: Raw -1836242.663970 + Penalty 958.192362 = -1835284.471607 nChanged 2657 SP:Iteration 4F (1206.409492 sec): 3 clusters Score: Raw -1838230.183808 + Penalty 958.192362 = -1837271.991446 nChanged 2458 SP:Iteration 5F (1206.452130 sec): 3 clusters Score: Raw -1840206.085305 + Penalty 958.192362 = -1839247.892943 nChanged 2033 SP:Iteration 6F (1206.494263 sec): 3 clusters Score: Raw -1841973.858523 + Penalty 958.192362 = -1841015.666161 nChanged 1592 SP:Iteration 7Q (1206.537417 sec): 3 clusters Score: Raw -1843297.126903 + Penalty 958.192362 = -1842338.934541 nChanged 1142 SP:Iteration 8Q (1206.579546 sec): 3 clusters Score: Raw -1844115.007562 + Penalty 958.192362 = -1843156.815200 nChanged 847 SP:Iteration 9Q (1206.621198 sec): 3 clusters Score: Raw -1844644.026724 + Penalty 958.192362 = -1843685.834361 nChanged 707 SP:Iteration 10Q (1206.662864 sec): 3 clusters Score: Raw -1845069.173193 + Penalty 958.192362 = -1844110.980831 nChanged 658 SP:Iteration 11Q (1206.704270 sec): 3 clusters Score: Raw -1845481.831403 + Penalty 958.192362 = -1844523.639040 nChanged 594 SP:Iteration 12Q (1206.745371 sec): 3 clusters Score: Raw -1845865.524531 + Penalty 958.192362 = -1844907.332169 nChanged 512 SP:Iteration 13Q (1206.785885 sec): 3 clusters Score: Raw -1846232.133585 + Penalty 958.192362 = -1845273.941222 nChanged 442 SP:Iteration 14Q (1206.825227 sec): 3 clusters Score: Raw -1846567.761082 + Penalty 958.192362 = -1845609.568720 nChanged 320 SP:Iteration 15Q (1206.864339 sec): 3 clusters Score: Raw -1846816.747610 + Penalty 958.192362 = -1845858.555248 nChanged 213 SP:Iteration 16Q (1206.903344 sec): 3 clusters Score: Raw -1846973.760225 + Penalty 958.192362 = -1846015.567862 nChanged 128 SP:Iteration 17Q (1206.942318 sec): 3 clusters Score: Raw -1847072.430308 + Penalty 958.192362 = -1846114.237946 nChanged 66 SP:Iteration 18Q (1206.980972 sec): 3 clusters Score: Raw -1847119.146613 + Penalty 958.192362 = -1846160.954251 nChanged 45 SP:Iteration 19Q (1207.019672 sec): 3 clusters Score: Raw -1847158.837086 + Penalty 958.192362 = -1846200.644724 nChanged 31 SP:Iteration 20F (1207.060842 sec): 3 clusters Score: Raw -1847183.764039 + Penalty 958.192362 = -1846225.571677 nChanged 25 SP:Iteration 21Q (1207.099797 sec): 3 clusters Score: Raw -1847203.609440 + Penalty 958.192362 = -1846245.417077 nChanged 17 SP:Iteration 22Q (1207.138742 sec): 3 clusters Score: Raw -1847214.764981 + Penalty 958.192362 = -1846256.572618 nChanged 13 SP:Iteration 23Q (1207.177626 sec): 3 clusters Score: Raw -1847219.638075 + Penalty 958.192362 = -1846261.445713 nChanged 14 SP:Iteration 24Q (1207.216387 sec): 3 clusters Score: Raw -1847229.577411 + Penalty 958.192362 = -1846271.385049 nChanged 12 SP:Iteration 25Q (1207.255206 sec): 3 clusters Score: Raw -1847237.354367 + Penalty 958.192362 = -1846279.162004 nChanged 10 SP:Iteration 26Q (1207.294061 sec): 3 clusters Score: Raw -1847242.743825 + Penalty 958.192362 = -1846284.551463 nChanged 9 SP:Iteration 27Q (1207.332888 sec): 3 clusters Score: Raw -1847249.906745 + Penalty 958.192362 = -1846291.714383 nChanged 9 SP:Iteration 28Q (1207.371734 sec): 3 clusters Score: Raw -1847253.152573 + Penalty 958.192362 = -1846294.960211 nChanged 4 SP:Iteration 29Q (1207.410706 sec): 3 clusters Score: Raw -1847254.418206 + Penalty 958.192362 = -1846296.225844 nChanged 2 SP:Iteration 30Q (1207.449405 sec): 3 clusters Score: Raw -1847254.590816 + Penalty 958.192362 = -1846296.398454 nChanged 2 SP:Iteration 31Q (1207.488309 sec): 3 clusters Score: Raw -1847255.803221 + Penalty 958.192362 = -1846297.610859 nChanged 4 SP:Iteration 32Q (1207.527084 sec): 3 clusters Score: Raw -1847256.835411 + Penalty 958.192362 = -1846298.643049 nChanged 1 SP:Iteration 33Q (1207.566083 sec): 3 clusters Score: Raw -1847256.951262 + Penalty 958.192362 = -1846298.758900 nChanged 0 SP:Iteration 34F (1207.607628 sec): 3 clusters Score: Raw -1847256.951262 + Penalty 958.192362 = -1846298.758900 nChanged 0 Trying to split cluster 5 (15251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.625704 sec): 2 clusters Score: Raw -672745.421583 + Penalty 438.274216 = -672307.147367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.652157 sec): 3 clusters Score: Raw -663047.382800 + Penalty 876.548432 = -662170.834368 nChanged 7224 SP:Iteration 1F (1207.677138 sec): 3 clusters Score: Raw -667634.914439 + Penalty 876.548432 = -666758.366006 nChanged 1141 SP:Iteration 2F (1207.701794 sec): 3 clusters Score: Raw -668333.795449 + Penalty 876.548432 = -667457.247017 nChanged 1119 SP:Iteration 3F (1207.726482 sec): 3 clusters Score: Raw -669110.469762 + Penalty 876.548432 = -668233.921330 nChanged 1080 SP:Iteration 4F (1207.751222 sec): 3 clusters Score: Raw -669939.067851 + Penalty 876.548432 = -669062.519419 nChanged 908 SP:Iteration 5F (1207.775888 sec): 3 clusters Score: Raw -670682.600321 + Penalty 876.548432 = -669806.051889 nChanged 805 SP:Iteration 6F (1207.800689 sec): 3 clusters Score: Raw -671360.625037 + Penalty 876.548432 = -670484.076605 nChanged 646 SP:Iteration 7Q (1207.825547 sec): 3 clusters Score: Raw -671837.409644 + Penalty 876.548432 = -670960.861212 nChanged 477 SP:Iteration 8Q (1207.850420 sec): 3 clusters Score: Raw -672166.936532 + Penalty 876.548432 = -671290.388099 nChanged 377 SP:Iteration 9Q (1207.875132 sec): 3 clusters Score: Raw -672464.596650 + Penalty 876.548432 = -671588.048218 nChanged 321 SP:Iteration 10Q (1207.899660 sec): 3 clusters Score: Raw -672708.932175 + Penalty 876.548432 = -671832.383743 nChanged 278 SP:Iteration 11Q (1207.923998 sec): 3 clusters Score: Raw -672901.963045 + Penalty 876.548432 = -672025.414613 nChanged 223 SP:Iteration 12Q (1207.948233 sec): 3 clusters Score: Raw -673007.278532 + Penalty 876.548432 = -672130.730099 nChanged 156 SP:Iteration 13Q (1207.972555 sec): 3 clusters Score: Raw -673061.708924 + Penalty 876.548432 = -672185.160492 nChanged 126 SP:Iteration 14Q (1207.997033 sec): 3 clusters Score: Raw -673092.304720 + Penalty 876.548432 = -672215.756287 nChanged 88 SP:Iteration 15Q (1208.021324 sec): 3 clusters Score: Raw -673108.403825 + Penalty 876.548432 = -672231.855393 nChanged 60 SP:Iteration 16Q (1208.045619 sec): 3 clusters Score: Raw -673116.983915 + Penalty 876.548432 = -672240.435483 nChanged 46 SP:Iteration 17Q (1208.070035 sec): 3 clusters Score: Raw -673123.333571 + Penalty 876.548432 = -672246.785138 nChanged 39 SP:Iteration 18Q (1208.094253 sec): 3 clusters Score: Raw -673127.087902 + Penalty 876.548432 = -672250.539469 nChanged 28 SP:Iteration 19Q (1208.118496 sec): 3 clusters Score: Raw -673129.009109 + Penalty 876.548432 = -672252.460677 nChanged 18 SP:Iteration 20F (1208.143408 sec): 3 clusters Score: Raw -673129.986897 + Penalty 876.548432 = -672253.438465 nChanged 15 SP:Iteration 21Q (1208.167563 sec): 3 clusters Score: Raw -673131.062801 + Penalty 876.548432 = -672254.514369 nChanged 17 SP:Iteration 22Q (1208.191696 sec): 3 clusters Score: Raw -673132.540449 + Penalty 876.548432 = -672255.992017 nChanged 16 SP:Iteration 23Q (1208.215995 sec): 3 clusters Score: Raw -673133.555476 + Penalty 876.548432 = -672257.007044 nChanged 19 SP:Iteration 24Q (1208.240269 sec): 3 clusters Score: Raw -673134.766453 + Penalty 876.548432 = -672258.218020 nChanged 20 SP:Iteration 25Q (1208.264508 sec): 3 clusters Score: Raw -673136.771101 + Penalty 876.548432 = -672260.222669 nChanged 21 SP:Iteration 26Q (1208.316043 sec): 3 clusters Score: Raw -673139.253757 + Penalty 876.548432 = -672262.705324 nChanged 20 SP:Iteration 27Q (1208.342175 sec): 3 clusters Score: Raw -673140.727586 + Penalty 876.548432 = -672264.179154 nChanged 16 SP:Iteration 28Q (1208.366259 sec): 3 clusters Score: Raw -673141.715569 + Penalty 876.548432 = -672265.167137 nChanged 12 SP:Iteration 29Q (1208.390421 sec): 3 clusters Score: Raw -673142.343703 + Penalty 876.548432 = -672265.795270 nChanged 10 SP:Iteration 30Q (1208.414527 sec): 3 clusters Score: Raw -673142.780915 + Penalty 876.548432 = -672266.232483 nChanged 8 SP:Iteration 31Q (1208.438667 sec): 3 clusters Score: Raw -673143.186317 + Penalty 876.548432 = -672266.637885 nChanged 7 SP:Iteration 32Q (1208.462733 sec): 3 clusters Score: Raw -673143.428953 + Penalty 876.548432 = -672266.880521 nChanged 6 SP:Iteration 33Q (1208.486979 sec): 3 clusters Score: Raw -673143.690645 + Penalty 876.548432 = -672267.142213 nChanged 6 SP:Iteration 34Q (1208.511382 sec): 3 clusters Score: Raw -673143.934961 + Penalty 876.548432 = -672267.386529 nChanged 5 SP:Iteration 35Q (1208.535529 sec): 3 clusters Score: Raw -673144.084817 + Penalty 876.548432 = -672267.536385 nChanged 3 SP:Iteration 36Q (1208.559659 sec): 3 clusters Score: Raw -673144.178500 + Penalty 876.548432 = -672267.630068 nChanged 1 SP:Iteration 37Q (1208.583949 sec): 3 clusters Score: Raw -673144.207285 + Penalty 876.548432 = -672267.658852 nChanged 0 SP:Iteration 38F (1208.608835 sec): 3 clusters Score: Raw -673144.207285 + Penalty 876.548432 = -672267.658852 nChanged 0 Trying to split cluster 6 (4067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.623591 sec): 2 clusters Score: Raw -166913.755473 + Penalty 378.135071 = -166535.620402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.636087 sec): 3 clusters Score: Raw -164463.879402 + Penalty 756.270142 = -163707.609259 nChanged 1854 SP:Iteration 1F (1208.646694 sec): 3 clusters Score: Raw -165517.809049 + Penalty 756.270142 = -164761.538906 nChanged 307 SP:Iteration 2F (1208.657287 sec): 3 clusters Score: Raw -165715.171091 + Penalty 756.270142 = -164958.900949 nChanged 274 SP:Iteration 3F (1208.667908 sec): 3 clusters Score: Raw -165876.106755 + Penalty 756.270142 = -165119.836612 nChanged 255 SP:Iteration 4F (1208.678494 sec): 3 clusters Score: Raw -166038.714911 + Penalty 756.270142 = -165282.444769 nChanged 225 SP:Iteration 5F (1208.689093 sec): 3 clusters Score: Raw -166228.095661 + Penalty 756.270142 = -165471.825519 nChanged 220 SP:Iteration 6F (1208.699672 sec): 3 clusters Score: Raw -166415.995068 + Penalty 756.270142 = -165659.724925 nChanged 225 SP:Iteration 7F (1208.710242 sec): 3 clusters Score: Raw -166584.678132 + Penalty 756.270142 = -165828.407990 nChanged 179 SP:Iteration 8Q (1208.720908 sec): 3 clusters Score: Raw -166678.318186 + Penalty 756.270142 = -165922.048044 nChanged 136 SP:Iteration 9Q (1208.731471 sec): 3 clusters Score: Raw -166732.578250 + Penalty 756.270142 = -165976.308107 nChanged 96 SP:Iteration 10Q (1208.742036 sec): 3 clusters Score: Raw -166757.732747 + Penalty 756.270142 = -166001.462605 nChanged 66 SP:Iteration 11Q (1208.752637 sec): 3 clusters Score: Raw -166773.224191 + Penalty 756.270142 = -166016.954048 nChanged 47 SP:Iteration 12Q (1208.763204 sec): 3 clusters Score: Raw -166783.683017 + Penalty 756.270142 = -166027.412874 nChanged 43 SP:Iteration 13Q (1208.773701 sec): 3 clusters Score: Raw -166789.624597 + Penalty 756.270142 = -166033.354455 nChanged 28 SP:Iteration 14Q (1208.784283 sec): 3 clusters Score: Raw -166792.789790 + Penalty 756.270142 = -166036.519648 nChanged 20 SP:Iteration 15Q (1208.794882 sec): 3 clusters Score: Raw -166795.478072 + Penalty 756.270142 = -166039.207930 nChanged 23 SP:Iteration 16Q (1208.805418 sec): 3 clusters Score: Raw -166799.471026 + Penalty 756.270142 = -166043.200883 nChanged 26 SP:Iteration 17Q (1208.815999 sec): 3 clusters Score: Raw -166803.575002 + Penalty 756.270142 = -166047.304859 nChanged 19 SP:Iteration 18Q (1208.826548 sec): 3 clusters Score: Raw -166805.872951 + Penalty 756.270142 = -166049.602809 nChanged 12 SP:Iteration 19Q (1208.837084 sec): 3 clusters Score: Raw -166807.197719 + Penalty 756.270142 = -166050.927576 nChanged 11 SP:Iteration 20F (1208.847688 sec): 3 clusters Score: Raw -166808.528519 + Penalty 756.270142 = -166052.258377 nChanged 14 SP:Iteration 21Q (1208.858241 sec): 3 clusters Score: Raw -166810.742013 + Penalty 756.270142 = -166054.471871 nChanged 14 SP:Iteration 22Q (1208.868776 sec): 3 clusters Score: Raw -166812.160258 + Penalty 756.270142 = -166055.890116 nChanged 8 SP:Iteration 23Q (1208.879348 sec): 3 clusters Score: Raw -166812.895240 + Penalty 756.270142 = -166056.625098 nChanged 6 SP:Iteration 24Q (1208.889880 sec): 3 clusters Score: Raw -166813.577338 + Penalty 756.270142 = -166057.307195 nChanged 7 SP:Iteration 25Q (1208.900413 sec): 3 clusters Score: Raw -166814.031458 + Penalty 756.270142 = -166057.761316 nChanged 9 SP:Iteration 26Q (1208.911001 sec): 3 clusters Score: Raw -166814.776239 + Penalty 756.270142 = -166058.506097 nChanged 8 SP:Iteration 27Q (1208.921543 sec): 3 clusters Score: Raw -166815.651439 + Penalty 756.270142 = -166059.381297 nChanged 10 SP:Iteration 28Q (1208.932073 sec): 3 clusters Score: Raw -166816.414466 + Penalty 756.270142 = -166060.144323 nChanged 8 SP:Iteration 29Q (1208.942565 sec): 3 clusters Score: Raw -166817.704913 + Penalty 756.270142 = -166061.434770 nChanged 9 SP:Iteration 30Q (1208.953100 sec): 3 clusters Score: Raw -166820.492103 + Penalty 756.270142 = -166064.221961 nChanged 12 SP:Iteration 31Q (1208.963648 sec): 3 clusters Score: Raw -166822.342225 + Penalty 756.270142 = -166066.072082 nChanged 10 SP:Iteration 32Q (1208.974191 sec): 3 clusters Score: Raw -166823.688315 + Penalty 756.270142 = -166067.418172 nChanged 11 SP:Iteration 33Q (1208.984746 sec): 3 clusters Score: Raw -166826.207555 + Penalty 756.270142 = -166069.937413 nChanged 12 SP:Iteration 34Q (1208.995275 sec): 3 clusters Score: Raw -166828.721187 + Penalty 756.270142 = -166072.451045 nChanged 12 SP:Iteration 35Q (1209.005816 sec): 3 clusters Score: Raw -166829.834510 + Penalty 756.270142 = -166073.564368 nChanged 8 SP:Iteration 36Q (1209.016357 sec): 3 clusters Score: Raw -166830.455754 + Penalty 756.270142 = -166074.185612 nChanged 4 SP:Iteration 37Q (1209.026858 sec): 3 clusters Score: Raw -166830.600223 + Penalty 756.270142 = -166074.330081 nChanged 2 SP:Iteration 38Q (1209.037415 sec): 3 clusters Score: Raw -166830.882224 + Penalty 756.270142 = -166074.612081 nChanged 2 SP:Iteration 39Q (1209.047946 sec): 3 clusters Score: Raw -166831.048870 + Penalty 756.270142 = -166074.778728 nChanged 3 SP:Iteration 40F (1209.058491 sec): 3 clusters Score: Raw -166831.325231 + Penalty 756.270142 = -166075.055088 nChanged 4 SP:Iteration 41Q (1209.069037 sec): 3 clusters Score: Raw -166831.629607 + Penalty 756.270142 = -166075.359465 nChanged 4 SP:Iteration 42Q (1209.079573 sec): 3 clusters Score: Raw -166832.031352 + Penalty 756.270142 = -166075.761210 nChanged 5 SP:Iteration 43Q (1209.090117 sec): 3 clusters Score: Raw -166832.404342 + Penalty 756.270142 = -166076.134200 nChanged 7 SP:Iteration 44Q (1209.100664 sec): 3 clusters Score: Raw -166833.232418 + Penalty 756.270142 = -166076.962276 nChanged 9 SP:Iteration 45Q (1209.111214 sec): 3 clusters Score: Raw -166833.947741 + Penalty 756.270142 = -166077.677599 nChanged 11 SP:Iteration 46Q (1209.121759 sec): 3 clusters Score: Raw -166834.971667 + Penalty 756.270142 = -166078.701525 nChanged 12 SP:Iteration 47Q (1209.132294 sec): 3 clusters Score: Raw -166836.302013 + Penalty 756.270142 = -166080.031871 nChanged 13 SP:Iteration 48Q (1209.142842 sec): 3 clusters Score: Raw -166837.425799 + Penalty 756.270142 = -166081.155656 nChanged 11 SP:Iteration 49Q (1209.153380 sec): 3 clusters Score: Raw -166838.839524 + Penalty 756.270142 = -166082.569382 nChanged 9 SP:Iteration 50Q (1209.163863 sec): 3 clusters Score: Raw -166840.202449 + Penalty 756.270142 = -166083.932307 nChanged 15 SP:Iteration 51Q (1209.174400 sec): 3 clusters Score: Raw -166842.202398 + Penalty 756.270142 = -166085.932256 nChanged 12 SP:Iteration 52Q (1209.184932 sec): 3 clusters Score: Raw -166843.640792 + Penalty 756.270142 = -166087.370650 nChanged 12 SP:Iteration 53Q (1209.195478 sec): 3 clusters Score: Raw -166845.560266 + Penalty 756.270142 = -166089.290123 nChanged 16 SP:Iteration 54Q (1209.206027 sec): 3 clusters Score: Raw -166848.397539 + Penalty 756.270142 = -166092.127397 nChanged 19 SP:Iteration 55Q (1209.216573 sec): 3 clusters Score: Raw -166851.919277 + Penalty 756.270142 = -166095.649134 nChanged 30 SP:Iteration 56Q (1209.227057 sec): 3 clusters Score: Raw -166860.080542 + Penalty 756.270142 = -166103.810399 nChanged 33 SP:Iteration 57Q (1209.237612 sec): 3 clusters Score: Raw -166868.694956 + Penalty 756.270142 = -166112.424813 nChanged 32 SP:Iteration 58Q (1209.248156 sec): 3 clusters Score: Raw -166875.716773 + Penalty 756.270142 = -166119.446630 nChanged 35 SP:Iteration 59Q (1209.258666 sec): 3 clusters Score: Raw -166884.527544 + Penalty 756.270142 = -166128.257401 nChanged 34 SP:Iteration 60F (1209.287922 sec): 3 clusters Score: Raw -166892.837073 + Penalty 756.270142 = -166136.566931 nChanged 41 SP:Iteration 61Q (1209.298600 sec): 3 clusters Score: Raw -166903.997767 + Penalty 756.270142 = -166147.727624 nChanged 38 SP:Iteration 62Q (1209.309145 sec): 3 clusters Score: Raw -166914.019489 + Penalty 756.270142 = -166157.749347 nChanged 39 SP:Iteration 63Q (1209.319713 sec): 3 clusters Score: Raw -166925.051011 + Penalty 756.270142 = -166168.780868 nChanged 30 SP:Iteration 64Q (1209.330227 sec): 3 clusters Score: Raw -166932.650900 + Penalty 756.270142 = -166176.380757 nChanged 38 SP:Iteration 65Q (1209.340720 sec): 3 clusters Score: Raw -166942.349421 + Penalty 756.270142 = -166186.079278 nChanged 34 SP:Iteration 66Q (1209.351250 sec): 3 clusters Score: Raw -166949.460564 + Penalty 756.270142 = -166193.190422 nChanged 31 SP:Iteration 67Q (1209.361765 sec): 3 clusters Score: Raw -166960.598000 + Penalty 756.270142 = -166204.327857 nChanged 20 SP:Iteration 68Q (1209.372278 sec): 3 clusters Score: Raw -166963.264781 + Penalty 756.270142 = -166206.994638 nChanged 13 SP:Iteration 69Q (1209.382770 sec): 3 clusters Score: Raw -166964.384138 + Penalty 756.270142 = -166208.113995 nChanged 7 SP:Iteration 70Q (1209.393267 sec): 3 clusters Score: Raw -166965.172498 + Penalty 756.270142 = -166208.902356 nChanged 9 SP:Iteration 71Q (1209.403716 sec): 3 clusters Score: Raw -166966.338307 + Penalty 756.270142 = -166210.068164 nChanged 11 SP:Iteration 72Q (1209.414216 sec): 3 clusters Score: Raw -166968.014232 + Penalty 756.270142 = -166211.744090 nChanged 10 SP:Iteration 73Q (1209.424673 sec): 3 clusters Score: Raw -166969.810969 + Penalty 756.270142 = -166213.540827 nChanged 16 SP:Iteration 74Q (1209.437209 sec): 3 clusters Score: Raw -166972.296046 + Penalty 756.270142 = -166216.025903 nChanged 16 SP:Iteration 75Q (1209.447747 sec): 3 clusters Score: Raw -166975.187510 + Penalty 756.270142 = -166218.917368 nChanged 21 SP:Iteration 76Q (1209.458226 sec): 3 clusters Score: Raw -166979.950374 + Penalty 756.270142 = -166223.680231 nChanged 14 SP:Iteration 77Q (1209.468680 sec): 3 clusters Score: Raw -166983.525810 + Penalty 756.270142 = -166227.255667 nChanged 15 SP:Iteration 78Q (1209.479358 sec): 3 clusters Score: Raw -166986.663616 + Penalty 756.270142 = -166230.393473 nChanged 14 SP:Iteration 79Q (1209.489786 sec): 3 clusters Score: Raw -166988.954058 + Penalty 756.270142 = -166232.683915 nChanged 10 SP:Iteration 80F (1209.500289 sec): 3 clusters Score: Raw -166990.398968 + Penalty 756.270142 = -166234.128825 nChanged 9 SP:Iteration 81Q (1209.510783 sec): 3 clusters Score: Raw -166991.257735 + Penalty 756.270142 = -166234.987593 nChanged 5 SP:Iteration 82Q (1209.521211 sec): 3 clusters Score: Raw -166991.848500 + Penalty 756.270142 = -166235.578358 nChanged 5 SP:Iteration 83Q (1209.531645 sec): 3 clusters Score: Raw -166992.489598 + Penalty 756.270142 = -166236.219456 nChanged 3 SP:Iteration 84Q (1209.543519 sec): 3 clusters Score: Raw -166993.046563 + Penalty 756.270142 = -166236.776421 nChanged 1 SP:Iteration 85Q (1209.554021 sec): 3 clusters Score: Raw -166993.087874 + Penalty 756.270142 = -166236.817732 nChanged 2 SP:Iteration 86Q (1209.564487 sec): 3 clusters Score: Raw -166993.192560 + Penalty 756.270142 = -166236.922417 nChanged 3 SP:Iteration 87Q (1209.574964 sec): 3 clusters Score: Raw -166993.506563 + Penalty 756.270142 = -166237.236420 nChanged 3 SP:Iteration 88Q (1209.585538 sec): 3 clusters Score: Raw -166993.732199 + Penalty 756.270142 = -166237.462057 nChanged 3 SP:Iteration 89Q (1209.595976 sec): 3 clusters Score: Raw -166993.865548 + Penalty 756.270142 = -166237.595406 nChanged 4 SP:Iteration 90Q (1209.606427 sec): 3 clusters Score: Raw -166994.085412 + Penalty 756.270142 = -166237.815270 nChanged 2 SP:Iteration 91Q (1209.616878 sec): 3 clusters Score: Raw -166994.230189 + Penalty 756.270142 = -166237.960046 nChanged 2 SP:Iteration 92Q (1209.627086 sec): 3 clusters Score: Raw -166994.341984 + Penalty 756.270142 = -166238.071841 nChanged 1 SP:Iteration 93Q (1209.637647 sec): 3 clusters Score: Raw -166994.380649 + Penalty 756.270142 = -166238.110507 nChanged 1 SP:Iteration 94Q (1209.648070 sec): 3 clusters Score: Raw -166994.428523 + Penalty 756.270142 = -166238.158381 nChanged 2 SP:Iteration 95Q (1209.658500 sec): 3 clusters Score: Raw -166994.561336 + Penalty 756.270142 = -166238.291194 nChanged 3 SP:Iteration 96Q (1209.668955 sec): 3 clusters Score: Raw -166994.797502 + Penalty 756.270142 = -166238.527359 nChanged 4 SP:Iteration 97Q (1209.679402 sec): 3 clusters Score: Raw -166995.120919 + Penalty 756.270142 = -166238.850776 nChanged 2 SP:Iteration 98Q (1209.689809 sec): 3 clusters Score: Raw -166995.252263 + Penalty 756.270142 = -166238.982120 nChanged 1 SP:Iteration 99Q (1209.700270 sec): 3 clusters Score: Raw -166995.283089 + Penalty 756.270142 = -166239.012946 nChanged 0 SP:Iteration 100F (1209.710774 sec): 3 clusters Score: Raw -166995.283089 + Penalty 756.270142 = -166239.012946 nChanged 0 Trying to split cluster 7 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.717080 sec): 2 clusters Score: Raw -9485.109973 + Penalty 256.382927 = -9228.727046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.718503 sec): 3 clusters Score: Raw -9429.779734 + Penalty 512.765854 = -8917.013880 nChanged 96 SP:Iteration 1F (1209.719712 sec): 3 clusters Score: Raw -9549.121148 + Penalty 512.765854 = -9036.355294 nChanged 19 SP:Iteration 2F (1209.720921 sec): 3 clusters Score: Raw -9579.729212 + Penalty 512.765854 = -9066.963359 nChanged 14 SP:Iteration 3Q (1209.722123 sec): 3 clusters Score: Raw -9595.717549 + Penalty 512.765854 = -9082.951695 nChanged 8 SP:Iteration 4Q (1209.723333 sec): 3 clusters Score: Raw -9604.783539 + Penalty 512.765854 = -9092.017685 nChanged 9 SP:Iteration 5Q (1209.724570 sec): 3 clusters Score: Raw -9615.559243 + Penalty 512.765854 = -9102.793389 nChanged 5 SP:Iteration 6Q (1209.725777 sec): 3 clusters Score: Raw -9623.341455 + Penalty 512.765854 = -9110.575601 nChanged 5 SP:Iteration 7Q (1209.726972 sec): 3 clusters Score: Raw -9636.038950 + Penalty 512.765854 = -9123.273096 nChanged 2 SP:Iteration 8Q (1209.728180 sec): 3 clusters Score: Raw -9642.703766 + Penalty 512.765854 = -9129.937912 nChanged 5 SP:Iteration 9Q (1209.729366 sec): 3 clusters Score: Raw -9647.734235 + Penalty 512.765854 = -9134.968381 nChanged 2 SP:Iteration 10Q (1209.730562 sec): 3 clusters Score: Raw -9649.381337 + Penalty 512.765854 = -9136.615484 nChanged 3 SP:Iteration 11Q (1209.731754 sec): 3 clusters Score: Raw -9652.439900 + Penalty 512.765854 = -9139.674046 nChanged 2 SP:Iteration 12Q (1209.732942 sec): 3 clusters Score: Raw -9656.120447 + Penalty 512.765854 = -9143.354593 nChanged 2 SP:Iteration 13Q (1209.734121 sec): 3 clusters Score: Raw -9657.730893 + Penalty 512.765854 = -9144.965039 nChanged 0 SP:Iteration 14F (1209.735313 sec): 3 clusters Score: Raw -9657.730893 + Penalty 512.765854 = -9144.965039 nChanged 0 Trying to split cluster 8 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.739736 sec): 2 clusters Score: Raw -4868.397366 + Penalty 230.635141 = -4637.762225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.740800 sec): 3 clusters Score: Raw -4842.593505 + Penalty 461.270282 = -4381.323223 nChanged 48 SP:Iteration 1F (1209.741721 sec): 3 clusters Score: Raw -4934.728609 + Penalty 461.270282 = -4473.458326 nChanged 21 SP:Iteration 2F (1209.742619 sec): 3 clusters Score: Raw -5028.969682 + Penalty 461.270282 = -4567.699400 nChanged 12 SP:Iteration 3F (1209.743529 sec): 3 clusters Score: Raw -5091.596680 + Penalty 461.270282 = -4630.326397 nChanged 9 SP:Iteration 4F (1209.744436 sec): 3 clusters Score: Raw -5111.858425 + Penalty 461.270282 = -4650.588142 nChanged 7 SP:Iteration 5Q (1209.745329 sec): 3 clusters Score: Raw -5132.277899 + Penalty 461.270282 = -4671.007617 nChanged 3 SP:Iteration 6Q (1209.746229 sec): 3 clusters Score: Raw -5141.918177 + Penalty 461.270282 = -4680.647895 nChanged 1 SP:Iteration 7Q (1209.747123 sec): 3 clusters Score: Raw -5143.470619 + Penalty 461.270282 = -4682.200336 nChanged 1 SP:Iteration 8Q (1209.748015 sec): 3 clusters Score: Raw -5146.900970 + Penalty 461.270282 = -4685.630687 nChanged 0 SP:Iteration 9F (1209.748914 sec): 3 clusters Score: Raw -5146.900970 + Penalty 461.270282 = -4685.630687 nChanged 0 Score: Raw -13972613.238400 + Penalty 16680.848952 = -13955932.389448 Splitting cluster 8 changes total score from -13956226.766468 to -13955932.389448 So it's not getting split. Trying to split cluster 9 (23956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.720484 sec): 2 clusters Score: Raw -1162447.314758 + Penalty 458.820821 = -1161988.493937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.754970 sec): 3 clusters Score: Raw -1146962.707241 + Penalty 917.641642 = -1146045.065598 nChanged 11358 SP:Iteration 1F (1212.786058 sec): 3 clusters Score: Raw -1153698.880444 + Penalty 917.641642 = -1152781.238802 nChanged 1544 SP:Iteration 2F (1212.817412 sec): 3 clusters Score: Raw -1154516.192152 + Penalty 917.641642 = -1153598.550509 nChanged 1840 SP:Iteration 3F (1212.848696 sec): 3 clusters Score: Raw -1155839.126832 + Penalty 917.641642 = -1154921.485189 nChanged 2137 SP:Iteration 4F (1212.880045 sec): 3 clusters Score: Raw -1157790.855831 + Penalty 917.641642 = -1156873.214188 nChanged 2050 SP:Iteration 5F (1212.911442 sec): 3 clusters Score: Raw -1159908.545964 + Penalty 917.641642 = -1158990.904322 nChanged 1372 SP:Iteration 6F (1212.942792 sec): 3 clusters Score: Raw -1161334.083610 + Penalty 917.641642 = -1160416.441967 nChanged 704 SP:Iteration 7Q (1212.974339 sec): 3 clusters Score: Raw -1162050.298349 + Penalty 917.641642 = -1161132.656706 nChanged 325 SP:Iteration 8Q (1213.005085 sec): 3 clusters Score: Raw -1162343.009810 + Penalty 917.641642 = -1161425.368167 nChanged 207 SP:Iteration 9Q (1213.035327 sec): 3 clusters Score: Raw -1162481.241216 + Penalty 917.641642 = -1161563.599573 nChanged 134 SP:Iteration 10Q (1213.065380 sec): 3 clusters Score: Raw -1162561.229486 + Penalty 917.641642 = -1161643.587843 nChanged 96 SP:Iteration 11Q (1213.095460 sec): 3 clusters Score: Raw -1162610.500363 + Penalty 917.641642 = -1161692.858720 nChanged 67 SP:Iteration 12Q (1213.125325 sec): 3 clusters Score: Raw -1162639.451674 + Penalty 917.641642 = -1161721.810031 nChanged 47 SP:Iteration 13Q (1213.155092 sec): 3 clusters Score: Raw -1162654.783556 + Penalty 917.641642 = -1161737.141913 nChanged 50 SP:Iteration 14Q (1213.184747 sec): 3 clusters Score: Raw -1162671.982957 + Penalty 917.641642 = -1161754.341315 nChanged 42 SP:Iteration 15Q (1213.214403 sec): 3 clusters Score: Raw -1162685.132342 + Penalty 917.641642 = -1161767.490700 nChanged 25 SP:Iteration 16Q (1213.243862 sec): 3 clusters Score: Raw -1162694.626815 + Penalty 917.641642 = -1161776.985173 nChanged 30 SP:Iteration 17Q (1213.273405 sec): 3 clusters Score: Raw -1162707.725600 + Penalty 917.641642 = -1161790.083957 nChanged 29 SP:Iteration 18Q (1213.302985 sec): 3 clusters Score: Raw -1162715.904670 + Penalty 917.641642 = -1161798.263027 nChanged 19 SP:Iteration 19Q (1213.332387 sec): 3 clusters Score: Raw -1162721.184169 + Penalty 917.641642 = -1161803.542526 nChanged 17 SP:Iteration 20F (1213.363420 sec): 3 clusters Score: Raw -1162725.338659 + Penalty 917.641642 = -1161807.697017 nChanged 15 SP:Iteration 21Q (1213.393172 sec): 3 clusters Score: Raw -1162732.105924 + Penalty 917.641642 = -1161814.464281 nChanged 17 SP:Iteration 22Q (1213.422717 sec): 3 clusters Score: Raw -1162738.911555 + Penalty 917.641642 = -1161821.269912 nChanged 19 SP:Iteration 23Q (1213.452212 sec): 3 clusters Score: Raw -1162743.526049 + Penalty 917.641642 = -1161825.884406 nChanged 17 SP:Iteration 24Q (1213.481776 sec): 3 clusters Score: Raw -1162748.684473 + Penalty 917.641642 = -1161831.042831 nChanged 16 SP:Iteration 25Q (1213.511325 sec): 3 clusters Score: Raw -1162753.320671 + Penalty 917.641642 = -1161835.679028 nChanged 7 SP:Iteration 26Q (1213.540942 sec): 3 clusters Score: Raw -1162754.943235 + Penalty 917.641642 = -1161837.301592 nChanged 8 SP:Iteration 27Q (1213.570465 sec): 3 clusters Score: Raw -1162756.933623 + Penalty 917.641642 = -1161839.291981 nChanged 8 SP:Iteration 28Q (1213.604992 sec): 3 clusters Score: Raw -1162758.932267 + Penalty 917.641642 = -1161841.290625 nChanged 7 SP:Iteration 29Q (1213.634493 sec): 3 clusters Score: Raw -1162761.718153 + Penalty 917.641642 = -1161844.076511 nChanged 10 SP:Iteration 30Q (1213.663987 sec): 3 clusters Score: Raw -1162766.565500 + Penalty 917.641642 = -1161848.923858 nChanged 10 SP:Iteration 31Q (1213.693490 sec): 3 clusters Score: Raw -1162768.062426 + Penalty 917.641642 = -1161850.420784 nChanged 4 SP:Iteration 32Q (1213.723051 sec): 3 clusters Score: Raw -1162768.998245 + Penalty 917.641642 = -1161851.356603 nChanged 3 SP:Iteration 33Q (1213.752529 sec): 3 clusters Score: Raw -1162769.435364 + Penalty 917.641642 = -1161851.793722 nChanged 4 SP:Iteration 34Q (1213.782020 sec): 3 clusters Score: Raw -1162770.728790 + Penalty 917.641642 = -1161853.087147 nChanged 2 SP:Iteration 35Q (1213.811517 sec): 3 clusters Score: Raw -1162770.959903 + Penalty 917.641642 = -1161853.318260 nChanged 2 SP:Iteration 36Q (1213.841068 sec): 3 clusters Score: Raw -1162771.330449 + Penalty 917.641642 = -1161853.688806 nChanged 0 SP:Iteration 37F (1213.872009 sec): 3 clusters Score: Raw -1162771.330449 + Penalty 917.641642 = -1161853.688806 nChanged 0 Trying to split cluster 10 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.883844 sec): 2 clusters Score: Raw -6968.787346 + Penalty 243.076208 = -6725.711137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.885093 sec): 3 clusters Score: Raw -6946.944749 + Penalty 486.152417 = -6460.792332 nChanged 64 SP:Iteration 1F (1213.886150 sec): 3 clusters Score: Raw -7051.906196 + Penalty 486.152417 = -6565.753779 nChanged 18 SP:Iteration 2F (1213.887193 sec): 3 clusters Score: Raw -7122.683986 + Penalty 486.152417 = -6636.531570 nChanged 10 SP:Iteration 3Q (1213.888232 sec): 3 clusters Score: Raw -7142.572812 + Penalty 486.152417 = -6656.420395 nChanged 5 SP:Iteration 4Q (1213.889277 sec): 3 clusters Score: Raw -7152.669748 + Penalty 486.152417 = -6666.517331 nChanged 4 SP:Iteration 5Q (1213.890307 sec): 3 clusters Score: Raw -7160.079092 + Penalty 486.152417 = -6673.926675 nChanged 1 SP:Iteration 6Q (1213.891333 sec): 3 clusters Score: Raw -7161.450916 + Penalty 486.152417 = -6675.298499 nChanged 0 SP:Iteration 7F (1213.892353 sec): 3 clusters Score: Raw -7161.450916 + Penalty 486.152417 = -6675.298499 nChanged 0 Trying to split cluster 11 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.901867 sec): 2 clusters Score: Raw -71394.431534 + Penalty 329.936197 = -71064.495337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.906385 sec): 3 clusters Score: Raw -70669.538271 + Penalty 659.872393 = -70009.665878 nChanged 596 SP:Iteration 1F (1213.910429 sec): 3 clusters Score: Raw -71005.373107 + Penalty 659.872393 = -70345.500714 nChanged 96 SP:Iteration 2F (1213.914540 sec): 3 clusters Score: Raw -71060.498366 + Penalty 659.872393 = -70400.625972 nChanged 76 SP:Iteration 3F (1213.918588 sec): 3 clusters Score: Raw -71108.889940 + Penalty 659.872393 = -70449.017547 nChanged 76 SP:Iteration 4F (1213.922587 sec): 3 clusters Score: Raw -71155.092578 + Penalty 659.872393 = -70495.220185 nChanged 63 SP:Iteration 5Q (1213.926726 sec): 3 clusters Score: Raw -71195.774203 + Penalty 659.872393 = -70535.901809 nChanged 57 SP:Iteration 6Q (1213.930795 sec): 3 clusters Score: Raw -71228.626910 + Penalty 659.872393 = -70568.754517 nChanged 42 SP:Iteration 7Q (1213.934847 sec): 3 clusters Score: Raw -71253.717996 + Penalty 659.872393 = -70593.845602 nChanged 39 SP:Iteration 8Q (1213.938885 sec): 3 clusters Score: Raw -71278.467217 + Penalty 659.872393 = -70618.594824 nChanged 35 SP:Iteration 9Q (1213.942914 sec): 3 clusters Score: Raw -71303.558994 + Penalty 659.872393 = -70643.686600 nChanged 39 SP:Iteration 10Q (1213.946976 sec): 3 clusters Score: Raw -71337.045349 + Penalty 659.872393 = -70677.172956 nChanged 39 SP:Iteration 11Q (1213.950987 sec): 3 clusters Score: Raw -71353.716255 + Penalty 659.872393 = -70693.843862 nChanged 21 SP:Iteration 12Q (1213.954989 sec): 3 clusters Score: Raw -71363.027230 + Penalty 659.872393 = -70703.154836 nChanged 20 SP:Iteration 13Q (1213.958981 sec): 3 clusters Score: Raw -71372.895471 + Penalty 659.872393 = -70713.023078 nChanged 17 SP:Iteration 14Q (1213.962968 sec): 3 clusters Score: Raw -71381.462539 + Penalty 659.872393 = -70721.590145 nChanged 17 SP:Iteration 15Q (1213.966945 sec): 3 clusters Score: Raw -71387.426845 + Penalty 659.872393 = -70727.554452 nChanged 15 SP:Iteration 16Q (1213.970926 sec): 3 clusters Score: Raw -71395.513605 + Penalty 659.872393 = -70735.641211 nChanged 13 SP:Iteration 17Q (1213.974900 sec): 3 clusters Score: Raw -71404.230544 + Penalty 659.872393 = -70744.358150 nChanged 12 SP:Iteration 18Q (1213.978869 sec): 3 clusters Score: Raw -71408.919426 + Penalty 659.872393 = -70749.047032 nChanged 12 SP:Iteration 19Q (1213.982844 sec): 3 clusters Score: Raw -71413.148141 + Penalty 659.872393 = -70753.275748 nChanged 8 SP:Iteration 20F (1213.986850 sec): 3 clusters Score: Raw -71417.289568 + Penalty 659.872393 = -70757.417174 nChanged 10 SP:Iteration 21Q (1213.990813 sec): 3 clusters Score: Raw -71425.785035 + Penalty 659.872393 = -70765.912641 nChanged 10 SP:Iteration 22Q (1213.994781 sec): 3 clusters Score: Raw -71429.458774 + Penalty 659.872393 = -70769.586381 nChanged 9 SP:Iteration 23Q (1213.998741 sec): 3 clusters Score: Raw -71433.794175 + Penalty 659.872393 = -70773.921782 nChanged 9 SP:Iteration 24Q (1214.002701 sec): 3 clusters Score: Raw -71436.972484 + Penalty 659.872393 = -70777.100091 nChanged 4 SP:Iteration 25Q (1214.006654 sec): 3 clusters Score: Raw -71438.183589 + Penalty 659.872393 = -70778.311195 nChanged 3 SP:Iteration 26Q (1214.010625 sec): 3 clusters Score: Raw -71439.196825 + Penalty 659.872393 = -70779.324431 nChanged 3 SP:Iteration 27Q (1214.014571 sec): 3 clusters Score: Raw -71439.877687 + Penalty 659.872393 = -70780.005294 nChanged 3 SP:Iteration 28Q (1214.018513 sec): 3 clusters Score: Raw -71441.118954 + Penalty 659.872393 = -70781.246561 nChanged 6 SP:Iteration 29Q (1214.022462 sec): 3 clusters Score: Raw -71442.310304 + Penalty 659.872393 = -70782.437910 nChanged 3 SP:Iteration 30Q (1214.026403 sec): 3 clusters Score: Raw -71443.059281 + Penalty 659.872393 = -70783.186888 nChanged 2 SP:Iteration 31Q (1214.030348 sec): 3 clusters Score: Raw -71444.821416 + Penalty 659.872393 = -70784.949022 nChanged 6 SP:Iteration 32Q (1214.034291 sec): 3 clusters Score: Raw -71447.736640 + Penalty 659.872393 = -70787.864246 nChanged 4 SP:Iteration 33Q (1214.038228 sec): 3 clusters Score: Raw -71449.335415 + Penalty 659.872393 = -70789.463021 nChanged 3 SP:Iteration 34Q (1214.042193 sec): 3 clusters Score: Raw -71450.239007 + Penalty 659.872393 = -70790.366614 nChanged 3 SP:Iteration 35Q (1214.046134 sec): 3 clusters Score: Raw -71451.519728 + Penalty 659.872393 = -70791.647335 nChanged 7 SP:Iteration 36Q (1214.050070 sec): 3 clusters Score: Raw -71456.370995 + Penalty 659.872393 = -70796.498601 nChanged 8 SP:Iteration 37Q (1214.054007 sec): 3 clusters Score: Raw -71462.709084 + Penalty 659.872393 = -70802.836691 nChanged 7 SP:Iteration 38Q (1214.057933 sec): 3 clusters Score: Raw -71466.100217 + Penalty 659.872393 = -70806.227824 nChanged 1 SP:Iteration 39Q (1214.061862 sec): 3 clusters Score: Raw -71467.125513 + Penalty 659.872393 = -70807.253119 nChanged 1 SP:Iteration 40F (1214.065865 sec): 3 clusters Score: Raw -71468.054746 + Penalty 659.872393 = -70808.182352 nChanged 1 SP:Iteration 41Q (1214.069800 sec): 3 clusters Score: Raw -71468.587340 + Penalty 659.872393 = -70808.714947 nChanged 2 SP:Iteration 42Q (1214.073764 sec): 3 clusters Score: Raw -71468.925795 + Penalty 659.872393 = -70809.053402 nChanged 2 SP:Iteration 43Q (1214.077694 sec): 3 clusters Score: Raw -71469.795080 + Penalty 659.872393 = -70809.922687 nChanged 2 SP:Iteration 44Q (1214.081628 sec): 3 clusters Score: Raw -71471.307870 + Penalty 659.872393 = -70811.435477 nChanged 2 SP:Iteration 45Q (1214.085568 sec): 3 clusters Score: Raw -71471.745483 + Penalty 659.872393 = -70811.873090 nChanged 1 SP:Iteration 46Q (1214.089499 sec): 3 clusters Score: Raw -71471.960052 + Penalty 659.872393 = -70812.087659 nChanged 2 SP:Iteration 47Q (1214.093562 sec): 3 clusters Score: Raw -71473.640940 + Penalty 659.872393 = -70813.768546 nChanged 6 SP:Iteration 48Q (1214.097503 sec): 3 clusters Score: Raw -71475.589456 + Penalty 659.872393 = -70815.717062 nChanged 3 SP:Iteration 49Q (1214.101613 sec): 3 clusters Score: Raw -71476.582106 + Penalty 659.872393 = -70816.709712 nChanged 3 SP:Iteration 50Q (1214.105607 sec): 3 clusters Score: Raw -71477.657122 + Penalty 659.872393 = -70817.784728 nChanged 1 SP:Iteration 51Q (1214.109535 sec): 3 clusters Score: Raw -71477.991323 + Penalty 659.872393 = -70818.118929 nChanged 1 SP:Iteration 52Q (1214.113464 sec): 3 clusters Score: Raw -71478.962037 + Penalty 659.872393 = -70819.089644 nChanged 2 SP:Iteration 53Q (1214.117393 sec): 3 clusters Score: Raw -71479.296913 + Penalty 659.872393 = -70819.424520 nChanged 2 SP:Iteration 54Q (1214.121323 sec): 3 clusters Score: Raw -71479.866636 + Penalty 659.872393 = -70819.994242 nChanged 0 SP:Iteration 55F (1214.125326 sec): 3 clusters Score: Raw -71479.866636 + Penalty 659.872393 = -70819.994242 nChanged 0 Trying to split cluster 12 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.132389 sec): 2 clusters Score: Raw -53247.847608 + Penalty 315.955968 = -52931.891640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.135885 sec): 3 clusters Score: Raw -52729.121709 + Penalty 631.911936 = -52097.209773 nChanged 408 SP:Iteration 1F (1214.139042 sec): 3 clusters Score: Raw -52961.210251 + Penalty 631.911936 = -52329.298315 nChanged 83 SP:Iteration 2F (1214.142178 sec): 3 clusters Score: Raw -53006.229372 + Penalty 631.911936 = -52374.317436 nChanged 53 SP:Iteration 3F (1214.146182 sec): 3 clusters Score: Raw -53027.194134 + Penalty 631.911936 = -52395.282198 nChanged 40 SP:Iteration 4Q (1214.149339 sec): 3 clusters Score: Raw -53046.670647 + Penalty 631.911936 = -52414.758711 nChanged 34 SP:Iteration 5Q (1214.152484 sec): 3 clusters Score: Raw -53064.356048 + Penalty 631.911936 = -52432.444112 nChanged 31 SP:Iteration 6Q (1214.155621 sec): 3 clusters Score: Raw -53075.043210 + Penalty 631.911936 = -52443.131274 nChanged 20 SP:Iteration 7Q (1214.158763 sec): 3 clusters Score: Raw -53087.651009 + Penalty 631.911936 = -52455.739074 nChanged 29 SP:Iteration 8Q (1214.161910 sec): 3 clusters Score: Raw -53102.539137 + Penalty 631.911936 = -52470.627201 nChanged 27 SP:Iteration 9Q (1214.165047 sec): 3 clusters Score: Raw -53114.990819 + Penalty 631.911936 = -52483.078883 nChanged 20 SP:Iteration 10Q (1214.168243 sec): 3 clusters Score: Raw -53125.087768 + Penalty 631.911936 = -52493.175833 nChanged 17 SP:Iteration 11Q (1214.171378 sec): 3 clusters Score: Raw -53133.761400 + Penalty 631.911936 = -52501.849464 nChanged 22 SP:Iteration 12Q (1214.174510 sec): 3 clusters Score: Raw -53144.389974 + Penalty 631.911936 = -52512.478038 nChanged 23 SP:Iteration 13Q (1214.177640 sec): 3 clusters Score: Raw -53154.270906 + Penalty 631.911936 = -52522.358970 nChanged 12 SP:Iteration 14Q (1214.180769 sec): 3 clusters Score: Raw -53160.038077 + Penalty 631.911936 = -52528.126141 nChanged 15 SP:Iteration 15Q (1214.183895 sec): 3 clusters Score: Raw -53165.564477 + Penalty 631.911936 = -52533.652541 nChanged 20 SP:Iteration 16Q (1214.187009 sec): 3 clusters Score: Raw -53179.954980 + Penalty 631.911936 = -52548.043044 nChanged 12 SP:Iteration 17Q (1214.190139 sec): 3 clusters Score: Raw -53186.662526 + Penalty 631.911936 = -52554.750590 nChanged 13 SP:Iteration 18Q (1214.193261 sec): 3 clusters Score: Raw -53193.872412 + Penalty 631.911936 = -52561.960476 nChanged 16 SP:Iteration 19Q (1214.196358 sec): 3 clusters Score: Raw -53202.962184 + Penalty 631.911936 = -52571.050248 nChanged 15 SP:Iteration 20F (1214.199495 sec): 3 clusters Score: Raw -53208.871865 + Penalty 631.911936 = -52576.959929 nChanged 12 SP:Iteration 21Q (1214.202623 sec): 3 clusters Score: Raw -53215.732245 + Penalty 631.911936 = -52583.820309 nChanged 11 SP:Iteration 22Q (1214.205735 sec): 3 clusters Score: Raw -53221.906574 + Penalty 631.911936 = -52589.994638 nChanged 7 SP:Iteration 23Q (1214.208849 sec): 3 clusters Score: Raw -53225.856714 + Penalty 631.911936 = -52593.944778 nChanged 10 SP:Iteration 24Q (1214.211955 sec): 3 clusters Score: Raw -53232.363930 + Penalty 631.911936 = -52600.451994 nChanged 6 SP:Iteration 25Q (1214.215060 sec): 3 clusters Score: Raw -53235.057609 + Penalty 631.911936 = -52603.145673 nChanged 3 SP:Iteration 26Q (1214.218164 sec): 3 clusters Score: Raw -53235.523785 + Penalty 631.911936 = -52603.611849 nChanged 3 SP:Iteration 27Q (1214.221270 sec): 3 clusters Score: Raw -53236.015228 + Penalty 631.911936 = -52604.103292 nChanged 1 SP:Iteration 28Q (1214.224374 sec): 3 clusters Score: Raw -53236.287026 + Penalty 631.911936 = -52604.375090 nChanged 0 SP:Iteration 29F (1214.227467 sec): 3 clusters Score: Raw -53236.287026 + Penalty 631.911936 = -52604.375090 nChanged 0 Trying to split cluster 13 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.238099 sec): 2 clusters Score: Raw -77766.121727 + Penalty 338.686698 = -77427.435030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.243372 sec): 3 clusters Score: Raw -76858.265089 + Penalty 677.373395 = -76180.891694 nChanged 696 SP:Iteration 1F (1214.248090 sec): 3 clusters Score: Raw -77331.639351 + Penalty 677.373395 = -76654.265956 nChanged 165 SP:Iteration 2F (1214.252797 sec): 3 clusters Score: Raw -77452.968705 + Penalty 677.373395 = -76775.595310 nChanged 114 SP:Iteration 3F (1214.257497 sec): 3 clusters Score: Raw -77549.868295 + Penalty 677.373395 = -76872.494900 nChanged 94 SP:Iteration 4F (1214.262194 sec): 3 clusters Score: Raw -77642.742308 + Penalty 677.373395 = -76965.368913 nChanged 75 SP:Iteration 5Q (1214.266959 sec): 3 clusters Score: Raw -77725.285493 + Penalty 677.373395 = -77047.912098 nChanged 45 SP:Iteration 6Q (1214.271676 sec): 3 clusters Score: Raw -77766.694150 + Penalty 677.373395 = -77089.320755 nChanged 25 SP:Iteration 7Q (1214.276346 sec): 3 clusters Score: Raw -77800.128535 + Penalty 677.373395 = -77122.755140 nChanged 22 SP:Iteration 8Q (1214.280977 sec): 3 clusters Score: Raw -77832.816047 + Penalty 677.373395 = -77155.442652 nChanged 15 SP:Iteration 9Q (1214.285548 sec): 3 clusters Score: Raw -77842.759989 + Penalty 677.373395 = -77165.386594 nChanged 10 SP:Iteration 10Q (1214.290148 sec): 3 clusters Score: Raw -77847.887761 + Penalty 677.373395 = -77170.514365 nChanged 5 SP:Iteration 11Q (1214.294735 sec): 3 clusters Score: Raw -77850.085842 + Penalty 677.373395 = -77172.712447 nChanged 1 SP:Iteration 12Q (1214.299364 sec): 3 clusters Score: Raw -77850.169937 + Penalty 677.373395 = -77172.796542 nChanged 0 SP:Iteration 13F (1214.304039 sec): 3 clusters Score: Raw -77850.169937 + Penalty 677.373395 = -77172.796542 nChanged 0 Trying to split cluster 14 (68721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.369098 sec): 2 clusters Score: Raw -3376629.851873 + Penalty 506.770360 = -3376123.081513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.437904 sec): 3 clusters Score: Raw -3330916.742443 + Penalty 1013.540720 = -3329903.201724 nChanged 33327 SP:Iteration 1F (1214.504891 sec): 3 clusters Score: Raw -3351269.180229 + Penalty 1013.540720 = -3350255.639509 nChanged 3751 SP:Iteration 2F (1214.571782 sec): 3 clusters Score: Raw -3353172.848130 + Penalty 1013.540720 = -3352159.307410 nChanged 5016 SP:Iteration 3F (1214.649738 sec): 3 clusters Score: Raw -3356604.127794 + Penalty 1013.540720 = -3355590.587074 nChanged 6295 SP:Iteration 4F (1214.739799 sec): 3 clusters Score: Raw -3362105.561713 + Penalty 1013.540720 = -3361092.020993 nChanged 6290 SP:Iteration 5F (1214.810868 sec): 3 clusters Score: Raw -3368389.337295 + Penalty 1013.540720 = -3367375.796575 nChanged 4646 SP:Iteration 6F (1214.877897 sec): 3 clusters Score: Raw -3373090.194321 + Penalty 1013.540720 = -3372076.653601 nChanged 2418 SP:Iteration 7Q (1214.946287 sec): 3 clusters Score: Raw -3375460.856510 + Penalty 1013.540720 = -3374447.315790 nChanged 931 SP:Iteration 8Q (1215.032425 sec): 3 clusters Score: Raw -3376318.086742 + Penalty 1013.540720 = -3375304.546022 nChanged 257 SP:Iteration 9Q (1215.097146 sec): 3 clusters Score: Raw -3376548.058125 + Penalty 1013.540720 = -3375534.517405 nChanged 78 SP:Iteration 10Q (1215.160627 sec): 3 clusters Score: Raw -3376636.388023 + Penalty 1013.540720 = -3375622.847304 nChanged 25 SP:Iteration 11Q (1215.223821 sec): 3 clusters Score: Raw -3376661.398353 + Penalty 1013.540720 = -3375647.857633 nChanged 14 SP:Iteration 12Q (1215.286910 sec): 3 clusters Score: Raw -3376679.444960 + Penalty 1013.540720 = -3375665.904240 nChanged 12 SP:Iteration 13Q (1215.349914 sec): 3 clusters Score: Raw -3376695.923927 + Penalty 1013.540720 = -3375682.383207 nChanged 13 SP:Iteration 14Q (1215.430170 sec): 3 clusters Score: Raw -3376713.939909 + Penalty 1013.540720 = -3375700.399189 nChanged 9 SP:Iteration 15Q (1215.494345 sec): 3 clusters Score: Raw -3376722.286531 + Penalty 1013.540720 = -3375708.745811 nChanged 4 SP:Iteration 16Q (1215.558676 sec): 3 clusters Score: Raw -3376726.166345 + Penalty 1013.540720 = -3375712.625625 nChanged 0 SP:Iteration 17F (1215.625371 sec): 3 clusters Score: Raw -3376726.166345 + Penalty 1013.540720 = -3375712.625625 nChanged 0 Trying to split cluster 15 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.630927 sec): 2 clusters Score: Raw -72477.511345 + Penalty 328.858644 = -72148.652701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.635400 sec): 3 clusters Score: Raw -71767.752702 + Penalty 657.717287 = -71110.035414 nChanged 544 SP:Iteration 1F (1215.639358 sec): 3 clusters Score: Raw -72192.461431 + Penalty 657.717287 = -71534.744144 nChanged 151 SP:Iteration 2F (1215.643240 sec): 3 clusters Score: Raw -72337.814410 + Penalty 657.717287 = -71680.097123 nChanged 99 SP:Iteration 3F (1215.647309 sec): 3 clusters Score: Raw -72432.110113 + Penalty 657.717287 = -71774.392826 nChanged 63 SP:Iteration 4Q (1215.651276 sec): 3 clusters Score: Raw -72492.064711 + Penalty 657.717287 = -71834.347423 nChanged 53 SP:Iteration 5Q (1215.655247 sec): 3 clusters Score: Raw -72539.486056 + Penalty 657.717287 = -71881.768769 nChanged 43 SP:Iteration 6Q (1215.659215 sec): 3 clusters Score: Raw -72573.704062 + Penalty 657.717287 = -71915.986774 nChanged 27 SP:Iteration 7Q (1215.663174 sec): 3 clusters Score: Raw -72590.596126 + Penalty 657.717287 = -71932.878839 nChanged 21 SP:Iteration 8Q (1215.667124 sec): 3 clusters Score: Raw -72602.538233 + Penalty 657.717287 = -71944.820946 nChanged 10 SP:Iteration 9Q (1215.671068 sec): 3 clusters Score: Raw -72612.143164 + Penalty 657.717287 = -71954.425877 nChanged 9 SP:Iteration 10Q (1215.675001 sec): 3 clusters Score: Raw -72625.361442 + Penalty 657.717287 = -71967.644155 nChanged 10 SP:Iteration 11Q (1215.678957 sec): 3 clusters Score: Raw -72633.592555 + Penalty 657.717287 = -71975.875268 nChanged 5 SP:Iteration 12Q (1215.682807 sec): 3 clusters Score: Raw -72636.747561 + Penalty 657.717287 = -71979.030274 nChanged 5 SP:Iteration 13Q (1215.686721 sec): 3 clusters Score: Raw -72638.923430 + Penalty 657.717287 = -71981.206143 nChanged 4 SP:Iteration 14Q (1215.690610 sec): 3 clusters Score: Raw -72640.480907 + Penalty 657.717287 = -71982.763620 nChanged 3 SP:Iteration 15Q (1215.694501 sec): 3 clusters Score: Raw -72642.331072 + Penalty 657.717287 = -71984.613785 nChanged 1 SP:Iteration 16Q (1215.698398 sec): 3 clusters Score: Raw -72643.418602 + Penalty 657.717287 = -71985.701315 nChanged 2 SP:Iteration 17Q (1215.702277 sec): 3 clusters Score: Raw -72644.320517 + Penalty 657.717287 = -71986.603230 nChanged 1 SP:Iteration 18Q (1215.706152 sec): 3 clusters Score: Raw -72644.522092 + Penalty 657.717287 = -71986.804805 nChanged 1 SP:Iteration 19Q (1215.710069 sec): 3 clusters Score: Raw -72644.631274 + Penalty 657.717287 = -71986.913986 nChanged 2 SP:Iteration 20F (1215.714130 sec): 3 clusters Score: Raw -72644.873621 + Penalty 657.717287 = -71987.156334 nChanged 0 Trying to split cluster 16 (6152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.731628 sec): 2 clusters Score: Raw -303255.662667 + Penalty 396.966229 = -302858.696438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.749102 sec): 3 clusters Score: Raw -299509.089048 + Penalty 793.932459 = -298715.156589 nChanged 2761 SP:Iteration 1F (1215.764771 sec): 3 clusters Score: Raw -301087.562426 + Penalty 793.932459 = -300293.629967 nChanged 354 SP:Iteration 2F (1215.780408 sec): 3 clusters Score: Raw -301244.052393 + Penalty 793.932459 = -300450.119935 nChanged 360 SP:Iteration 3F (1215.796041 sec): 3 clusters Score: Raw -301406.523640 + Penalty 793.932459 = -300612.591182 nChanged 322 SP:Iteration 4F (1215.811744 sec): 3 clusters Score: Raw -301562.996629 + Penalty 793.932459 = -300769.064171 nChanged 291 SP:Iteration 5Q (1215.827607 sec): 3 clusters Score: Raw -301717.664572 + Penalty 793.932459 = -300923.732113 nChanged 283 SP:Iteration 6Q (1215.843313 sec): 3 clusters Score: Raw -301880.542248 + Penalty 793.932459 = -301086.609789 nChanged 277 SP:Iteration 7Q (1215.859314 sec): 3 clusters Score: Raw -302061.202655 + Penalty 793.932459 = -301267.270196 nChanged 295 SP:Iteration 8Q (1215.875024 sec): 3 clusters Score: Raw -302236.115207 + Penalty 793.932459 = -301442.182748 nChanged 240 SP:Iteration 9Q (1215.890612 sec): 3 clusters Score: Raw -302353.007568 + Penalty 793.932459 = -301559.075109 nChanged 194 SP:Iteration 10Q (1215.906112 sec): 3 clusters Score: Raw -302436.309740 + Penalty 793.932459 = -301642.377282 nChanged 148 SP:Iteration 11Q (1215.921745 sec): 3 clusters Score: Raw -302493.196657 + Penalty 793.932459 = -301699.264198 nChanged 130 SP:Iteration 12Q (1215.937419 sec): 3 clusters Score: Raw -302543.315894 + Penalty 793.932459 = -301749.383435 nChanged 123 SP:Iteration 13Q (1215.953067 sec): 3 clusters Score: Raw -302590.081312 + Penalty 793.932459 = -301796.148853 nChanged 127 SP:Iteration 14Q (1215.968736 sec): 3 clusters Score: Raw -302644.683557 + Penalty 793.932459 = -301850.751099 nChanged 142 SP:Iteration 15Q (1215.984424 sec): 3 clusters Score: Raw -302709.820988 + Penalty 793.932459 = -301915.888529 nChanged 158 SP:Iteration 16Q (1216.000091 sec): 3 clusters Score: Raw -302786.324458 + Penalty 793.932459 = -301992.391999 nChanged 158 SP:Iteration 17Q (1216.015618 sec): 3 clusters Score: Raw -302857.513624 + Penalty 793.932459 = -302063.581165 nChanged 125 SP:Iteration 18Q (1216.031219 sec): 3 clusters Score: Raw -302918.330190 + Penalty 793.932459 = -302124.397732 nChanged 121 SP:Iteration 19Q (1216.046814 sec): 3 clusters Score: Raw -302972.685752 + Penalty 793.932459 = -302178.753294 nChanged 110 SP:Iteration 20F (1216.062442 sec): 3 clusters Score: Raw -303029.596696 + Penalty 793.932459 = -302235.664237 nChanged 109 SP:Iteration 21Q (1216.077958 sec): 3 clusters Score: Raw -303083.772235 + Penalty 793.932459 = -302289.839776 nChanged 83 SP:Iteration 22Q (1216.093409 sec): 3 clusters Score: Raw -303115.592048 + Penalty 793.932459 = -302321.659589 nChanged 75 SP:Iteration 23Q (1216.108781 sec): 3 clusters Score: Raw -303144.250908 + Penalty 793.932459 = -302350.318449 nChanged 69 SP:Iteration 24Q (1216.124287 sec): 3 clusters Score: Raw -303165.262913 + Penalty 793.932459 = -302371.330454 nChanged 61 SP:Iteration 25Q (1216.139639 sec): 3 clusters Score: Raw -303180.476343 + Penalty 793.932459 = -302386.543885 nChanged 50 SP:Iteration 26Q (1216.155032 sec): 3 clusters Score: Raw -303191.258148 + Penalty 793.932459 = -302397.325689 nChanged 34 SP:Iteration 27Q (1216.170355 sec): 3 clusters Score: Raw -303196.268419 + Penalty 793.932459 = -302402.335961 nChanged 30 SP:Iteration 28Q (1216.185711 sec): 3 clusters Score: Raw -303200.569298 + Penalty 793.932459 = -302406.636839 nChanged 32 SP:Iteration 29Q (1216.201032 sec): 3 clusters Score: Raw -303206.750735 + Penalty 793.932459 = -302412.818277 nChanged 34 SP:Iteration 30Q (1216.216300 sec): 3 clusters Score: Raw -303212.221070 + Penalty 793.932459 = -302418.288611 nChanged 27 SP:Iteration 31Q (1216.231581 sec): 3 clusters Score: Raw -303217.039157 + Penalty 793.932459 = -302423.106698 nChanged 20 SP:Iteration 32Q (1216.246870 sec): 3 clusters Score: Raw -303219.640127 + Penalty 793.932459 = -302425.707668 nChanged 13 SP:Iteration 33Q (1216.262149 sec): 3 clusters Score: Raw -303221.590833 + Penalty 793.932459 = -302427.658374 nChanged 13 SP:Iteration 34Q (1216.277345 sec): 3 clusters Score: Raw -303223.031568 + Penalty 793.932459 = -302429.099110 nChanged 11 SP:Iteration 35Q (1216.292577 sec): 3 clusters Score: Raw -303224.237586 + Penalty 793.932459 = -302430.305128 nChanged 16 SP:Iteration 36Q (1216.307841 sec): 3 clusters Score: Raw -303225.627508 + Penalty 793.932459 = -302431.695050 nChanged 7 SP:Iteration 37Q (1216.323014 sec): 3 clusters Score: Raw -303226.048097 + Penalty 793.932459 = -302432.115638 nChanged 7 SP:Iteration 38Q (1216.338273 sec): 3 clusters Score: Raw -303226.421375 + Penalty 793.932459 = -302432.488916 nChanged 4 SP:Iteration 39Q (1216.353532 sec): 3 clusters Score: Raw -303226.539365 + Penalty 793.932459 = -302432.606906 nChanged 2 SP:Iteration 40F (1216.369093 sec): 3 clusters Score: Raw -303226.679198 + Penalty 793.932459 = -302432.746740 nChanged 2 SP:Iteration 41Q (1216.384368 sec): 3 clusters Score: Raw -303226.776038 + Penalty 793.932459 = -302432.843580 nChanged 1 SP:Iteration 42Q (1216.399697 sec): 3 clusters Score: Raw -303226.806679 + Penalty 793.932459 = -302432.874221 nChanged 1 SP:Iteration 43Q (1216.414945 sec): 3 clusters Score: Raw -303226.882478 + Penalty 793.932459 = -302432.950020 nChanged 4 SP:Iteration 44Q (1216.430193 sec): 3 clusters Score: Raw -303227.096516 + Penalty 793.932459 = -302433.164058 nChanged 2 SP:Iteration 45Q (1216.445467 sec): 3 clusters Score: Raw -303227.177906 + Penalty 793.932459 = -302433.245447 nChanged 1 SP:Iteration 46Q (1216.460773 sec): 3 clusters Score: Raw -303227.188013 + Penalty 793.932459 = -302433.255554 nChanged 0 SP:Iteration 47F (1216.476320 sec): 3 clusters Score: Raw -303227.188013 + Penalty 793.932459 = -302433.255554 nChanged 0 Trying to split cluster 17 (5183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.492427 sec): 2 clusters Score: Raw -248608.271655 + Penalty 389.167839 = -248219.103816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.507365 sec): 3 clusters Score: Raw -245575.951375 + Penalty 778.335678 = -244797.615697 nChanged 2295 SP:Iteration 1F (1216.520773 sec): 3 clusters Score: Raw -246783.234657 + Penalty 778.335678 = -246004.898980 nChanged 248 SP:Iteration 2Q (1216.534326 sec): 3 clusters Score: Raw -246882.074166 + Penalty 778.335678 = -246103.738488 nChanged 232 SP:Iteration 3Q (1216.547799 sec): 3 clusters Score: Raw -246978.389438 + Penalty 778.335678 = -246200.053760 nChanged 246 SP:Iteration 4Q (1216.561318 sec): 3 clusters Score: Raw -247088.355101 + Penalty 778.335678 = -246310.019423 nChanged 245 SP:Iteration 5Q (1216.574771 sec): 3 clusters Score: Raw -247236.734793 + Penalty 778.335678 = -246458.399115 nChanged 291 SP:Iteration 6F (1216.588039 sec): 3 clusters Score: Raw -247431.251148 + Penalty 778.335678 = -246652.915470 nChanged 296 SP:Iteration 7F (1216.601356 sec): 3 clusters Score: Raw -247698.723415 + Penalty 778.335678 = -246920.387737 nChanged 276 SP:Iteration 8F (1216.614641 sec): 3 clusters Score: Raw -247982.170379 + Penalty 778.335678 = -247203.834701 nChanged 210 SP:Iteration 9Q (1216.627899 sec): 3 clusters Score: Raw -248168.179675 + Penalty 778.335678 = -247389.843997 nChanged 168 SP:Iteration 10Q (1216.641024 sec): 3 clusters Score: Raw -248293.718847 + Penalty 778.335678 = -247515.383169 nChanged 104 SP:Iteration 11Q (1216.654096 sec): 3 clusters Score: Raw -248369.774603 + Penalty 778.335678 = -247591.438925 nChanged 91 SP:Iteration 12Q (1216.667172 sec): 3 clusters Score: Raw -248425.426234 + Penalty 778.335678 = -247647.090556 nChanged 78 SP:Iteration 13Q (1216.680153 sec): 3 clusters Score: Raw -248471.207339 + Penalty 778.335678 = -247692.871661 nChanged 68 SP:Iteration 14Q (1216.693102 sec): 3 clusters Score: Raw -248515.921350 + Penalty 778.335678 = -247737.585672 nChanged 66 SP:Iteration 15Q (1216.706033 sec): 3 clusters Score: Raw -248559.283246 + Penalty 778.335678 = -247780.947568 nChanged 43 SP:Iteration 16Q (1216.718920 sec): 3 clusters Score: Raw -248585.938327 + Penalty 778.335678 = -247807.602649 nChanged 35 SP:Iteration 17Q (1216.731797 sec): 3 clusters Score: Raw -248607.289612 + Penalty 778.335678 = -247828.953934 nChanged 30 SP:Iteration 18Q (1216.744653 sec): 3 clusters Score: Raw -248632.828431 + Penalty 778.335678 = -247854.492753 nChanged 26 SP:Iteration 19Q (1216.757441 sec): 3 clusters Score: Raw -248651.911811 + Penalty 778.335678 = -247873.576133 nChanged 12 SP:Iteration 20F (1216.770597 sec): 3 clusters Score: Raw -248660.492807 + Penalty 778.335678 = -247882.157129 nChanged 11 SP:Iteration 21Q (1216.783342 sec): 3 clusters Score: Raw -248665.963051 + Penalty 778.335678 = -247887.627373 nChanged 8 SP:Iteration 22Q (1216.796073 sec): 3 clusters Score: Raw -248670.727303 + Penalty 778.335678 = -247892.391625 nChanged 5 SP:Iteration 23Q (1216.808773 sec): 3 clusters Score: Raw -248672.963180 + Penalty 778.335678 = -247894.627502 nChanged 4 SP:Iteration 24Q (1216.821528 sec): 3 clusters Score: Raw -248675.019888 + Penalty 778.335678 = -247896.684210 nChanged 1 SP:Iteration 25Q (1216.834262 sec): 3 clusters Score: Raw -248675.429949 + Penalty 778.335678 = -247897.094271 nChanged 2 SP:Iteration 26Q (1216.846974 sec): 3 clusters Score: Raw -248676.063613 + Penalty 778.335678 = -247897.727935 nChanged 0 SP:Iteration 27F (1216.860160 sec): 3 clusters Score: Raw -248676.063613 + Penalty 778.335678 = -247897.727935 nChanged 0 Trying to split cluster 18 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.867659 sec): 2 clusters Score: Raw -23547.440336 + Penalty 288.325571 = -23259.114765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.869842 sec): 3 clusters Score: Raw -23344.638846 + Penalty 576.651142 = -22767.987705 nChanged 215 SP:Iteration 1F (1216.871776 sec): 3 clusters Score: Raw -23501.890388 + Penalty 576.651142 = -22925.239246 nChanged 45 SP:Iteration 2F (1216.873695 sec): 3 clusters Score: Raw -23536.632851 + Penalty 576.651142 = -22959.981710 nChanged 33 SP:Iteration 3F (1216.875599 sec): 3 clusters Score: Raw -23566.792706 + Penalty 576.651142 = -22990.141564 nChanged 21 SP:Iteration 4Q (1216.877520 sec): 3 clusters Score: Raw -23590.572981 + Penalty 576.651142 = -23013.921840 nChanged 22 SP:Iteration 5Q (1216.879468 sec): 3 clusters Score: Raw -23611.429585 + Penalty 576.651142 = -23034.778443 nChanged 18 SP:Iteration 6Q (1216.881380 sec): 3 clusters Score: Raw -23624.165028 + Penalty 576.651142 = -23047.513886 nChanged 12 SP:Iteration 7Q (1216.883285 sec): 3 clusters Score: Raw -23635.552662 + Penalty 576.651142 = -23058.901520 nChanged 10 SP:Iteration 8Q (1216.885191 sec): 3 clusters Score: Raw -23640.871841 + Penalty 576.651142 = -23064.220699 nChanged 8 SP:Iteration 9Q (1216.887084 sec): 3 clusters Score: Raw -23646.292536 + Penalty 576.651142 = -23069.641394 nChanged 9 SP:Iteration 10Q (1216.888973 sec): 3 clusters Score: Raw -23651.556246 + Penalty 576.651142 = -23074.905105 nChanged 8 SP:Iteration 11Q (1216.890861 sec): 3 clusters Score: Raw -23655.391427 + Penalty 576.651142 = -23078.740286 nChanged 3 SP:Iteration 12Q (1216.892745 sec): 3 clusters Score: Raw -23656.237071 + Penalty 576.651142 = -23079.585929 nChanged 3 SP:Iteration 13Q (1216.894641 sec): 3 clusters Score: Raw -23657.281514 + Penalty 576.651142 = -23080.630373 nChanged 3 SP:Iteration 14Q (1216.896522 sec): 3 clusters Score: Raw -23658.308817 + Penalty 576.651142 = -23081.657676 nChanged 2 SP:Iteration 15Q (1216.898402 sec): 3 clusters Score: Raw -23660.315742 + Penalty 576.651142 = -23083.664601 nChanged 2 SP:Iteration 16Q (1216.900300 sec): 3 clusters Score: Raw -23661.177312 + Penalty 576.651142 = -23084.526170 nChanged 2 SP:Iteration 17Q (1216.902179 sec): 3 clusters Score: Raw -23661.820387 + Penalty 576.651142 = -23085.169246 nChanged 2 SP:Iteration 18Q (1216.904061 sec): 3 clusters Score: Raw -23662.702764 + Penalty 576.651142 = -23086.051623 nChanged 1 SP:Iteration 19Q (1216.905944 sec): 3 clusters Score: Raw -23663.333450 + Penalty 576.651142 = -23086.682308 nChanged 0 SP:Iteration 20F (1216.907840 sec): 3 clusters Score: Raw -23663.333450 + Penalty 576.651142 = -23086.682308 nChanged 0 Trying to split cluster 19 (49682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.957679 sec): 2 clusters Score: Raw -2266111.575215 + Penalty 492.009608 = -2265619.565608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.016520 sec): 3 clusters Score: Raw -2233312.271382 + Penalty 984.019216 = -2232328.252166 nChanged 23939 SP:Iteration 1F (1217.068046 sec): 3 clusters Score: Raw -2249070.455411 + Penalty 984.019216 = -2248086.436195 nChanged 2875 SP:Iteration 2F (1217.119692 sec): 3 clusters Score: Raw -2250595.211463 + Penalty 984.019216 = -2249611.192247 nChanged 3008 SP:Iteration 3F (1217.171178 sec): 3 clusters Score: Raw -2252254.251121 + Penalty 984.019216 = -2251270.231906 nChanged 2965 SP:Iteration 4F (1217.223052 sec): 3 clusters Score: Raw -2254014.567513 + Penalty 984.019216 = -2253030.548298 nChanged 2890 SP:Iteration 5F (1217.274667 sec): 3 clusters Score: Raw -2255906.156064 + Penalty 984.019216 = -2254922.136849 nChanged 2602 SP:Iteration 6F (1217.326265 sec): 3 clusters Score: Raw -2257560.219108 + Penalty 984.019216 = -2256576.199893 nChanged 2214 SP:Iteration 7Q (1217.380513 sec): 3 clusters Score: Raw -2258794.665695 + Penalty 984.019216 = -2257810.646479 nChanged 1710 SP:Iteration 8Q (1217.433995 sec): 3 clusters Score: Raw -2259507.006555 + Penalty 984.019216 = -2258522.987340 nChanged 1239 SP:Iteration 9Q (1217.487458 sec): 3 clusters Score: Raw -2259910.389065 + Penalty 984.019216 = -2258926.369850 nChanged 950 SP:Iteration 10Q (1217.540869 sec): 3 clusters Score: Raw -2260216.416141 + Penalty 984.019216 = -2259232.396925 nChanged 807 SP:Iteration 11Q (1217.594070 sec): 3 clusters Score: Raw -2260501.053415 + Penalty 984.019216 = -2259517.034199 nChanged 819 SP:Iteration 12Q (1217.647226 sec): 3 clusters Score: Raw -2260766.453102 + Penalty 984.019216 = -2259782.433887 nChanged 782 SP:Iteration 13Q (1217.700106 sec): 3 clusters Score: Raw -2261026.785743 + Penalty 984.019216 = -2260042.766528 nChanged 769 SP:Iteration 14Q (1217.753050 sec): 3 clusters Score: Raw -2261293.806087 + Penalty 984.019216 = -2260309.786871 nChanged 759 SP:Iteration 15Q (1217.806081 sec): 3 clusters Score: Raw -2261534.617458 + Penalty 984.019216 = -2260550.598243 nChanged 696 SP:Iteration 16Q (1217.858754 sec): 3 clusters Score: Raw -2261727.737513 + Penalty 984.019216 = -2260743.718298 nChanged 629 SP:Iteration 17Q (1217.911755 sec): 3 clusters Score: Raw -2261879.167079 + Penalty 984.019216 = -2260895.147863 nChanged 548 SP:Iteration 18Q (1217.964470 sec): 3 clusters Score: Raw -2262006.760948 + Penalty 984.019216 = -2261022.741733 nChanged 502 SP:Iteration 19Q (1218.017431 sec): 3 clusters Score: Raw -2262133.971660 + Penalty 984.019216 = -2261149.952445 nChanged 519 SP:Iteration 20F (1218.068340 sec): 3 clusters Score: Raw -2262254.132739 + Penalty 984.019216 = -2261270.113523 nChanged 482 SP:Iteration 21Q (1218.121826 sec): 3 clusters Score: Raw -2262359.111206 + Penalty 984.019216 = -2261375.091990 nChanged 456 SP:Iteration 22Q (1218.174319 sec): 3 clusters Score: Raw -2262457.258579 + Penalty 984.019216 = -2261473.239364 nChanged 446 SP:Iteration 23Q (1218.226521 sec): 3 clusters Score: Raw -2262549.821088 + Penalty 984.019216 = -2261565.801872 nChanged 425 SP:Iteration 24Q (1218.278818 sec): 3 clusters Score: Raw -2262629.653179 + Penalty 984.019216 = -2261645.633964 nChanged 387 SP:Iteration 25Q (1218.331149 sec): 3 clusters Score: Raw -2262695.230249 + Penalty 984.019216 = -2261711.211033 nChanged 370 SP:Iteration 26Q (1218.383498 sec): 3 clusters Score: Raw -2262753.043408 + Penalty 984.019216 = -2261769.024192 nChanged 360 SP:Iteration 27Q (1218.435773 sec): 3 clusters Score: Raw -2262805.372314 + Penalty 984.019216 = -2261821.353098 nChanged 359 SP:Iteration 28Q (1218.487921 sec): 3 clusters Score: Raw -2262855.054231 + Penalty 984.019216 = -2261871.035015 nChanged 329 SP:Iteration 29Q (1218.540205 sec): 3 clusters Score: Raw -2262898.488549 + Penalty 984.019216 = -2261914.469333 nChanged 301 SP:Iteration 30Q (1218.592362 sec): 3 clusters Score: Raw -2262934.400081 + Penalty 984.019216 = -2261950.380866 nChanged 283 SP:Iteration 31Q (1218.644664 sec): 3 clusters Score: Raw -2262964.423703 + Penalty 984.019216 = -2261980.404488 nChanged 270 SP:Iteration 32Q (1218.696937 sec): 3 clusters Score: Raw -2262991.375801 + Penalty 984.019216 = -2262007.356586 nChanged 258 SP:Iteration 33Q (1218.749297 sec): 3 clusters Score: Raw -2263018.365300 + Penalty 984.019216 = -2262034.346084 nChanged 251 SP:Iteration 34Q (1218.801599 sec): 3 clusters Score: Raw -2263043.376223 + Penalty 984.019216 = -2262059.357007 nChanged 227 SP:Iteration 35Q (1218.853750 sec): 3 clusters Score: Raw -2263063.514919 + Penalty 984.019216 = -2262079.495704 nChanged 211 SP:Iteration 36Q (1218.906207 sec): 3 clusters Score: Raw -2263084.334262 + Penalty 984.019216 = -2262100.315047 nChanged 240 SP:Iteration 37Q (1218.958840 sec): 3 clusters Score: Raw -2263108.591205 + Penalty 984.019216 = -2262124.571990 nChanged 236 SP:Iteration 38Q (1219.010785 sec): 3 clusters Score: Raw -2263134.717085 + Penalty 984.019216 = -2262150.697869 nChanged 250 SP:Iteration 39Q (1219.062950 sec): 3 clusters Score: Raw -2263163.644738 + Penalty 984.019216 = -2262179.625522 nChanged 265 SP:Iteration 40F (1219.113789 sec): 3 clusters Score: Raw -2263195.978555 + Penalty 984.019216 = -2262211.959340 nChanged 312 SP:Iteration 41Q (1219.166847 sec): 3 clusters Score: Raw -2263240.740503 + Penalty 984.019216 = -2262256.721288 nChanged 323 SP:Iteration 42Q (1219.218770 sec): 3 clusters Score: Raw -2263288.095736 + Penalty 984.019216 = -2262304.076521 nChanged 341 SP:Iteration 43Q (1219.271301 sec): 3 clusters Score: Raw -2263335.676578 + Penalty 984.019216 = -2262351.657363 nChanged 354 SP:Iteration 44Q (1219.324990 sec): 3 clusters Score: Raw -2263386.169358 + Penalty 984.019216 = -2262402.150142 nChanged 368 SP:Iteration 45Q (1219.376999 sec): 3 clusters Score: Raw -2263441.489882 + Penalty 984.019216 = -2262457.470666 nChanged 376 SP:Iteration 46Q (1219.429336 sec): 3 clusters Score: Raw -2263500.639317 + Penalty 984.019216 = -2262516.620101 nChanged 378 SP:Iteration 47Q (1219.481431 sec): 3 clusters Score: Raw -2263562.139035 + Penalty 984.019216 = -2262578.119819 nChanged 390 SP:Iteration 48Q (1219.535375 sec): 3 clusters Score: Raw -2263630.412206 + Penalty 984.019216 = -2262646.392990 nChanged 394 SP:Iteration 49Q (1219.587930 sec): 3 clusters Score: Raw -2263707.078226 + Penalty 984.019216 = -2262723.059010 nChanged 441 SP:Iteration 50Q (1219.639702 sec): 3 clusters Score: Raw -2263808.566146 + Penalty 984.019216 = -2262824.546931 nChanged 482 SP:Iteration 51Q (1219.692015 sec): 3 clusters Score: Raw -2263934.604349 + Penalty 984.019216 = -2262950.585133 nChanged 506 SP:Iteration 52Q (1219.743263 sec): 3 clusters Score: Raw -2264079.058258 + Penalty 984.019216 = -2263095.039042 nChanged 523 SP:Iteration 53Q (1219.795221 sec): 3 clusters Score: Raw -2264236.949414 + Penalty 984.019216 = -2263252.930199 nChanged 521 SP:Iteration 54Q (1219.869551 sec): 3 clusters Score: Raw -2264400.269875 + Penalty 984.019216 = -2263416.250659 nChanged 546 SP:Iteration 55Q (1219.927556 sec): 3 clusters Score: Raw -2264578.812626 + Penalty 984.019216 = -2263594.793411 nChanged 529 SP:Iteration 56Q (1219.978337 sec): 3 clusters Score: Raw -2264757.663870 + Penalty 984.019216 = -2263773.644655 nChanged 512 SP:Iteration 57Q (1220.029220 sec): 3 clusters Score: Raw -2264943.784736 + Penalty 984.019216 = -2263959.765521 nChanged 491 SP:Iteration 58Q (1220.080292 sec): 3 clusters Score: Raw -2265120.926298 + Penalty 984.019216 = -2264136.907082 nChanged 465 SP:Iteration 59Q (1220.130905 sec): 3 clusters Score: Raw -2265293.567458 + Penalty 984.019216 = -2264309.548242 nChanged 438 SP:Iteration 60F (1220.181726 sec): 3 clusters Score: Raw -2265458.104198 + Penalty 984.019216 = -2264474.084982 nChanged 390 SP:Iteration 61Q (1220.232930 sec): 3 clusters Score: Raw -2265603.652705 + Penalty 984.019216 = -2264619.633490 nChanged 343 SP:Iteration 62Q (1220.282747 sec): 3 clusters Score: Raw -2265727.767373 + Penalty 984.019216 = -2264743.748158 nChanged 281 SP:Iteration 63Q (1220.332716 sec): 3 clusters Score: Raw -2265827.340431 + Penalty 984.019216 = -2264843.321216 nChanged 247 SP:Iteration 64Q (1220.382769 sec): 3 clusters Score: Raw -2265917.516741 + Penalty 984.019216 = -2264933.497525 nChanged 201 SP:Iteration 65Q (1220.431971 sec): 3 clusters Score: Raw -2265991.401164 + Penalty 984.019216 = -2265007.381949 nChanged 181 SP:Iteration 66Q (1220.481099 sec): 3 clusters Score: Raw -2266053.807383 + Penalty 984.019216 = -2265069.788167 nChanged 128 SP:Iteration 67Q (1220.530383 sec): 3 clusters Score: Raw -2266095.636930 + Penalty 984.019216 = -2265111.617714 nChanged 106 SP:Iteration 68Q (1220.579350 sec): 3 clusters Score: Raw -2266129.981525 + Penalty 984.019216 = -2265145.962309 nChanged 73 SP:Iteration 69Q (1220.628391 sec): 3 clusters Score: Raw -2266149.460416 + Penalty 984.019216 = -2265165.441201 nChanged 64 SP:Iteration 70Q (1220.677671 sec): 3 clusters Score: Raw -2266164.801872 + Penalty 984.019216 = -2265180.782656 nChanged 49 SP:Iteration 71Q (1220.726066 sec): 3 clusters Score: Raw -2266176.969267 + Penalty 984.019216 = -2265192.950052 nChanged 39 SP:Iteration 72Q (1220.774863 sec): 3 clusters Score: Raw -2266187.993627 + Penalty 984.019216 = -2265203.974412 nChanged 37 SP:Iteration 73Q (1220.823692 sec): 3 clusters Score: Raw -2266194.805830 + Penalty 984.019216 = -2265210.786614 nChanged 26 SP:Iteration 74Q (1220.872411 sec): 3 clusters Score: Raw -2266199.839259 + Penalty 984.019216 = -2265215.820043 nChanged 26 SP:Iteration 75Q (1220.921169 sec): 3 clusters Score: Raw -2266205.225831 + Penalty 984.019216 = -2265221.206615 nChanged 16 SP:Iteration 76Q (1220.969869 sec): 3 clusters Score: Raw -2266209.329753 + Penalty 984.019216 = -2265225.310537 nChanged 25 SP:Iteration 77Q (1221.018648 sec): 3 clusters Score: Raw -2266215.955474 + Penalty 984.019216 = -2265231.936259 nChanged 28 SP:Iteration 78Q (1221.067439 sec): 3 clusters Score: Raw -2266223.169082 + Penalty 984.019216 = -2265239.149866 nChanged 27 SP:Iteration 79Q (1221.115918 sec): 3 clusters Score: Raw -2266230.714612 + Penalty 984.019216 = -2265246.695397 nChanged 22 SP:Iteration 80F (1221.166064 sec): 3 clusters Score: Raw -2266236.141104 + Penalty 984.019216 = -2265252.121889 nChanged 26 SP:Iteration 81Q (1221.215429 sec): 3 clusters Score: Raw -2266244.026176 + Penalty 984.019216 = -2265260.006961 nChanged 17 SP:Iteration 82Q (1221.263770 sec): 3 clusters Score: Raw -2266247.727966 + Penalty 984.019216 = -2265263.708750 nChanged 17 SP:Iteration 83Q (1221.312509 sec): 3 clusters Score: Raw -2266251.672547 + Penalty 984.019216 = -2265267.653332 nChanged 18 SP:Iteration 84Q (1221.361076 sec): 3 clusters Score: Raw -2266255.435615 + Penalty 984.019216 = -2265271.416400 nChanged 14 SP:Iteration 85Q (1221.410055 sec): 3 clusters Score: Raw -2266257.542932 + Penalty 984.019216 = -2265273.523716 nChanged 7 SP:Iteration 86Q (1221.458974 sec): 3 clusters Score: Raw -2266258.672028 + Penalty 984.019216 = -2265274.652813 nChanged 5 SP:Iteration 87Q (1221.507496 sec): 3 clusters Score: Raw -2266259.009660 + Penalty 984.019216 = -2265274.990444 nChanged 2 SP:Iteration 88Q (1221.555961 sec): 3 clusters Score: Raw -2266259.098486 + Penalty 984.019216 = -2265275.079271 nChanged 1 SP:Iteration 89Q (1221.604685 sec): 3 clusters Score: Raw -2266259.156611 + Penalty 984.019216 = -2265275.137395 nChanged 1 SP:Iteration 90Q (1221.652804 sec): 3 clusters Score: Raw -2266259.262728 + Penalty 984.019216 = -2265275.243512 nChanged 1 SP:Iteration 91Q (1221.703358 sec): 3 clusters Score: Raw -2266259.328138 + Penalty 984.019216 = -2265275.308922 nChanged 2 SP:Iteration 92Q (1221.751924 sec): 3 clusters Score: Raw -2266259.535041 + Penalty 984.019216 = -2265275.515826 nChanged 2 SP:Iteration 93Q (1221.800412 sec): 3 clusters Score: Raw -2266259.699354 + Penalty 984.019216 = -2265275.680139 nChanged 2 SP:Iteration 94Q (1221.848964 sec): 3 clusters Score: Raw -2266260.028603 + Penalty 984.019216 = -2265276.009387 nChanged 5 SP:Iteration 95Q (1221.897745 sec): 3 clusters Score: Raw -2266260.759581 + Penalty 984.019216 = -2265276.740366 nChanged 5 SP:Iteration 96Q (1221.946110 sec): 3 clusters Score: Raw -2266261.420176 + Penalty 984.019216 = -2265277.400960 nChanged 5 SP:Iteration 97Q (1221.995264 sec): 3 clusters Score: Raw -2266262.481048 + Penalty 984.019216 = -2265278.461833 nChanged 6 SP:Iteration 98Q (1222.043372 sec): 3 clusters Score: Raw -2266263.915764 + Penalty 984.019216 = -2265279.896548 nChanged 8 SP:Iteration 99Q (1222.091901 sec): 3 clusters Score: Raw -2266265.381739 + Penalty 984.019216 = -2265281.362523 nChanged 5 SP:Iteration 100F (1222.141844 sec): 3 clusters Score: Raw -2266266.046952 + Penalty 984.019216 = -2265282.027736 nChanged 7 SP:Iteration 101Q (1222.191429 sec): 3 clusters Score: Raw -2266268.027878 + Penalty 984.019216 = -2265284.008662 nChanged 7 SP:Iteration 102Q (1222.239885 sec): 3 clusters Score: Raw -2266269.630318 + Penalty 984.019216 = -2265285.611102 nChanged 6 SP:Iteration 103Q (1222.288418 sec): 3 clusters Score: Raw -2266270.535238 + Penalty 984.019216 = -2265286.516022 nChanged 3 SP:Iteration 104Q (1222.336921 sec): 3 clusters Score: Raw -2266270.880993 + Penalty 984.019216 = -2265286.861778 nChanged 2 SP:Iteration 105Q (1222.385146 sec): 3 clusters Score: Raw -2266271.104565 + Penalty 984.019216 = -2265287.085350 nChanged 1 SP:Iteration 106Q (1222.433875 sec): 3 clusters Score: Raw -2266271.168828 + Penalty 984.019216 = -2265287.149613 nChanged 0 SP:Iteration 107F (1222.483692 sec): 3 clusters Score: Raw -2266271.168828 + Penalty 984.019216 = -2265287.149613 nChanged 0 Trying to split cluster 20 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.489614 sec): 2 clusters Score: Raw -46451.044566 + Penalty 314.074795 = -46136.969771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.493034 sec): 3 clusters Score: Raw -45941.992555 + Penalty 628.149589 = -45313.842966 nChanged 382 SP:Iteration 1F (1222.496166 sec): 3 clusters Score: Raw -46148.540130 + Penalty 628.149589 = -45520.390541 nChanged 79 SP:Iteration 2F (1222.499179 sec): 3 clusters Score: Raw -46198.638645 + Penalty 628.149589 = -45570.489055 nChanged 54 SP:Iteration 3F (1222.502263 sec): 3 clusters Score: Raw -46249.536736 + Penalty 628.149589 = -45621.387147 nChanged 60 SP:Iteration 4F (1222.505225 sec): 3 clusters Score: Raw -46295.952843 + Penalty 628.149589 = -45667.803254 nChanged 42 SP:Iteration 5Q (1222.508257 sec): 3 clusters Score: Raw -46327.846192 + Penalty 628.149589 = -45699.696603 nChanged 35 SP:Iteration 6Q (1222.511276 sec): 3 clusters Score: Raw -46349.428499 + Penalty 628.149589 = -45721.278910 nChanged 26 SP:Iteration 7Q (1222.514305 sec): 3 clusters Score: Raw -46365.969826 + Penalty 628.149589 = -45737.820237 nChanged 23 SP:Iteration 8Q (1222.517314 sec): 3 clusters Score: Raw -46381.021202 + Penalty 628.149589 = -45752.871613 nChanged 17 SP:Iteration 9Q (1222.520316 sec): 3 clusters Score: Raw -46391.582163 + Penalty 628.149589 = -45763.432574 nChanged 17 SP:Iteration 10Q (1222.523315 sec): 3 clusters Score: Raw -46400.888521 + Penalty 628.149589 = -45772.738932 nChanged 16 SP:Iteration 11Q (1222.526301 sec): 3 clusters Score: Raw -46411.181318 + Penalty 628.149589 = -45783.031729 nChanged 12 SP:Iteration 12Q (1222.529273 sec): 3 clusters Score: Raw -46418.291083 + Penalty 628.149589 = -45790.141494 nChanged 9 SP:Iteration 13Q (1222.532242 sec): 3 clusters Score: Raw -46421.479936 + Penalty 628.149589 = -45793.330347 nChanged 8 SP:Iteration 14Q (1222.535246 sec): 3 clusters Score: Raw -46426.297543 + Penalty 628.149589 = -45798.147954 nChanged 6 SP:Iteration 15Q (1222.538218 sec): 3 clusters Score: Raw -46430.917578 + Penalty 628.149589 = -45802.767989 nChanged 8 SP:Iteration 16Q (1222.541193 sec): 3 clusters Score: Raw -46435.652955 + Penalty 628.149589 = -45807.503366 nChanged 8 SP:Iteration 17Q (1222.544144 sec): 3 clusters Score: Raw -46440.074666 + Penalty 628.149589 = -45811.925077 nChanged 5 SP:Iteration 18Q (1222.547101 sec): 3 clusters Score: Raw -46443.040380 + Penalty 628.149589 = -45814.890791 nChanged 7 SP:Iteration 19Q (1222.550050 sec): 3 clusters Score: Raw -46446.403909 + Penalty 628.149589 = -45818.254320 nChanged 7 SP:Iteration 20F (1222.553031 sec): 3 clusters Score: Raw -46449.623450 + Penalty 628.149589 = -45821.473861 nChanged 7 SP:Iteration 21Q (1222.555993 sec): 3 clusters Score: Raw -46454.870113 + Penalty 628.149589 = -45826.720524 nChanged 8 SP:Iteration 22Q (1222.558950 sec): 3 clusters Score: Raw -46458.388700 + Penalty 628.149589 = -45830.239110 nChanged 5 SP:Iteration 23Q (1222.561897 sec): 3 clusters Score: Raw -46460.614615 + Penalty 628.149589 = -45832.465026 nChanged 4 SP:Iteration 24Q (1222.564828 sec): 3 clusters Score: Raw -46461.349316 + Penalty 628.149589 = -45833.199727 nChanged 2 SP:Iteration 25Q (1222.567795 sec): 3 clusters Score: Raw -46461.751806 + Penalty 628.149589 = -45833.602217 nChanged 4 SP:Iteration 26Q (1222.570737 sec): 3 clusters Score: Raw -46463.218714 + Penalty 628.149589 = -45835.069125 nChanged 2 SP:Iteration 27Q (1222.573681 sec): 3 clusters Score: Raw -46464.079967 + Penalty 628.149589 = -45835.930378 nChanged 2 SP:Iteration 28Q (1222.576622 sec): 3 clusters Score: Raw -46464.947317 + Penalty 628.149589 = -45836.797728 nChanged 2 SP:Iteration 29Q (1222.579565 sec): 3 clusters Score: Raw -46465.665425 + Penalty 628.149589 = -45837.515836 nChanged 1 SP:Iteration 30Q (1222.582502 sec): 3 clusters Score: Raw -46465.951926 + Penalty 628.149589 = -45837.802337 nChanged 1 SP:Iteration 31Q (1222.585436 sec): 3 clusters Score: Raw -46466.571341 + Penalty 628.149589 = -45838.421752 nChanged 1 SP:Iteration 32Q (1222.588363 sec): 3 clusters Score: Raw -46466.759555 + Penalty 628.149589 = -45838.609966 nChanged 0 SP:Iteration 33F (1222.591315 sec): 3 clusters Score: Raw -46466.759555 + Penalty 628.149589 = -45838.609966 nChanged 0 Trying to split cluster 21 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.596992 sec): 2 clusters Score: Raw -15186.837517 + Penalty 268.195329 = -14918.642189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.598658 sec): 3 clusters Score: Raw -15051.324104 + Penalty 536.390658 = -14514.933446 nChanged 114 SP:Iteration 1F (1222.600185 sec): 3 clusters Score: Raw -15138.730998 + Penalty 536.390658 = -14602.340340 nChanged 35 SP:Iteration 2F (1222.601609 sec): 3 clusters Score: Raw -15174.836905 + Penalty 536.390658 = -14638.446247 nChanged 17 SP:Iteration 3Q (1222.603030 sec): 3 clusters Score: Raw -15186.196838 + Penalty 536.390658 = -14649.806180 nChanged 10 SP:Iteration 4Q (1222.604448 sec): 3 clusters Score: Raw -15193.380370 + Penalty 536.390658 = -14656.989712 nChanged 5 SP:Iteration 5Q (1222.605867 sec): 3 clusters Score: Raw -15196.648933 + Penalty 536.390658 = -14660.258275 nChanged 3 SP:Iteration 6Q (1222.607288 sec): 3 clusters Score: Raw -15199.320896 + Penalty 536.390658 = -14662.930239 nChanged 3 SP:Iteration 7Q (1222.608702 sec): 3 clusters Score: Raw -15201.493615 + Penalty 536.390658 = -14665.102957 nChanged 5 SP:Iteration 8Q (1222.610116 sec): 3 clusters Score: Raw -15206.798278 + Penalty 536.390658 = -14670.407620 nChanged 4 SP:Iteration 9Q (1222.611528 sec): 3 clusters Score: Raw -15211.692544 + Penalty 536.390658 = -14675.301886 nChanged 5 SP:Iteration 10Q (1222.612933 sec): 3 clusters Score: Raw -15216.887652 + Penalty 536.390658 = -14680.496994 nChanged 4 SP:Iteration 11Q (1222.614335 sec): 3 clusters Score: Raw -15219.432437 + Penalty 536.390658 = -14683.041779 nChanged 3 SP:Iteration 12Q (1222.615743 sec): 3 clusters Score: Raw -15220.754969 + Penalty 536.390658 = -14684.364311 nChanged 0 SP:Iteration 13F (1222.617148 sec): 3 clusters Score: Raw -15220.754969 + Penalty 536.390658 = -14684.364311 nChanged 0 Trying to split cluster 22 (13879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.639854 sec): 2 clusters Score: Raw -674422.945571 + Penalty 433.985014 = -673988.960557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.665099 sec): 3 clusters Score: Raw -665528.087945 + Penalty 867.970029 = -664660.117916 nChanged 6582 SP:Iteration 1F (1222.688842 sec): 3 clusters Score: Raw -669505.873108 + Penalty 867.970029 = -668637.903079 nChanged 870 SP:Iteration 2F (1222.712761 sec): 3 clusters Score: Raw -669890.500961 + Penalty 867.970029 = -669022.530932 nChanged 791 SP:Iteration 3F (1222.736444 sec): 3 clusters Score: Raw -670286.664266 + Penalty 867.970029 = -669418.694237 nChanged 819 SP:Iteration 4F (1222.760408 sec): 3 clusters Score: Raw -670754.379913 + Penalty 867.970029 = -669886.409884 nChanged 797 SP:Iteration 5F (1222.784111 sec): 3 clusters Score: Raw -671235.567444 + Penalty 867.970029 = -670367.597415 nChanged 762 SP:Iteration 6F (1222.808035 sec): 3 clusters Score: Raw -671688.339068 + Penalty 867.970029 = -670820.369039 nChanged 678 SP:Iteration 7Q (1222.832253 sec): 3 clusters Score: Raw -672070.045327 + Penalty 867.970029 = -671202.075298 nChanged 608 SP:Iteration 8Q (1222.856389 sec): 3 clusters Score: Raw -672369.409203 + Penalty 867.970029 = -671501.439175 nChanged 456 SP:Iteration 9Q (1222.880574 sec): 3 clusters Score: Raw -672518.855157 + Penalty 867.970029 = -671650.885128 nChanged 290 SP:Iteration 10Q (1222.904714 sec): 3 clusters Score: Raw -672607.879326 + Penalty 867.970029 = -671739.909297 nChanged 232 SP:Iteration 11Q (1222.928789 sec): 3 clusters Score: Raw -672668.731827 + Penalty 867.970029 = -671800.761798 nChanged 206 SP:Iteration 12Q (1222.952680 sec): 3 clusters Score: Raw -672720.639731 + Penalty 867.970029 = -671852.669702 nChanged 191 SP:Iteration 13Q (1222.976647 sec): 3 clusters Score: Raw -672771.467258 + Penalty 867.970029 = -671903.497229 nChanged 167 SP:Iteration 14Q (1223.000518 sec): 3 clusters Score: Raw -672808.059073 + Penalty 867.970029 = -671940.089045 nChanged 157 SP:Iteration 15Q (1223.024522 sec): 3 clusters Score: Raw -672843.900486 + Penalty 867.970029 = -671975.930457 nChanged 148 SP:Iteration 16Q (1223.048430 sec): 3 clusters Score: Raw -672874.382432 + Penalty 867.970029 = -672006.412403 nChanged 151 SP:Iteration 17Q (1223.072339 sec): 3 clusters Score: Raw -672905.569947 + Penalty 867.970029 = -672037.599918 nChanged 142 SP:Iteration 18Q (1223.096252 sec): 3 clusters Score: Raw -672934.956818 + Penalty 867.970029 = -672066.986789 nChanged 135 SP:Iteration 19Q (1223.120000 sec): 3 clusters Score: Raw -672961.945830 + Penalty 867.970029 = -672093.975801 nChanged 123 SP:Iteration 20F (1223.143847 sec): 3 clusters Score: Raw -672987.296933 + Penalty 867.970029 = -672119.326904 nChanged 131 SP:Iteration 21Q (1223.167793 sec): 3 clusters Score: Raw -673014.596060 + Penalty 867.970029 = -672146.626031 nChanged 125 SP:Iteration 22Q (1223.191657 sec): 3 clusters Score: Raw -673037.191662 + Penalty 867.970029 = -672169.221633 nChanged 122 SP:Iteration 23Q (1223.215526 sec): 3 clusters Score: Raw -673061.347816 + Penalty 867.970029 = -672193.377787 nChanged 144 SP:Iteration 24Q (1223.239433 sec): 3 clusters Score: Raw -673089.096045 + Penalty 867.970029 = -672221.126016 nChanged 139 SP:Iteration 25Q (1223.263366 sec): 3 clusters Score: Raw -673119.433105 + Penalty 867.970029 = -672251.463076 nChanged 137 SP:Iteration 26Q (1223.287264 sec): 3 clusters Score: Raw -673146.798440 + Penalty 867.970029 = -672278.828411 nChanged 142 SP:Iteration 27Q (1223.311221 sec): 3 clusters Score: Raw -673174.110258 + Penalty 867.970029 = -672306.140229 nChanged 143 SP:Iteration 28Q (1223.335063 sec): 3 clusters Score: Raw -673205.818111 + Penalty 867.970029 = -672337.848082 nChanged 133 SP:Iteration 29Q (1223.358948 sec): 3 clusters Score: Raw -673236.255507 + Penalty 867.970029 = -672368.285478 nChanged 158 SP:Iteration 30Q (1223.382738 sec): 3 clusters Score: Raw -673271.090018 + Penalty 867.970029 = -672403.119989 nChanged 135 SP:Iteration 31Q (1223.406510 sec): 3 clusters Score: Raw -673300.948940 + Penalty 867.970029 = -672432.978911 nChanged 152 SP:Iteration 32Q (1223.430370 sec): 3 clusters Score: Raw -673335.054716 + Penalty 867.970029 = -672467.084687 nChanged 140 SP:Iteration 33Q (1223.454129 sec): 3 clusters Score: Raw -673366.690981 + Penalty 867.970029 = -672498.720952 nChanged 134 SP:Iteration 34Q (1223.477696 sec): 3 clusters Score: Raw -673397.582361 + Penalty 867.970029 = -672529.612332 nChanged 120 SP:Iteration 35Q (1223.501404 sec): 3 clusters Score: Raw -673423.465527 + Penalty 867.970029 = -672555.495498 nChanged 104 SP:Iteration 36Q (1223.525071 sec): 3 clusters Score: Raw -673444.453738 + Penalty 867.970029 = -672576.483709 nChanged 102 SP:Iteration 37Q (1223.548679 sec): 3 clusters Score: Raw -673465.954021 + Penalty 867.970029 = -672597.983992 nChanged 104 SP:Iteration 38Q (1223.572266 sec): 3 clusters Score: Raw -673486.063493 + Penalty 867.970029 = -672618.093464 nChanged 99 SP:Iteration 39Q (1223.595839 sec): 3 clusters Score: Raw -673506.187848 + Penalty 867.970029 = -672638.217819 nChanged 103 SP:Iteration 40F (1223.619706 sec): 3 clusters Score: Raw -673528.231570 + Penalty 867.970029 = -672660.261541 nChanged 108 SP:Iteration 41Q (1223.643310 sec): 3 clusters Score: Raw -673552.300134 + Penalty 867.970029 = -672684.330105 nChanged 108 SP:Iteration 42Q (1223.666964 sec): 3 clusters Score: Raw -673574.940181 + Penalty 867.970029 = -672706.970152 nChanged 104 SP:Iteration 43Q (1223.690469 sec): 3 clusters Score: Raw -673595.248693 + Penalty 867.970029 = -672727.278664 nChanged 95 SP:Iteration 44Q (1223.720293 sec): 3 clusters Score: Raw -673610.646697 + Penalty 867.970029 = -672742.676668 nChanged 94 SP:Iteration 45Q (1223.743804 sec): 3 clusters Score: Raw -673625.619574 + Penalty 867.970029 = -672757.649545 nChanged 75 SP:Iteration 46Q (1223.767165 sec): 3 clusters Score: Raw -673638.089679 + Penalty 867.970029 = -672770.119650 nChanged 90 SP:Iteration 47Q (1223.790724 sec): 3 clusters Score: Raw -673655.893736 + Penalty 867.970029 = -672787.923707 nChanged 98 SP:Iteration 48Q (1223.814374 sec): 3 clusters Score: Raw -673671.852856 + Penalty 867.970029 = -672803.882827 nChanged 88 SP:Iteration 49Q (1223.838025 sec): 3 clusters Score: Raw -673686.815580 + Penalty 867.970029 = -672818.845551 nChanged 95 SP:Iteration 50Q (1223.861495 sec): 3 clusters Score: Raw -673704.093033 + Penalty 867.970029 = -672836.123004 nChanged 92 SP:Iteration 51Q (1223.884933 sec): 3 clusters Score: Raw -673721.079744 + Penalty 867.970029 = -672853.109715 nChanged 90 SP:Iteration 52Q (1223.908336 sec): 3 clusters Score: Raw -673741.116681 + Penalty 867.970029 = -672873.146652 nChanged 90 SP:Iteration 53Q (1223.931611 sec): 3 clusters Score: Raw -673759.267220 + Penalty 867.970029 = -672891.297191 nChanged 101 SP:Iteration 54Q (1223.954952 sec): 3 clusters Score: Raw -673780.525628 + Penalty 867.970029 = -672912.555599 nChanged 107 SP:Iteration 55Q (1223.978472 sec): 3 clusters Score: Raw -673803.592513 + Penalty 867.970029 = -672935.622484 nChanged 108 SP:Iteration 56Q (1224.001970 sec): 3 clusters Score: Raw -673829.726358 + Penalty 867.970029 = -672961.756329 nChanged 110 SP:Iteration 57Q (1224.025259 sec): 3 clusters Score: Raw -673861.381261 + Penalty 867.970029 = -672993.411232 nChanged 123 SP:Iteration 58Q (1224.048513 sec): 3 clusters Score: Raw -673903.031333 + Penalty 867.970029 = -673035.061304 nChanged 137 SP:Iteration 59Q (1224.071850 sec): 3 clusters Score: Raw -673943.443415 + Penalty 867.970029 = -673075.473387 nChanged 114 SP:Iteration 60F (1224.095671 sec): 3 clusters Score: Raw -673975.249681 + Penalty 867.970029 = -673107.279652 nChanged 104 SP:Iteration 61Q (1224.118955 sec): 3 clusters Score: Raw -674001.422602 + Penalty 867.970029 = -673133.452574 nChanged 94 SP:Iteration 62Q (1224.142144 sec): 3 clusters Score: Raw -674022.446327 + Penalty 867.970029 = -673154.476298 nChanged 70 SP:Iteration 63Q (1224.165156 sec): 3 clusters Score: Raw -674036.949657 + Penalty 867.970029 = -673168.979628 nChanged 83 SP:Iteration 64Q (1224.188347 sec): 3 clusters Score: Raw -674057.957735 + Penalty 867.970029 = -673189.987706 nChanged 101 SP:Iteration 65Q (1224.211465 sec): 3 clusters Score: Raw -674088.005630 + Penalty 867.970029 = -673220.035601 nChanged 98 SP:Iteration 66Q (1224.234733 sec): 3 clusters Score: Raw -674116.970994 + Penalty 867.970029 = -673249.000965 nChanged 93 SP:Iteration 67Q (1224.257828 sec): 3 clusters Score: Raw -674145.969192 + Penalty 867.970029 = -673277.999163 nChanged 93 SP:Iteration 68Q (1224.281130 sec): 3 clusters Score: Raw -674177.135334 + Penalty 867.970029 = -673309.165305 nChanged 90 SP:Iteration 69Q (1224.304369 sec): 3 clusters Score: Raw -674207.971654 + Penalty 867.970029 = -673340.001625 nChanged 95 SP:Iteration 70Q (1224.327427 sec): 3 clusters Score: Raw -674249.966742 + Penalty 867.970029 = -673381.996714 nChanged 102 SP:Iteration 71Q (1224.350222 sec): 3 clusters Score: Raw -674291.879293 + Penalty 867.970029 = -673423.909264 nChanged 87 SP:Iteration 72Q (1224.373044 sec): 3 clusters Score: Raw -674323.377985 + Penalty 867.970029 = -673455.407956 nChanged 76 SP:Iteration 73Q (1224.395784 sec): 3 clusters Score: Raw -674349.137095 + Penalty 867.970029 = -673481.167066 nChanged 62 SP:Iteration 74Q (1224.418654 sec): 3 clusters Score: Raw -674367.368044 + Penalty 867.970029 = -673499.398016 nChanged 62 SP:Iteration 75Q (1224.441333 sec): 3 clusters Score: Raw -674388.126028 + Penalty 867.970029 = -673520.155999 nChanged 59 SP:Iteration 76Q (1224.464084 sec): 3 clusters Score: Raw -674411.782762 + Penalty 867.970029 = -673543.812733 nChanged 70 SP:Iteration 77Q (1224.486665 sec): 3 clusters Score: Raw -674438.130091 + Penalty 867.970029 = -673570.160062 nChanged 61 SP:Iteration 78Q (1224.509014 sec): 3 clusters Score: Raw -674459.936625 + Penalty 867.970029 = -673591.966596 nChanged 53 SP:Iteration 79Q (1224.531526 sec): 3 clusters Score: Raw -674475.755731 + Penalty 867.970029 = -673607.785702 nChanged 40 SP:Iteration 80F (1224.555411 sec): 3 clusters Score: Raw -674486.385774 + Penalty 867.970029 = -673618.415745 nChanged 37 SP:Iteration 81Q (1224.577936 sec): 3 clusters Score: Raw -674496.428362 + Penalty 867.970029 = -673628.458333 nChanged 37 SP:Iteration 82Q (1224.600391 sec): 3 clusters Score: Raw -674508.391477 + Penalty 867.970029 = -673640.421448 nChanged 34 SP:Iteration 83Q (1224.622923 sec): 3 clusters Score: Raw -674519.026250 + Penalty 867.970029 = -673651.056221 nChanged 34 SP:Iteration 84Q (1224.645259 sec): 3 clusters Score: Raw -674529.127007 + Penalty 867.970029 = -673661.156978 nChanged 23 SP:Iteration 85Q (1224.667825 sec): 3 clusters Score: Raw -674534.869348 + Penalty 867.970029 = -673666.899319 nChanged 21 SP:Iteration 86Q (1224.690156 sec): 3 clusters Score: Raw -674539.494501 + Penalty 867.970029 = -673671.524472 nChanged 16 SP:Iteration 87Q (1224.712452 sec): 3 clusters Score: Raw -674542.836046 + Penalty 867.970029 = -673674.866018 nChanged 15 SP:Iteration 88Q (1224.735049 sec): 3 clusters Score: Raw -674547.223772 + Penalty 867.970029 = -673679.253743 nChanged 8 SP:Iteration 89Q (1224.757411 sec): 3 clusters Score: Raw -674549.473408 + Penalty 867.970029 = -673681.503380 nChanged 8 SP:Iteration 90Q (1224.779843 sec): 3 clusters Score: Raw -674551.547084 + Penalty 867.970029 = -673683.577055 nChanged 9 SP:Iteration 91Q (1224.802279 sec): 3 clusters Score: Raw -674553.081931 + Penalty 867.970029 = -673685.111902 nChanged 7 SP:Iteration 92Q (1224.824774 sec): 3 clusters Score: Raw -674554.285670 + Penalty 867.970029 = -673686.315641 nChanged 7 SP:Iteration 93Q (1224.847243 sec): 3 clusters Score: Raw -674555.154173 + Penalty 867.970029 = -673687.184144 nChanged 6 SP:Iteration 94Q (1224.869761 sec): 3 clusters Score: Raw -674555.728942 + Penalty 867.970029 = -673687.758914 nChanged 4 SP:Iteration 95Q (1224.892197 sec): 3 clusters Score: Raw -674556.281632 + Penalty 867.970029 = -673688.311603 nChanged 5 SP:Iteration 96Q (1224.914727 sec): 3 clusters Score: Raw -674556.999300 + Penalty 867.970029 = -673689.029271 nChanged 6 SP:Iteration 97Q (1224.937229 sec): 3 clusters Score: Raw -674557.438579 + Penalty 867.970029 = -673689.468550 nChanged 3 SP:Iteration 98Q (1224.959872 sec): 3 clusters Score: Raw -674557.847064 + Penalty 867.970029 = -673689.877035 nChanged 2 SP:Iteration 99Q (1224.982326 sec): 3 clusters Score: Raw -674557.999182 + Penalty 867.970029 = -673690.029153 nChanged 0 SP:Iteration 100F (1225.006088 sec): 3 clusters Score: Raw -674557.999182 + Penalty 867.970029 = -673690.029153 nChanged 0 Trying to split cluster 23 (5486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.022116 sec): 2 clusters Score: Raw -241326.787605 + Penalty 391.752938 = -240935.034668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.037995 sec): 3 clusters Score: Raw -237993.061468 + Penalty 783.505875 = -237209.555593 nChanged 2497 SP:Iteration 1F (1225.052274 sec): 3 clusters Score: Raw -239553.188976 + Penalty 783.505875 = -238769.683101 nChanged 410 SP:Iteration 2F (1225.066517 sec): 3 clusters Score: Raw -239845.046609 + Penalty 783.505875 = -239061.540734 nChanged 377 SP:Iteration 3F (1225.080749 sec): 3 clusters Score: Raw -240168.070942 + Penalty 783.505875 = -239384.565067 nChanged 383 SP:Iteration 4F (1225.095088 sec): 3 clusters Score: Raw -240493.583693 + Penalty 783.505875 = -239710.077818 nChanged 330 SP:Iteration 5F (1225.109308 sec): 3 clusters Score: Raw -240714.990187 + Penalty 783.505875 = -239931.484312 nChanged 225 SP:Iteration 6Q (1225.123702 sec): 3 clusters Score: Raw -240817.783917 + Penalty 783.505875 = -240034.278042 nChanged 143 SP:Iteration 7Q (1225.137893 sec): 3 clusters Score: Raw -240879.022656 + Penalty 783.505875 = -240095.516781 nChanged 108 SP:Iteration 8Q (1225.152096 sec): 3 clusters Score: Raw -240920.146873 + Penalty 783.505875 = -240136.640998 nChanged 89 SP:Iteration 9Q (1225.166319 sec): 3 clusters Score: Raw -240945.120053 + Penalty 783.505875 = -240161.614177 nChanged 68 SP:Iteration 10Q (1225.180506 sec): 3 clusters Score: Raw -240959.099821 + Penalty 783.505875 = -240175.593946 nChanged 42 SP:Iteration 11Q (1225.194661 sec): 3 clusters Score: Raw -240966.082721 + Penalty 783.505875 = -240182.576846 nChanged 32 SP:Iteration 12Q (1225.208875 sec): 3 clusters Score: Raw -240969.926465 + Penalty 783.505875 = -240186.420590 nChanged 18 SP:Iteration 13Q (1225.223305 sec): 3 clusters Score: Raw -240972.440736 + Penalty 783.505875 = -240188.934861 nChanged 17 SP:Iteration 14Q (1225.237474 sec): 3 clusters Score: Raw -240974.687159 + Penalty 783.505875 = -240191.181283 nChanged 13 SP:Iteration 15Q (1225.251666 sec): 3 clusters Score: Raw -240975.685169 + Penalty 783.505875 = -240192.179294 nChanged 9 SP:Iteration 16Q (1225.265804 sec): 3 clusters Score: Raw -240976.330387 + Penalty 783.505875 = -240192.824512 nChanged 10 SP:Iteration 17Q (1225.279988 sec): 3 clusters Score: Raw -240977.473284 + Penalty 783.505875 = -240193.967409 nChanged 10 SP:Iteration 18Q (1225.294116 sec): 3 clusters Score: Raw -240978.707194 + Penalty 783.505875 = -240195.201319 nChanged 9 SP:Iteration 19Q (1225.308268 sec): 3 clusters Score: Raw -240979.548443 + Penalty 783.505875 = -240196.042567 nChanged 6 SP:Iteration 20F (1225.322505 sec): 3 clusters Score: Raw -240980.170804 + Penalty 783.505875 = -240196.664929 nChanged 9 SP:Iteration 21Q (1225.336673 sec): 3 clusters Score: Raw -240980.769053 + Penalty 783.505875 = -240197.263178 nChanged 5 SP:Iteration 22Q (1225.350850 sec): 3 clusters Score: Raw -240981.114953 + Penalty 783.505875 = -240197.609078 nChanged 7 SP:Iteration 23Q (1225.365026 sec): 3 clusters Score: Raw -240981.625260 + Penalty 783.505875 = -240198.119385 nChanged 7 SP:Iteration 24Q (1225.379168 sec): 3 clusters Score: Raw -240982.273750 + Penalty 783.505875 = -240198.767874 nChanged 13 SP:Iteration 25Q (1225.393322 sec): 3 clusters Score: Raw -240983.390398 + Penalty 783.505875 = -240199.884523 nChanged 12 SP:Iteration 26Q (1225.407523 sec): 3 clusters Score: Raw -240984.651422 + Penalty 783.505875 = -240201.145546 nChanged 16 SP:Iteration 27Q (1225.421735 sec): 3 clusters Score: Raw -240986.586899 + Penalty 783.505875 = -240203.081024 nChanged 23 SP:Iteration 28Q (1225.435932 sec): 3 clusters Score: Raw -240990.894391 + Penalty 783.505875 = -240207.388515 nChanged 28 SP:Iteration 29Q (1225.450156 sec): 3 clusters Score: Raw -240995.032185 + Penalty 783.505875 = -240211.526310 nChanged 30 SP:Iteration 30Q (1225.464328 sec): 3 clusters Score: Raw -240998.426953 + Penalty 783.505875 = -240214.921078 nChanged 23 SP:Iteration 31Q (1225.478555 sec): 3 clusters Score: Raw -241000.849384 + Penalty 783.505875 = -240217.343509 nChanged 20 SP:Iteration 32Q (1225.492794 sec): 3 clusters Score: Raw -241003.114176 + Penalty 783.505875 = -240219.608301 nChanged 15 SP:Iteration 33Q (1225.507029 sec): 3 clusters Score: Raw -241004.809692 + Penalty 783.505875 = -240221.303817 nChanged 11 SP:Iteration 34Q (1225.521200 sec): 3 clusters Score: Raw -241006.315096 + Penalty 783.505875 = -240222.809221 nChanged 15 SP:Iteration 35Q (1225.535393 sec): 3 clusters Score: Raw -241007.820062 + Penalty 783.505875 = -240224.314187 nChanged 9 SP:Iteration 36Q (1225.549522 sec): 3 clusters Score: Raw -241008.613342 + Penalty 783.505875 = -240225.107467 nChanged 7 SP:Iteration 37Q (1225.563669 sec): 3 clusters Score: Raw -241009.398448 + Penalty 783.505875 = -240225.892573 nChanged 9 SP:Iteration 38Q (1225.577755 sec): 3 clusters Score: Raw -241010.027649 + Penalty 783.505875 = -240226.521774 nChanged 6 SP:Iteration 39Q (1225.591895 sec): 3 clusters Score: Raw -241010.378647 + Penalty 783.505875 = -240226.872772 nChanged 0 SP:Iteration 40F (1225.606145 sec): 3 clusters Score: Raw -241010.378647 + Penalty 783.505875 = -240226.872772 nChanged 0 Trying to split cluster 24 (6169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.622767 sec): 2 clusters Score: Raw -308760.934540 + Penalty 397.091787 = -308363.842753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.641368 sec): 3 clusters Score: Raw -305031.367100 + Penalty 794.183575 = -304237.183525 nChanged 2823 SP:Iteration 1F (1225.657040 sec): 3 clusters Score: Raw -306851.398609 + Penalty 794.183575 = -306057.215034 nChanged 470 SP:Iteration 2F (1225.672754 sec): 3 clusters Score: Raw -307168.290545 + Penalty 794.183575 = -306374.106971 nChanged 457 SP:Iteration 3F (1225.688418 sec): 3 clusters Score: Raw -307457.125878 + Penalty 794.183575 = -306662.942303 nChanged 409 SP:Iteration 4F (1225.704060 sec): 3 clusters Score: Raw -307687.980782 + Penalty 794.183575 = -306893.797207 nChanged 346 SP:Iteration 5F (1225.719714 sec): 3 clusters Score: Raw -307875.399700 + Penalty 794.183575 = -307081.216125 nChanged 281 SP:Iteration 6Q (1225.735400 sec): 3 clusters Score: Raw -308033.999290 + Penalty 794.183575 = -307239.815715 nChanged 248 SP:Iteration 7Q (1225.751105 sec): 3 clusters Score: Raw -308172.474700 + Penalty 794.183575 = -307378.291126 nChanged 200 SP:Iteration 8Q (1225.766810 sec): 3 clusters Score: Raw -308286.699427 + Penalty 794.183575 = -307492.515852 nChanged 161 SP:Iteration 9Q (1225.782545 sec): 3 clusters Score: Raw -308377.420034 + Penalty 794.183575 = -307583.236459 nChanged 160 SP:Iteration 10Q (1225.798145 sec): 3 clusters Score: Raw -308462.825343 + Penalty 794.183575 = -307668.641769 nChanged 139 SP:Iteration 11Q (1225.813741 sec): 3 clusters Score: Raw -308528.319480 + Penalty 794.183575 = -307734.135906 nChanged 117 SP:Iteration 12Q (1225.829248 sec): 3 clusters Score: Raw -308580.074184 + Penalty 794.183575 = -307785.890609 nChanged 104 SP:Iteration 13Q (1225.844765 sec): 3 clusters Score: Raw -308620.829264 + Penalty 794.183575 = -307826.645690 nChanged 90 SP:Iteration 14Q (1225.860226 sec): 3 clusters Score: Raw -308655.686810 + Penalty 794.183575 = -307861.503235 nChanged 74 SP:Iteration 15Q (1225.875614 sec): 3 clusters Score: Raw -308684.000474 + Penalty 794.183575 = -307889.816899 nChanged 68 SP:Iteration 16Q (1225.890948 sec): 3 clusters Score: Raw -308707.104198 + Penalty 794.183575 = -307912.920624 nChanged 67 SP:Iteration 17Q (1225.906256 sec): 3 clusters Score: Raw -308730.128860 + Penalty 794.183575 = -307935.945286 nChanged 70 SP:Iteration 18Q (1225.921610 sec): 3 clusters Score: Raw -308756.149589 + Penalty 794.183575 = -307961.966015 nChanged 72 SP:Iteration 19Q (1225.936889 sec): 3 clusters Score: Raw -308781.117526 + Penalty 794.183575 = -307986.933951 nChanged 71 SP:Iteration 20F (1225.952385 sec): 3 clusters Score: Raw -308806.751938 + Penalty 794.183575 = -308012.568364 nChanged 55 SP:Iteration 21Q (1225.967553 sec): 3 clusters Score: Raw -308826.004345 + Penalty 794.183575 = -308031.820771 nChanged 43 SP:Iteration 22Q (1225.982844 sec): 3 clusters Score: Raw -308841.845416 + Penalty 794.183575 = -308047.661841 nChanged 36 SP:Iteration 23Q (1225.998109 sec): 3 clusters Score: Raw -308857.491057 + Penalty 794.183575 = -308063.307482 nChanged 40 SP:Iteration 24Q (1226.013420 sec): 3 clusters Score: Raw -308872.911421 + Penalty 794.183575 = -308078.727847 nChanged 36 SP:Iteration 25Q (1226.028711 sec): 3 clusters Score: Raw -308885.047778 + Penalty 794.183575 = -308090.864204 nChanged 35 SP:Iteration 26Q (1226.044007 sec): 3 clusters Score: Raw -308896.080581 + Penalty 794.183575 = -308101.897006 nChanged 29 SP:Iteration 27Q (1226.059312 sec): 3 clusters Score: Raw -308905.682771 + Penalty 794.183575 = -308111.499197 nChanged 27 SP:Iteration 28Q (1226.074653 sec): 3 clusters Score: Raw -308915.502334 + Penalty 794.183575 = -308121.318760 nChanged 24 SP:Iteration 29Q (1226.089846 sec): 3 clusters Score: Raw -308922.198750 + Penalty 794.183575 = -308128.015175 nChanged 18 SP:Iteration 30Q (1226.105033 sec): 3 clusters Score: Raw -308929.983538 + Penalty 794.183575 = -308135.799964 nChanged 19 SP:Iteration 31Q (1226.120283 sec): 3 clusters Score: Raw -308939.636742 + Penalty 794.183575 = -308145.453168 nChanged 31 SP:Iteration 32Q (1226.135499 sec): 3 clusters Score: Raw -308958.671872 + Penalty 794.183575 = -308164.488298 nChanged 29 SP:Iteration 33Q (1226.150660 sec): 3 clusters Score: Raw -308973.754420 + Penalty 794.183575 = -308179.570845 nChanged 22 SP:Iteration 34Q (1226.165793 sec): 3 clusters Score: Raw -308985.818904 + Penalty 794.183575 = -308191.635329 nChanged 15 SP:Iteration 35Q (1226.181019 sec): 3 clusters Score: Raw -308993.677676 + Penalty 794.183575 = -308199.494101 nChanged 8 SP:Iteration 36Q (1226.196256 sec): 3 clusters Score: Raw -308996.540982 + Penalty 794.183575 = -308202.357407 nChanged 6 SP:Iteration 37Q (1226.211419 sec): 3 clusters Score: Raw -308998.743484 + Penalty 794.183575 = -308204.559910 nChanged 5 SP:Iteration 38Q (1226.226449 sec): 3 clusters Score: Raw -308999.978334 + Penalty 794.183575 = -308205.794759 nChanged 4 SP:Iteration 39Q (1226.241580 sec): 3 clusters Score: Raw -309001.247516 + Penalty 794.183575 = -308207.063941 nChanged 3 SP:Iteration 40F (1226.257034 sec): 3 clusters Score: Raw -309002.185721 + Penalty 794.183575 = -308208.002146 nChanged 4 SP:Iteration 41Q (1226.272095 sec): 3 clusters Score: Raw -309004.216472 + Penalty 794.183575 = -308210.032897 nChanged 6 SP:Iteration 42Q (1226.287152 sec): 3 clusters Score: Raw -309006.382120 + Penalty 794.183575 = -308212.198545 nChanged 7 SP:Iteration 43Q (1226.302247 sec): 3 clusters Score: Raw -309009.514825 + Penalty 794.183575 = -308215.331250 nChanged 6 SP:Iteration 44Q (1226.317281 sec): 3 clusters Score: Raw -309010.717565 + Penalty 794.183575 = -308216.533990 nChanged 3 SP:Iteration 45Q (1226.332338 sec): 3 clusters Score: Raw -309011.500167 + Penalty 794.183575 = -308217.316592 nChanged 4 SP:Iteration 46Q (1226.347464 sec): 3 clusters Score: Raw -309012.619664 + Penalty 794.183575 = -308218.436090 nChanged 1 SP:Iteration 47Q (1226.362559 sec): 3 clusters Score: Raw -309012.869095 + Penalty 794.183575 = -308218.685520 nChanged 3 SP:Iteration 48Q (1226.377578 sec): 3 clusters Score: Raw -309013.744901 + Penalty 794.183575 = -308219.561326 nChanged 1 SP:Iteration 49Q (1226.392677 sec): 3 clusters Score: Raw -309014.393126 + Penalty 794.183575 = -308220.209551 nChanged 0 SP:Iteration 50F (1226.408140 sec): 3 clusters Score: Raw -309014.393126 + Penalty 794.183575 = -308220.209551 nChanged 0 Trying to split cluster 25 (1811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.420477 sec): 2 clusters Score: Raw -82347.151636 + Penalty 341.324368 = -82005.827268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.426187 sec): 3 clusters Score: Raw -81340.666271 + Penalty 682.648736 = -80658.017535 nChanged 767 SP:Iteration 1F (1226.431256 sec): 3 clusters Score: Raw -81840.531259 + Penalty 682.648736 = -81157.882523 nChanged 171 SP:Iteration 2F (1226.436262 sec): 3 clusters Score: Raw -81958.388329 + Penalty 682.648736 = -81275.739593 nChanged 131 SP:Iteration 3F (1226.441325 sec): 3 clusters Score: Raw -82054.686775 + Penalty 682.648736 = -81372.038039 nChanged 103 SP:Iteration 4F (1226.446373 sec): 3 clusters Score: Raw -82129.717927 + Penalty 682.648736 = -81447.069191 nChanged 79 SP:Iteration 5Q (1226.451470 sec): 3 clusters Score: Raw -82187.066127 + Penalty 682.648736 = -81504.417392 nChanged 76 SP:Iteration 6Q (1226.457039 sec): 3 clusters Score: Raw -82229.648986 + Penalty 682.648736 = -81547.000250 nChanged 54 SP:Iteration 7Q (1226.462121 sec): 3 clusters Score: Raw -82265.399280 + Penalty 682.648736 = -81582.750545 nChanged 63 SP:Iteration 8Q (1226.467201 sec): 3 clusters Score: Raw -82300.820675 + Penalty 682.648736 = -81618.171940 nChanged 60 SP:Iteration 9Q (1226.472282 sec): 3 clusters Score: Raw -82339.322819 + Penalty 682.648736 = -81656.674083 nChanged 64 SP:Iteration 10Q (1226.477349 sec): 3 clusters Score: Raw -82380.227959 + Penalty 682.648736 = -81697.579224 nChanged 68 SP:Iteration 11Q (1226.482405 sec): 3 clusters Score: Raw -82423.085829 + Penalty 682.648736 = -81740.437093 nChanged 50 SP:Iteration 12Q (1226.487528 sec): 3 clusters Score: Raw -82449.518432 + Penalty 682.648736 = -81766.869696 nChanged 38 SP:Iteration 13Q (1226.492576 sec): 3 clusters Score: Raw -82472.322754 + Penalty 682.648736 = -81789.674018 nChanged 26 SP:Iteration 14Q (1226.497598 sec): 3 clusters Score: Raw -82484.783664 + Penalty 682.648736 = -81802.134928 nChanged 19 SP:Iteration 15Q (1226.502620 sec): 3 clusters Score: Raw -82494.213562 + Penalty 682.648736 = -81811.564826 nChanged 18 SP:Iteration 16Q (1226.507622 sec): 3 clusters Score: Raw -82502.088746 + Penalty 682.648736 = -81819.440010 nChanged 18 SP:Iteration 17Q (1226.512637 sec): 3 clusters Score: Raw -82510.993273 + Penalty 682.648736 = -81828.344538 nChanged 11 SP:Iteration 18Q (1226.517934 sec): 3 clusters Score: Raw -82519.223280 + Penalty 682.648736 = -81836.574545 nChanged 16 SP:Iteration 19Q (1226.522921 sec): 3 clusters Score: Raw -82532.767946 + Penalty 682.648736 = -81850.119210 nChanged 18 SP:Iteration 20F (1226.527959 sec): 3 clusters Score: Raw -82548.141467 + Penalty 682.648736 = -81865.492731 nChanged 12 SP:Iteration 21Q (1226.532914 sec): 3 clusters Score: Raw -82554.306051 + Penalty 682.648736 = -81871.657316 nChanged 9 SP:Iteration 22Q (1226.537855 sec): 3 clusters Score: Raw -82558.171738 + Penalty 682.648736 = -81875.523002 nChanged 8 SP:Iteration 23Q (1226.542854 sec): 3 clusters Score: Raw -82560.554733 + Penalty 682.648736 = -81877.905997 nChanged 5 SP:Iteration 24Q (1226.547781 sec): 3 clusters Score: Raw -82562.484958 + Penalty 682.648736 = -81879.836222 nChanged 2 SP:Iteration 25Q (1226.552691 sec): 3 clusters Score: Raw -82562.891705 + Penalty 682.648736 = -81880.242969 nChanged 1 SP:Iteration 26Q (1226.557595 sec): 3 clusters Score: Raw -82563.024199 + Penalty 682.648736 = -81880.375463 nChanged 2 SP:Iteration 27Q (1226.562513 sec): 3 clusters Score: Raw -82563.377422 + Penalty 682.648736 = -81880.728686 nChanged 1 SP:Iteration 28Q (1226.567397 sec): 3 clusters Score: Raw -82563.463361 + Penalty 682.648736 = -81880.814625 nChanged 0 SP:Iteration 29F (1226.572423 sec): 3 clusters Score: Raw -82563.463361 + Penalty 682.648736 = -81880.814625 nChanged 0 Trying to split cluster 26 (26765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.603259 sec): 2 clusters Score: Raw -1302569.141499 + Penalty 463.865691 = -1302105.275809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.640073 sec): 3 clusters Score: Raw -1285129.209051 + Penalty 927.731381 = -1284201.477670 nChanged 12820 SP:Iteration 1F (1226.673522 sec): 3 clusters Score: Raw -1292808.961405 + Penalty 927.731381 = -1291881.230024 nChanged 1445 SP:Iteration 2F (1226.706882 sec): 3 clusters Score: Raw -1293443.098851 + Penalty 927.731381 = -1292515.367470 nChanged 1616 SP:Iteration 3F (1226.740725 sec): 3 clusters Score: Raw -1294384.043957 + Penalty 927.731381 = -1293456.312576 nChanged 1830 SP:Iteration 4F (1226.773949 sec): 3 clusters Score: Raw -1295797.363644 + Penalty 927.731381 = -1294869.632263 nChanged 1922 SP:Iteration 5F (1226.807617 sec): 3 clusters Score: Raw -1297591.113194 + Penalty 927.731381 = -1296663.381813 nChanged 1657 SP:Iteration 6F (1226.841289 sec): 3 clusters Score: Raw -1299229.266321 + Penalty 927.731381 = -1298301.534940 nChanged 1196 SP:Iteration 7Q (1226.875161 sec): 3 clusters Score: Raw -1300229.346004 + Penalty 927.731381 = -1299301.614623 nChanged 799 SP:Iteration 8Q (1226.908614 sec): 3 clusters Score: Raw -1300742.076405 + Penalty 927.731381 = -1299814.345024 nChanged 571 SP:Iteration 9Q (1226.941657 sec): 3 clusters Score: Raw -1301061.544388 + Penalty 927.731381 = -1300133.813007 nChanged 463 SP:Iteration 10Q (1226.974254 sec): 3 clusters Score: Raw -1301304.249575 + Penalty 927.731381 = -1300376.518194 nChanged 412 SP:Iteration 11Q (1227.006185 sec): 3 clusters Score: Raw -1301519.050548 + Penalty 927.731381 = -1300591.319166 nChanged 363 SP:Iteration 12Q (1227.038228 sec): 3 clusters Score: Raw -1301698.480669 + Penalty 927.731381 = -1300770.749288 nChanged 330 SP:Iteration 13Q (1227.069667 sec): 3 clusters Score: Raw -1301871.676016 + Penalty 927.731381 = -1300943.944635 nChanged 281 SP:Iteration 14Q (1227.101071 sec): 3 clusters Score: Raw -1302020.539678 + Penalty 927.731381 = -1301092.808297 nChanged 231 SP:Iteration 15Q (1227.132182 sec): 3 clusters Score: Raw -1302131.378592 + Penalty 927.731381 = -1301203.647211 nChanged 181 SP:Iteration 16Q (1227.163162 sec): 3 clusters Score: Raw -1302212.039934 + Penalty 927.731381 = -1301284.308553 nChanged 160 SP:Iteration 17Q (1227.193878 sec): 3 clusters Score: Raw -1302289.507004 + Penalty 927.731381 = -1301361.775623 nChanged 139 SP:Iteration 18Q (1227.224436 sec): 3 clusters Score: Raw -1302369.611927 + Penalty 927.731381 = -1301441.880546 nChanged 108 SP:Iteration 19Q (1227.254889 sec): 3 clusters Score: Raw -1302427.898276 + Penalty 927.731381 = -1301500.166895 nChanged 79 SP:Iteration 20F (1227.287910 sec): 3 clusters Score: Raw -1302464.603216 + Penalty 927.731381 = -1301536.871835 nChanged 56 SP:Iteration 21Q (1227.318601 sec): 3 clusters Score: Raw -1302498.494057 + Penalty 927.731381 = -1301570.762676 nChanged 52 SP:Iteration 22Q (1227.349121 sec): 3 clusters Score: Raw -1302534.773414 + Penalty 927.731381 = -1301607.042033 nChanged 38 SP:Iteration 23Q (1227.379627 sec): 3 clusters Score: Raw -1302560.735908 + Penalty 927.731381 = -1301633.004526 nChanged 29 SP:Iteration 24Q (1227.410002 sec): 3 clusters Score: Raw -1302575.981037 + Penalty 927.731381 = -1301648.249656 nChanged 26 SP:Iteration 25Q (1227.440445 sec): 3 clusters Score: Raw -1302589.553128 + Penalty 927.731381 = -1301661.821746 nChanged 20 SP:Iteration 26Q (1227.470603 sec): 3 clusters Score: Raw -1302598.002424 + Penalty 927.731381 = -1301670.271043 nChanged 17 SP:Iteration 27Q (1227.501057 sec): 3 clusters Score: Raw -1302608.547499 + Penalty 927.731381 = -1301680.816118 nChanged 21 SP:Iteration 28Q (1227.531361 sec): 3 clusters Score: Raw -1302622.163596 + Penalty 927.731381 = -1301694.432215 nChanged 12 SP:Iteration 29Q (1227.561841 sec): 3 clusters Score: Raw -1302629.646940 + Penalty 927.731381 = -1301701.915559 nChanged 10 SP:Iteration 30Q (1227.592292 sec): 3 clusters Score: Raw -1302634.802431 + Penalty 927.731381 = -1301707.071050 nChanged 6 SP:Iteration 31Q (1227.622547 sec): 3 clusters Score: Raw -1302637.222109 + Penalty 927.731381 = -1301709.490727 nChanged 1 SP:Iteration 32Q (1227.652870 sec): 3 clusters Score: Raw -1302637.779301 + Penalty 927.731381 = -1301710.047920 nChanged 0 SP:Iteration 33F (1227.685640 sec): 3 clusters Score: Raw -1302637.779301 + Penalty 927.731381 = -1301710.047920 nChanged 0 Trying to split cluster 27 (8884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.703120 sec): 2 clusters Score: Raw -415217.733731 + Penalty 413.686327 = -414804.047404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.729621 sec): 3 clusters Score: Raw -409659.413066 + Penalty 827.372654 = -408832.040412 nChanged 4123 SP:Iteration 1F (1227.749792 sec): 3 clusters Score: Raw -411965.026258 + Penalty 827.372654 = -411137.653604 nChanged 506 SP:Iteration 2F (1227.782876 sec): 3 clusters Score: Raw -412212.694735 + Penalty 827.372654 = -411385.322081 nChanged 524 SP:Iteration 3F (1227.802965 sec): 3 clusters Score: Raw -412493.866710 + Penalty 827.372654 = -411666.494056 nChanged 588 SP:Iteration 4F (1227.822865 sec): 3 clusters Score: Raw -412906.164693 + Penalty 827.372654 = -412078.792039 nChanged 648 SP:Iteration 5F (1227.842861 sec): 3 clusters Score: Raw -413454.174868 + Penalty 827.372654 = -412626.802214 nChanged 672 SP:Iteration 6F (1227.862963 sec): 3 clusters Score: Raw -414058.564260 + Penalty 827.372654 = -413231.191606 nChanged 529 SP:Iteration 7F (1227.882945 sec): 3 clusters Score: Raw -414532.064352 + Penalty 827.372654 = -413704.691698 nChanged 375 SP:Iteration 8Q (1227.902746 sec): 3 clusters Score: Raw -414877.550109 + Penalty 827.372654 = -414050.177456 nChanged 211 SP:Iteration 9Q (1227.922244 sec): 3 clusters Score: Raw -415064.105269 + Penalty 827.372654 = -414236.732615 nChanged 108 SP:Iteration 10Q (1227.941497 sec): 3 clusters Score: Raw -415163.836691 + Penalty 827.372654 = -414336.464037 nChanged 45 SP:Iteration 11Q (1227.960509 sec): 3 clusters Score: Raw -415213.160294 + Penalty 827.372654 = -414385.787640 nChanged 23 SP:Iteration 12Q (1227.979523 sec): 3 clusters Score: Raw -415236.025428 + Penalty 827.372654 = -414408.652774 nChanged 8 SP:Iteration 13Q (1227.998453 sec): 3 clusters Score: Raw -415243.449164 + Penalty 827.372654 = -414416.076510 nChanged 6 SP:Iteration 14Q (1228.017241 sec): 3 clusters Score: Raw -415248.045667 + Penalty 827.372654 = -414420.673013 nChanged 3 SP:Iteration 15Q (1228.036041 sec): 3 clusters Score: Raw -415250.335157 + Penalty 827.372654 = -414422.962503 nChanged 6 SP:Iteration 16Q (1228.054731 sec): 3 clusters Score: Raw -415258.822885 + Penalty 827.372654 = -414431.450231 nChanged 4 SP:Iteration 17Q (1228.073443 sec): 3 clusters Score: Raw -415268.745145 + Penalty 827.372654 = -414441.372491 nChanged 5 SP:Iteration 18Q (1228.092467 sec): 3 clusters Score: Raw -415273.652254 + Penalty 827.372654 = -414446.279600 nChanged 1 SP:Iteration 19Q (1228.111199 sec): 3 clusters Score: Raw -415277.192338 + Penalty 827.372654 = -414449.819684 nChanged 1 SP:Iteration 20F (1228.130993 sec): 3 clusters Score: Raw -415278.519912 + Penalty 827.372654 = -414451.147258 nChanged 0 Trying to split cluster 28 (10678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.150965 sec): 2 clusters Score: Raw -498065.625806 + Penalty 422.055308 = -497643.570498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.173795 sec): 3 clusters Score: Raw -491371.621612 + Penalty 844.110615 = -490527.510997 nChanged 4924 SP:Iteration 1F (1228.195699 sec): 3 clusters Score: Raw -494117.634825 + Penalty 844.110615 = -493273.524209 nChanged 637 SP:Iteration 2F (1228.217454 sec): 3 clusters Score: Raw -494429.485205 + Penalty 844.110615 = -493585.374589 nChanged 693 SP:Iteration 3F (1228.239274 sec): 3 clusters Score: Raw -494861.026748 + Penalty 844.110615 = -494016.916132 nChanged 788 SP:Iteration 4F (1228.261095 sec): 3 clusters Score: Raw -495443.189211 + Penalty 844.110615 = -494599.078595 nChanged 807 SP:Iteration 5F (1228.282893 sec): 3 clusters Score: Raw -496107.581273 + Penalty 844.110615 = -495263.470657 nChanged 652 SP:Iteration 6F (1228.304785 sec): 3 clusters Score: Raw -496662.979519 + Penalty 844.110615 = -495818.868904 nChanged 491 SP:Iteration 7Q (1228.326645 sec): 3 clusters Score: Raw -497042.460682 + Penalty 844.110615 = -496198.350067 nChanged 357 SP:Iteration 8Q (1228.348190 sec): 3 clusters Score: Raw -497311.418355 + Penalty 844.110615 = -496467.307739 nChanged 287 SP:Iteration 9Q (1228.369441 sec): 3 clusters Score: Raw -497501.651097 + Penalty 844.110615 = -496657.540482 nChanged 198 SP:Iteration 10Q (1228.390590 sec): 3 clusters Score: Raw -497623.308622 + Penalty 844.110615 = -496779.198007 nChanged 138 SP:Iteration 11Q (1228.411734 sec): 3 clusters Score: Raw -497703.053679 + Penalty 844.110615 = -496858.943064 nChanged 125 SP:Iteration 12Q (1228.432759 sec): 3 clusters Score: Raw -497774.382029 + Penalty 844.110615 = -496930.271414 nChanged 97 SP:Iteration 13Q (1228.453737 sec): 3 clusters Score: Raw -497823.547965 + Penalty 844.110615 = -496979.437350 nChanged 85 SP:Iteration 14Q (1228.474646 sec): 3 clusters Score: Raw -497876.039000 + Penalty 844.110615 = -497031.928384 nChanged 87 SP:Iteration 15Q (1228.495514 sec): 3 clusters Score: Raw -497935.397637 + Penalty 844.110615 = -497091.287021 nChanged 74 SP:Iteration 16Q (1228.516327 sec): 3 clusters Score: Raw -497983.780144 + Penalty 844.110615 = -497139.669529 nChanged 61 SP:Iteration 17Q (1228.537032 sec): 3 clusters Score: Raw -498019.790503 + Penalty 844.110615 = -497175.679888 nChanged 49 SP:Iteration 18Q (1228.557676 sec): 3 clusters Score: Raw -498058.576637 + Penalty 844.110615 = -497214.466022 nChanged 38 SP:Iteration 19Q (1228.578443 sec): 3 clusters Score: Raw -498100.096424 + Penalty 844.110615 = -497255.985809 nChanged 28 SP:Iteration 20F (1228.600458 sec): 3 clusters Score: Raw -498119.474566 + Penalty 844.110615 = -497275.363951 nChanged 23 SP:Iteration 21Q (1228.621075 sec): 3 clusters Score: Raw -498134.008481 + Penalty 844.110615 = -497289.897865 nChanged 20 SP:Iteration 22Q (1228.641555 sec): 3 clusters Score: Raw -498146.913732 + Penalty 844.110615 = -497302.803117 nChanged 22 SP:Iteration 23Q (1228.662040 sec): 3 clusters Score: Raw -498157.613689 + Penalty 844.110615 = -497313.503073 nChanged 18 SP:Iteration 24Q (1228.682645 sec): 3 clusters Score: Raw -498166.544766 + Penalty 844.110615 = -497322.434150 nChanged 20 SP:Iteration 25Q (1228.703083 sec): 3 clusters Score: Raw -498178.900519 + Penalty 844.110615 = -497334.789904 nChanged 13 SP:Iteration 26Q (1228.723578 sec): 3 clusters Score: Raw -498185.684366 + Penalty 844.110615 = -497341.573750 nChanged 12 SP:Iteration 27Q (1228.744115 sec): 3 clusters Score: Raw -498190.632925 + Penalty 844.110615 = -497346.522310 nChanged 8 SP:Iteration 28Q (1228.764766 sec): 3 clusters Score: Raw -498195.604343 + Penalty 844.110615 = -497351.493728 nChanged 11 SP:Iteration 29Q (1228.785233 sec): 3 clusters Score: Raw -498203.412269 + Penalty 844.110615 = -497359.301653 nChanged 10 SP:Iteration 30Q (1228.805767 sec): 3 clusters Score: Raw -498210.951908 + Penalty 844.110615 = -497366.841293 nChanged 17 SP:Iteration 31Q (1228.826251 sec): 3 clusters Score: Raw -498220.401277 + Penalty 844.110615 = -497376.290661 nChanged 15 SP:Iteration 32Q (1228.846704 sec): 3 clusters Score: Raw -498229.809340 + Penalty 844.110615 = -497385.698725 nChanged 11 SP:Iteration 33Q (1228.867378 sec): 3 clusters Score: Raw -498235.150014 + Penalty 844.110615 = -497391.039399 nChanged 9 SP:Iteration 34Q (1228.887846 sec): 3 clusters Score: Raw -498240.214218 + Penalty 844.110615 = -497396.103603 nChanged 10 SP:Iteration 35Q (1228.908268 sec): 3 clusters Score: Raw -498245.349413 + Penalty 844.110615 = -497401.238798 nChanged 9 SP:Iteration 36Q (1228.928790 sec): 3 clusters Score: Raw -498250.126258 + Penalty 844.110615 = -497406.015643 nChanged 6 SP:Iteration 37Q (1228.949213 sec): 3 clusters Score: Raw -498253.362088 + Penalty 844.110615 = -497409.251472 nChanged 5 SP:Iteration 38Q (1228.969754 sec): 3 clusters Score: Raw -498256.416619 + Penalty 844.110615 = -497412.306004 nChanged 2 SP:Iteration 39Q (1228.990322 sec): 3 clusters Score: Raw -498257.237023 + Penalty 844.110615 = -497413.126408 nChanged 2 SP:Iteration 40F (1229.012377 sec): 3 clusters Score: Raw -498257.653053 + Penalty 844.110615 = -497413.542437 nChanged 0 Iteration 139Q (1231.288928 sec): 29 clusters Score: Raw -13972336.178343 + Penalty 16105.647264 = -13956230.531079 nChanged 134 Iteration 140F (1234.097748 sec): 29 clusters Score: Raw -13972340.135421 + Penalty 16105.647264 = -13956234.488157 nChanged 126 Iteration 141Q (1236.371666 sec): 29 clusters Score: Raw -13972343.255515 + Penalty 16105.647264 = -13956237.608251 nChanged 123 Iteration 142Q (1239.001380 sec): 29 clusters Score: Raw -13972346.280296 + Penalty 16105.647264 = -13956240.633031 nChanged 105 Iteration 143Q (1241.147315 sec): 29 clusters Score: Raw -13972348.724565 + Penalty 16105.647264 = -13956243.077301 nChanged 87 Iteration 144Q (1243.279517 sec): 29 clusters Score: Raw -13972350.811844 + Penalty 16105.647264 = -13956245.164580 nChanged 84 Iteration 145Q (1245.408566 sec): 29 clusters Score: Raw -13972352.842201 + Penalty 16105.647264 = -13956247.194937 nChanged 94 Iteration 146Q (1247.538063 sec): 29 clusters Score: Raw -13972354.771055 + Penalty 16105.647264 = -13956249.123790 nChanged 75 Iteration 147Q (1249.675350 sec): 29 clusters Score: Raw -13972356.748529 + Penalty 16105.647264 = -13956251.101265 nChanged 85 Iteration 148Q (1251.804704 sec): 29 clusters Score: Raw -13972358.711647 + Penalty 16105.647264 = -13956253.064383 nChanged 87 Iteration 149Q (1253.932907 sec): 29 clusters Score: Raw -13972360.529352 + Penalty 16105.647264 = -13956254.882087 nChanged 94 Iteration 150Q (1256.084817 sec): 29 clusters Score: Raw -13972362.161666 + Penalty 16105.647264 = -13956256.514402 nChanged 77 Iteration 151Q (1258.216129 sec): 29 clusters Score: Raw -13972363.524398 + Penalty 16105.647264 = -13956257.877133 nChanged 75 Iteration 152Q (1260.341514 sec): 29 clusters Score: Raw -13972364.944580 + Penalty 16105.647264 = -13956259.297315 nChanged 76 Iteration 153Q (1262.482037 sec): 29 clusters Score: Raw -13972366.890121 + Penalty 16105.647264 = -13956261.242857 nChanged 59 Iteration 154Q (1264.610542 sec): 29 clusters Score: Raw -13972368.363422 + Penalty 16105.647264 = -13956262.716158 nChanged 53 Iteration 155Q (1266.748765 sec): 29 clusters Score: Raw -13972369.462581 + Penalty 16105.647264 = -13956263.815317 nChanged 46 Iteration 156Q (1268.876508 sec): 29 clusters Score: Raw -13972370.329415 + Penalty 16105.647264 = -13956264.682151 nChanged 39 Iteration 157Q (1271.005557 sec): 29 clusters Score: Raw -13972371.061759 + Penalty 16105.647264 = -13956265.414495 nChanged 35 Iteration 158Q (1273.146045 sec): 29 clusters Score: Raw -13972371.601816 + Penalty 16105.647264 = -13956265.954552 nChanged 29 Iteration 159Q (1275.309841 sec): 29 clusters Score: Raw -13972372.048880 + Penalty 16105.647264 = -13956266.401616 nChanged 25 Iteration 160F (1278.106077 sec): 29 clusters Score: Raw -13972373.717132 + Penalty 16105.647264 = -13956268.069868 nChanged 21 Iteration 161Q (1280.233460 sec): 29 clusters Score: Raw -13972374.477485 + Penalty 16105.647264 = -13956268.830221 nChanged 29 Iteration 162Q (1282.380006 sec): 29 clusters Score: Raw -13972375.516190 + Penalty 16105.647264 = -13956269.868926 nChanged 34 Iteration 163Q (1284.733895 sec): 29 clusters Score: Raw -13972376.080598 + Penalty 16105.647264 = -13956270.433334 nChanged 29 Iteration 164Q (1286.865349 sec): 29 clusters Score: Raw -13972376.616859 + Penalty 16105.647264 = -13956270.969594 nChanged 25 Iteration 165Q (1289.000221 sec): 29 clusters Score: Raw -13972377.168844 + Penalty 16105.647264 = -13956271.521580 nChanged 26 Iteration 166Q (1291.133691 sec): 29 clusters Score: Raw -13972377.719623 + Penalty 16105.647264 = -13956272.072359 nChanged 33 Iteration 167Q (1293.285790 sec): 29 clusters Score: Raw -13972378.423055 + Penalty 16105.647264 = -13956272.775791 nChanged 34 Iteration 168Q (1295.435059 sec): 29 clusters Score: Raw -13972379.122533 + Penalty 16105.647264 = -13956273.475269 nChanged 31 Iteration 169Q (1297.586421 sec): 29 clusters Score: Raw -13972379.562041 + Penalty 16105.647264 = -13956273.914776 nChanged 29 Iteration 170Q (1299.739419 sec): 29 clusters Score: Raw -13972380.050673 + Penalty 16105.647264 = -13956274.403409 nChanged 31 Iteration 171Q (1301.871274 sec): 29 clusters Score: Raw -13972380.538035 + Penalty 16105.647264 = -13956274.890771 nChanged 24 Iteration 172Q (1304.001843 sec): 29 clusters Score: Raw -13972380.918463 + Penalty 16105.647264 = -13956275.271199 nChanged 19 Iteration 173Q (1306.128504 sec): 29 clusters Score: Raw -13972381.212614 + Penalty 16105.647264 = -13956275.565350 nChanged 15 Iteration 174Q (1308.268158 sec): 29 clusters Score: Raw -13972381.462788 + Penalty 16105.647264 = -13956275.815524 nChanged 24 Iteration 175Q (1310.402094 sec): 29 clusters Score: Raw -13972382.154609 + Penalty 16105.647264 = -13956276.507345 nChanged 29 Iteration 176Q (1312.796953 sec): 29 clusters Score: Raw -13972382.878053 + Penalty 16105.647264 = -13956277.230789 nChanged 32 Iteration 177Q (1314.976526 sec): 29 clusters Score: Raw -13972383.662281 + Penalty 16105.647264 = -13956278.015016 nChanged 24 Iteration 178Q (1317.132077 sec): 29 clusters Score: Raw -13972384.121399 + Penalty 16105.647264 = -13956278.474134 nChanged 21 Writing temp clu file Because OldScore, -13956278.015016, is greater than current (better) Score,-13956278.474134 Compute initial score before splitting: Score: Raw -13972384.121399 + Penalty 16105.647264 = -13956278.474134 Trying to split cluster 1 (10450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.194869 sec): 2 clusters Score: Raw -506989.101686 + Penalty 421.073255 = -506568.028431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.217225 sec): 3 clusters Score: Raw -500467.379190 + Penalty 842.146510 = -499625.232680 nChanged 4829 SP:Iteration 1F (1317.238648 sec): 3 clusters Score: Raw -503505.373993 + Penalty 842.146510 = -502663.227482 nChanged 666 SP:Iteration 2F (1317.260023 sec): 3 clusters Score: Raw -503984.354030 + Penalty 842.146510 = -503142.207520 nChanged 759 SP:Iteration 3F (1317.281455 sec): 3 clusters Score: Raw -504617.117755 + Penalty 842.146510 = -503774.971245 nChanged 706 SP:Iteration 4F (1317.302725 sec): 3 clusters Score: Raw -505186.542919 + Penalty 842.146510 = -504344.396409 nChanged 592 SP:Iteration 5F (1317.324023 sec): 3 clusters Score: Raw -505563.652967 + Penalty 842.146510 = -504721.506456 nChanged 453 SP:Iteration 6Q (1317.356710 sec): 3 clusters Score: Raw -505783.271918 + Penalty 842.146510 = -504941.125407 nChanged 313 SP:Iteration 7Q (1317.407770 sec): 3 clusters Score: Raw -505913.082217 + Penalty 842.146510 = -505070.935706 nChanged 252 SP:Iteration 8Q (1317.428997 sec): 3 clusters Score: Raw -506000.849333 + Penalty 842.146510 = -505158.702823 nChanged 180 SP:Iteration 9Q (1317.450205 sec): 3 clusters Score: Raw -506054.284079 + Penalty 842.146510 = -505212.137568 nChanged 160 SP:Iteration 10Q (1317.471567 sec): 3 clusters Score: Raw -506103.987172 + Penalty 842.146510 = -505261.840661 nChanged 144 SP:Iteration 11Q (1317.492905 sec): 3 clusters Score: Raw -506145.703204 + Penalty 842.146510 = -505303.556693 nChanged 142 SP:Iteration 12Q (1317.514123 sec): 3 clusters Score: Raw -506198.881559 + Penalty 842.146510 = -505356.735049 nChanged 153 SP:Iteration 13Q (1317.535398 sec): 3 clusters Score: Raw -506252.448752 + Penalty 842.146510 = -505410.302241 nChanged 164 SP:Iteration 14Q (1317.556755 sec): 3 clusters Score: Raw -506314.954024 + Penalty 842.146510 = -505472.807514 nChanged 146 SP:Iteration 15Q (1317.577806 sec): 3 clusters Score: Raw -506373.539603 + Penalty 842.146510 = -505531.393093 nChanged 147 SP:Iteration 16Q (1317.598772 sec): 3 clusters Score: Raw -506429.217681 + Penalty 842.146510 = -505587.071170 nChanged 155 SP:Iteration 17Q (1317.619881 sec): 3 clusters Score: Raw -506481.490378 + Penalty 842.146510 = -505639.343867 nChanged 151 SP:Iteration 18Q (1317.641055 sec): 3 clusters Score: Raw -506534.128376 + Penalty 842.146510 = -505691.981866 nChanged 158 SP:Iteration 19Q (1317.662213 sec): 3 clusters Score: Raw -506591.550492 + Penalty 842.146510 = -505749.403982 nChanged 163 SP:Iteration 20F (1317.683620 sec): 3 clusters Score: Raw -506651.676899 + Penalty 842.146510 = -505809.530388 nChanged 146 SP:Iteration 21Q (1317.704533 sec): 3 clusters Score: Raw -506694.380711 + Penalty 842.146510 = -505852.234201 nChanged 120 SP:Iteration 22Q (1317.725482 sec): 3 clusters Score: Raw -506721.150826 + Penalty 842.146510 = -505879.004316 nChanged 95 SP:Iteration 23Q (1317.746605 sec): 3 clusters Score: Raw -506741.719104 + Penalty 842.146510 = -505899.572593 nChanged 88 SP:Iteration 24Q (1317.767496 sec): 3 clusters Score: Raw -506763.196446 + Penalty 842.146510 = -505921.049935 nChanged 101 SP:Iteration 25Q (1317.788416 sec): 3 clusters Score: Raw -506783.745476 + Penalty 842.146510 = -505941.598965 nChanged 83 SP:Iteration 26Q (1317.809585 sec): 3 clusters Score: Raw -506799.235787 + Penalty 842.146510 = -505957.089277 nChanged 84 SP:Iteration 27Q (1317.830625 sec): 3 clusters Score: Raw -506817.072780 + Penalty 842.146510 = -505974.926270 nChanged 84 SP:Iteration 28Q (1317.851696 sec): 3 clusters Score: Raw -506834.113339 + Penalty 842.146510 = -505991.966829 nChanged 69 SP:Iteration 29Q (1317.872906 sec): 3 clusters Score: Raw -506847.521947 + Penalty 842.146510 = -506005.375437 nChanged 57 SP:Iteration 30Q (1317.893793 sec): 3 clusters Score: Raw -506856.250819 + Penalty 842.146510 = -506014.104309 nChanged 54 SP:Iteration 31Q (1317.914915 sec): 3 clusters Score: Raw -506863.854628 + Penalty 842.146510 = -506021.708117 nChanged 44 SP:Iteration 32Q (1317.935910 sec): 3 clusters Score: Raw -506869.614068 + Penalty 842.146510 = -506027.467557 nChanged 41 SP:Iteration 33Q (1317.956830 sec): 3 clusters Score: Raw -506875.515335 + Penalty 842.146510 = -506033.368825 nChanged 34 SP:Iteration 34Q (1317.977692 sec): 3 clusters Score: Raw -506879.952060 + Penalty 842.146510 = -506037.805550 nChanged 33 SP:Iteration 35Q (1317.998727 sec): 3 clusters Score: Raw -506882.832150 + Penalty 842.146510 = -506040.685640 nChanged 19 SP:Iteration 36Q (1318.019945 sec): 3 clusters Score: Raw -506884.219472 + Penalty 842.146510 = -506042.072961 nChanged 9 SP:Iteration 37Q (1318.041022 sec): 3 clusters Score: Raw -506884.833243 + Penalty 842.146510 = -506042.686733 nChanged 11 SP:Iteration 38Q (1318.062193 sec): 3 clusters Score: Raw -506885.369567 + Penalty 842.146510 = -506043.223057 nChanged 8 SP:Iteration 39Q (1318.083210 sec): 3 clusters Score: Raw -506885.943445 + Penalty 842.146510 = -506043.796935 nChanged 10 SP:Iteration 40F (1318.104550 sec): 3 clusters Score: Raw -506886.995779 + Penalty 842.146510 = -506044.849269 nChanged 10 SP:Iteration 41Q (1318.125536 sec): 3 clusters Score: Raw -506887.743000 + Penalty 842.146510 = -506045.596489 nChanged 10 SP:Iteration 42Q (1318.146419 sec): 3 clusters Score: Raw -506888.189938 + Penalty 842.146510 = -506046.043428 nChanged 8 SP:Iteration 43Q (1318.167377 sec): 3 clusters Score: Raw -506888.632389 + Penalty 842.146510 = -506046.485879 nChanged 9 SP:Iteration 44Q (1318.188466 sec): 3 clusters Score: Raw -506889.180205 + Penalty 842.146510 = -506047.033694 nChanged 6 SP:Iteration 45Q (1318.209506 sec): 3 clusters Score: Raw -506889.598478 + Penalty 842.146510 = -506047.451968 nChanged 13 SP:Iteration 46Q (1318.230624 sec): 3 clusters Score: Raw -506890.680319 + Penalty 842.146510 = -506048.533809 nChanged 13 SP:Iteration 47Q (1318.251704 sec): 3 clusters Score: Raw -506891.781581 + Penalty 842.146510 = -506049.635070 nChanged 10 SP:Iteration 48Q (1318.272948 sec): 3 clusters Score: Raw -506892.315816 + Penalty 842.146510 = -506050.169306 nChanged 6 SP:Iteration 49Q (1318.293928 sec): 3 clusters Score: Raw -506892.620988 + Penalty 842.146510 = -506050.474477 nChanged 8 SP:Iteration 50Q (1318.315187 sec): 3 clusters Score: Raw -506893.009974 + Penalty 842.146510 = -506050.863463 nChanged 10 SP:Iteration 51Q (1318.336047 sec): 3 clusters Score: Raw -506893.729343 + Penalty 842.146510 = -506051.582833 nChanged 15 SP:Iteration 52Q (1318.357060 sec): 3 clusters Score: Raw -506894.689284 + Penalty 842.146510 = -506052.542773 nChanged 17 SP:Iteration 53Q (1318.378040 sec): 3 clusters Score: Raw -506896.484958 + Penalty 842.146510 = -506054.338447 nChanged 18 SP:Iteration 54Q (1318.398991 sec): 3 clusters Score: Raw -506897.865556 + Penalty 842.146510 = -506055.719046 nChanged 10 SP:Iteration 55Q (1318.420197 sec): 3 clusters Score: Raw -506898.619784 + Penalty 842.146510 = -506056.473274 nChanged 9 SP:Iteration 56Q (1318.441085 sec): 3 clusters Score: Raw -506899.577476 + Penalty 842.146510 = -506057.430965 nChanged 11 SP:Iteration 57Q (1318.462152 sec): 3 clusters Score: Raw -506900.110687 + Penalty 842.146510 = -506057.964176 nChanged 5 SP:Iteration 58Q (1318.483190 sec): 3 clusters Score: Raw -506900.311296 + Penalty 842.146510 = -506058.164785 nChanged 6 SP:Iteration 59Q (1318.504085 sec): 3 clusters Score: Raw -506900.703260 + Penalty 842.146510 = -506058.556749 nChanged 8 SP:Iteration 60F (1318.526733 sec): 3 clusters Score: Raw -506901.145100 + Penalty 842.146510 = -506058.998589 nChanged 1 SP:Iteration 61Q (1318.547808 sec): 3 clusters Score: Raw -506901.188918 + Penalty 842.146510 = -506059.042407 nChanged 2 SP:Iteration 62Q (1318.568863 sec): 3 clusters Score: Raw -506901.262777 + Penalty 842.146510 = -506059.116267 nChanged 2 SP:Iteration 63Q (1318.590871 sec): 3 clusters Score: Raw -506901.352996 + Penalty 842.146510 = -506059.206486 nChanged 2 SP:Iteration 64Q (1318.611847 sec): 3 clusters Score: Raw -506901.403652 + Penalty 842.146510 = -506059.257142 nChanged 0 SP:Iteration 65F (1318.633355 sec): 3 clusters Score: Raw -506901.403652 + Penalty 842.146510 = -506059.257142 nChanged 0 Trying to split cluster 2 (2843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.647667 sec): 2 clusters Score: Raw -124465.367054 + Penalty 361.843988 = -124103.523066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.656157 sec): 3 clusters Score: Raw -122857.353889 + Penalty 723.687975 = -122133.665914 nChanged 1279 SP:Iteration 1F (1318.663771 sec): 3 clusters Score: Raw -123776.776861 + Penalty 723.687975 = -123053.088886 nChanged 297 SP:Iteration 2F (1318.671369 sec): 3 clusters Score: Raw -124099.277707 + Penalty 723.687975 = -123375.589732 nChanged 285 SP:Iteration 3F (1318.678913 sec): 3 clusters Score: Raw -124357.444356 + Penalty 723.687975 = -123633.756381 nChanged 191 SP:Iteration 4F (1318.686509 sec): 3 clusters Score: Raw -124496.627348 + Penalty 723.687975 = -123772.939373 nChanged 107 SP:Iteration 5Q (1318.694160 sec): 3 clusters Score: Raw -124551.677317 + Penalty 723.687975 = -123827.989342 nChanged 63 SP:Iteration 6Q (1318.701849 sec): 3 clusters Score: Raw -124577.626057 + Penalty 723.687975 = -123853.938082 nChanged 53 SP:Iteration 7Q (1318.709539 sec): 3 clusters Score: Raw -124595.713361 + Penalty 723.687975 = -123872.025386 nChanged 29 SP:Iteration 8Q (1318.717169 sec): 3 clusters Score: Raw -124605.322172 + Penalty 723.687975 = -123881.634197 nChanged 23 SP:Iteration 9Q (1318.724857 sec): 3 clusters Score: Raw -124613.772030 + Penalty 723.687975 = -123890.084055 nChanged 25 SP:Iteration 10Q (1318.732539 sec): 3 clusters Score: Raw -124621.160445 + Penalty 723.687975 = -123897.472470 nChanged 9 SP:Iteration 11Q (1318.740162 sec): 3 clusters Score: Raw -124622.890925 + Penalty 723.687975 = -123899.202950 nChanged 10 SP:Iteration 12Q (1318.747797 sec): 3 clusters Score: Raw -124624.483079 + Penalty 723.687975 = -123900.795103 nChanged 10 SP:Iteration 13Q (1318.755438 sec): 3 clusters Score: Raw -124626.691506 + Penalty 723.687975 = -123903.003531 nChanged 8 SP:Iteration 14Q (1318.763081 sec): 3 clusters Score: Raw -124628.278928 + Penalty 723.687975 = -123904.590953 nChanged 10 SP:Iteration 15Q (1318.770715 sec): 3 clusters Score: Raw -124629.960144 + Penalty 723.687975 = -123906.272169 nChanged 9 SP:Iteration 16Q (1318.778348 sec): 3 clusters Score: Raw -124631.062774 + Penalty 723.687975 = -123907.374798 nChanged 5 SP:Iteration 17Q (1318.785941 sec): 3 clusters Score: Raw -124632.048108 + Penalty 723.687975 = -123908.360133 nChanged 6 SP:Iteration 18Q (1318.793585 sec): 3 clusters Score: Raw -124633.056783 + Penalty 723.687975 = -123909.368808 nChanged 6 SP:Iteration 19Q (1318.801212 sec): 3 clusters Score: Raw -124633.921824 + Penalty 723.687975 = -123910.233848 nChanged 7 SP:Iteration 20F (1318.808784 sec): 3 clusters Score: Raw -124635.888415 + Penalty 723.687975 = -123912.200439 nChanged 9 SP:Iteration 21Q (1318.816390 sec): 3 clusters Score: Raw -124638.417229 + Penalty 723.687975 = -123914.729254 nChanged 8 SP:Iteration 22Q (1318.823999 sec): 3 clusters Score: Raw -124640.247510 + Penalty 723.687975 = -123916.559535 nChanged 7 SP:Iteration 23Q (1318.831625 sec): 3 clusters Score: Raw -124642.690662 + Penalty 723.687975 = -123919.002687 nChanged 9 SP:Iteration 24Q (1318.839265 sec): 3 clusters Score: Raw -124645.022768 + Penalty 723.687975 = -123921.334793 nChanged 8 SP:Iteration 25Q (1318.846920 sec): 3 clusters Score: Raw -124648.530192 + Penalty 723.687975 = -123924.842217 nChanged 9 SP:Iteration 26Q (1318.854525 sec): 3 clusters Score: Raw -124651.095384 + Penalty 723.687975 = -123927.407409 nChanged 7 SP:Iteration 27Q (1318.862193 sec): 3 clusters Score: Raw -124652.212097 + Penalty 723.687975 = -123928.524121 nChanged 3 SP:Iteration 28Q (1318.869838 sec): 3 clusters Score: Raw -124652.554976 + Penalty 723.687975 = -123928.867001 nChanged 3 SP:Iteration 29Q (1318.877450 sec): 3 clusters Score: Raw -124652.952674 + Penalty 723.687975 = -123929.264699 nChanged 2 SP:Iteration 30Q (1318.885073 sec): 3 clusters Score: Raw -124653.596344 + Penalty 723.687975 = -123929.908369 nChanged 6 SP:Iteration 31Q (1318.892703 sec): 3 clusters Score: Raw -124655.804743 + Penalty 723.687975 = -123932.116768 nChanged 10 SP:Iteration 32Q (1318.900317 sec): 3 clusters Score: Raw -124658.589469 + Penalty 723.687975 = -123934.901494 nChanged 6 SP:Iteration 33Q (1318.907912 sec): 3 clusters Score: Raw -124661.587502 + Penalty 723.687975 = -123937.899527 nChanged 8 SP:Iteration 34Q (1318.928132 sec): 3 clusters Score: Raw -124663.230248 + Penalty 723.687975 = -123939.542273 nChanged 5 SP:Iteration 35Q (1318.935766 sec): 3 clusters Score: Raw -124664.156065 + Penalty 723.687975 = -123940.468090 nChanged 7 SP:Iteration 36Q (1318.943413 sec): 3 clusters Score: Raw -124666.003561 + Penalty 723.687975 = -123942.315586 nChanged 6 SP:Iteration 37Q (1318.951112 sec): 3 clusters Score: Raw -124667.284626 + Penalty 723.687975 = -123943.596651 nChanged 3 SP:Iteration 38Q (1318.958737 sec): 3 clusters Score: Raw -124667.818638 + Penalty 723.687975 = -123944.130662 nChanged 4 SP:Iteration 39Q (1318.966354 sec): 3 clusters Score: Raw -124668.933864 + Penalty 723.687975 = -123945.245889 nChanged 6 SP:Iteration 40F (1318.973886 sec): 3 clusters Score: Raw -124669.939134 + Penalty 723.687975 = -123946.251159 nChanged 2 SP:Iteration 41Q (1318.981583 sec): 3 clusters Score: Raw -124670.307339 + Penalty 723.687975 = -123946.619364 nChanged 1 SP:Iteration 42Q (1318.989208 sec): 3 clusters Score: Raw -124670.445961 + Penalty 723.687975 = -123946.757986 nChanged 0 SP:Iteration 43F (1318.996736 sec): 3 clusters Score: Raw -124670.445961 + Penalty 723.687975 = -123946.757986 nChanged 0 Trying to split cluster 3 (3803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.012405 sec): 2 clusters Score: Raw -183437.933831 + Penalty 375.081321 = -183062.852510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.023440 sec): 3 clusters Score: Raw -181243.636208 + Penalty 750.162641 = -180493.473567 nChanged 1644 SP:Iteration 1F (1319.033289 sec): 3 clusters Score: Raw -182170.778834 + Penalty 750.162641 = -181420.616193 nChanged 294 SP:Iteration 2F (1319.043225 sec): 3 clusters Score: Raw -182375.033795 + Penalty 750.162641 = -181624.871154 nChanged 328 SP:Iteration 3F (1319.053092 sec): 3 clusters Score: Raw -182643.712144 + Penalty 750.162641 = -181893.549503 nChanged 294 SP:Iteration 4F (1319.062950 sec): 3 clusters Score: Raw -182892.424743 + Penalty 750.162641 = -182142.262102 nChanged 236 SP:Iteration 5F (1319.072813 sec): 3 clusters Score: Raw -183093.800014 + Penalty 750.162641 = -182343.637373 nChanged 175 SP:Iteration 6Q (1319.082820 sec): 3 clusters Score: Raw -183226.595492 + Penalty 750.162641 = -182476.432851 nChanged 116 SP:Iteration 7Q (1319.092753 sec): 3 clusters Score: Raw -183292.684698 + Penalty 750.162641 = -182542.522057 nChanged 75 SP:Iteration 8Q (1319.102646 sec): 3 clusters Score: Raw -183332.907617 + Penalty 750.162641 = -182582.744976 nChanged 54 SP:Iteration 9Q (1319.112545 sec): 3 clusters Score: Raw -183365.627188 + Penalty 750.162641 = -182615.464546 nChanged 59 SP:Iteration 10Q (1319.122400 sec): 3 clusters Score: Raw -183398.254737 + Penalty 750.162641 = -182648.092096 nChanged 41 SP:Iteration 11Q (1319.132208 sec): 3 clusters Score: Raw -183414.535780 + Penalty 750.162641 = -182664.373139 nChanged 36 SP:Iteration 12Q (1319.142024 sec): 3 clusters Score: Raw -183430.313189 + Penalty 750.162641 = -182680.150548 nChanged 25 SP:Iteration 13Q (1319.151673 sec): 3 clusters Score: Raw -183440.051500 + Penalty 750.162641 = -182689.888859 nChanged 31 SP:Iteration 14Q (1319.161410 sec): 3 clusters Score: Raw -183452.681836 + Penalty 750.162641 = -182702.519195 nChanged 26 SP:Iteration 15Q (1319.171101 sec): 3 clusters Score: Raw -183461.018177 + Penalty 750.162641 = -182710.855536 nChanged 20 SP:Iteration 16Q (1319.180813 sec): 3 clusters Score: Raw -183470.054497 + Penalty 750.162641 = -182719.891855 nChanged 23 SP:Iteration 17Q (1319.190506 sec): 3 clusters Score: Raw -183478.165104 + Penalty 750.162641 = -182728.002463 nChanged 27 SP:Iteration 18Q (1319.200189 sec): 3 clusters Score: Raw -183489.737445 + Penalty 750.162641 = -182739.574804 nChanged 26 SP:Iteration 19Q (1319.209876 sec): 3 clusters Score: Raw -183500.893721 + Penalty 750.162641 = -182750.731080 nChanged 24 SP:Iteration 20F (1319.219677 sec): 3 clusters Score: Raw -183509.078090 + Penalty 750.162641 = -182758.915449 nChanged 17 SP:Iteration 21Q (1319.229376 sec): 3 clusters Score: Raw -183514.591268 + Penalty 750.162641 = -182764.428626 nChanged 21 SP:Iteration 22Q (1319.239065 sec): 3 clusters Score: Raw -183519.979274 + Penalty 750.162641 = -182769.816633 nChanged 14 SP:Iteration 23Q (1319.248705 sec): 3 clusters Score: Raw -183523.910536 + Penalty 750.162641 = -182773.747894 nChanged 14 SP:Iteration 24Q (1319.258359 sec): 3 clusters Score: Raw -183529.644022 + Penalty 750.162641 = -182779.481381 nChanged 13 SP:Iteration 25Q (1319.268034 sec): 3 clusters Score: Raw -183534.069059 + Penalty 750.162641 = -182783.906418 nChanged 15 SP:Iteration 26Q (1319.277698 sec): 3 clusters Score: Raw -183540.174291 + Penalty 750.162641 = -182790.011650 nChanged 13 SP:Iteration 27Q (1319.287320 sec): 3 clusters Score: Raw -183545.044889 + Penalty 750.162641 = -182794.882248 nChanged 9 SP:Iteration 28Q (1319.296969 sec): 3 clusters Score: Raw -183547.592996 + Penalty 750.162641 = -182797.430355 nChanged 9 SP:Iteration 29Q (1319.306594 sec): 3 clusters Score: Raw -183550.540440 + Penalty 750.162641 = -182800.377799 nChanged 8 SP:Iteration 30Q (1319.316240 sec): 3 clusters Score: Raw -183552.029518 + Penalty 750.162641 = -182801.866877 nChanged 6 SP:Iteration 31Q (1319.325871 sec): 3 clusters Score: Raw -183553.055417 + Penalty 750.162641 = -182802.892776 nChanged 4 SP:Iteration 32Q (1319.335546 sec): 3 clusters Score: Raw -183553.922431 + Penalty 750.162641 = -182803.759790 nChanged 2 SP:Iteration 33Q (1319.345148 sec): 3 clusters Score: Raw -183554.057290 + Penalty 750.162641 = -182803.894649 nChanged 0 SP:Iteration 34F (1319.354935 sec): 3 clusters Score: Raw -183554.057290 + Penalty 750.162641 = -182803.894649 nChanged 0 Trying to split cluster 4 (37396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.394225 sec): 2 clusters Score: Raw -1846671.394548 + Penalty 479.084016 = -1846192.310532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.442002 sec): 3 clusters Score: Raw -1822205.515197 + Penalty 958.168031 = -1821247.347166 nChanged 17920 SP:Iteration 1F (1319.484607 sec): 3 clusters Score: Raw -1832987.026938 + Penalty 958.168031 = -1832028.858907 nChanged 1514 SP:Iteration 2Q (1319.529123 sec): 3 clusters Score: Raw -1833548.738850 + Penalty 958.168031 = -1832590.570819 nChanged 1623 SP:Iteration 3Q (1319.573508 sec): 3 clusters Score: Raw -1834327.095358 + Penalty 958.168031 = -1833368.927327 nChanged 1888 SP:Iteration 4F (1319.615810 sec): 3 clusters Score: Raw -1835481.630154 + Penalty 958.168031 = -1834523.462123 nChanged 2125 SP:Iteration 5F (1319.658164 sec): 3 clusters Score: Raw -1837098.288527 + Penalty 958.168031 = -1836140.120495 nChanged 2248 SP:Iteration 6F (1319.700575 sec): 3 clusters Score: Raw -1838874.242097 + Penalty 958.168031 = -1837916.074066 nChanged 2146 SP:Iteration 7F (1319.743070 sec): 3 clusters Score: Raw -1840489.039450 + Penalty 958.168031 = -1839530.871419 nChanged 1865 SP:Iteration 8Q (1319.786134 sec): 3 clusters Score: Raw -1841756.124252 + Penalty 958.168031 = -1840797.956221 nChanged 1481 SP:Iteration 9Q (1319.828556 sec): 3 clusters Score: Raw -1842634.880612 + Penalty 958.168031 = -1841676.712581 nChanged 1113 SP:Iteration 10Q (1319.870079 sec): 3 clusters Score: Raw -1843274.918326 + Penalty 958.168031 = -1842316.750294 nChanged 927 SP:Iteration 11Q (1319.911534 sec): 3 clusters Score: Raw -1843782.847200 + Penalty 958.168031 = -1842824.679169 nChanged 822 SP:Iteration 12Q (1319.953296 sec): 3 clusters Score: Raw -1844229.102772 + Penalty 958.168031 = -1843270.934741 nChanged 740 SP:Iteration 13Q (1319.994402 sec): 3 clusters Score: Raw -1844643.749087 + Penalty 958.168031 = -1843685.581055 nChanged 676 SP:Iteration 14Q (1320.034806 sec): 3 clusters Score: Raw -1845035.542221 + Penalty 958.168031 = -1844077.374190 nChanged 623 SP:Iteration 15Q (1320.075484 sec): 3 clusters Score: Raw -1845403.522405 + Penalty 958.168031 = -1844445.354374 nChanged 547 SP:Iteration 16Q (1320.115736 sec): 3 clusters Score: Raw -1845740.493802 + Penalty 958.168031 = -1844782.325771 nChanged 457 SP:Iteration 17Q (1320.155586 sec): 3 clusters Score: Raw -1846029.802702 + Penalty 958.168031 = -1845071.634671 nChanged 332 SP:Iteration 18Q (1320.194663 sec): 3 clusters Score: Raw -1846244.390280 + Penalty 958.168031 = -1845286.222249 nChanged 264 SP:Iteration 19Q (1320.233745 sec): 3 clusters Score: Raw -1846423.580725 + Penalty 958.168031 = -1845465.412694 nChanged 179 SP:Iteration 20F (1320.275594 sec): 3 clusters Score: Raw -1846538.158025 + Penalty 958.168031 = -1845579.989994 nChanged 115 SP:Iteration 21Q (1320.314828 sec): 3 clusters Score: Raw -1846608.145651 + Penalty 958.168031 = -1845649.977620 nChanged 69 SP:Iteration 22Q (1320.353500 sec): 3 clusters Score: Raw -1846642.108038 + Penalty 958.168031 = -1845683.940007 nChanged 54 SP:Iteration 23Q (1320.392274 sec): 3 clusters Score: Raw -1846669.999683 + Penalty 958.168031 = -1845711.831652 nChanged 31 SP:Iteration 24Q (1320.430993 sec): 3 clusters Score: Raw -1846683.818038 + Penalty 958.168031 = -1845725.650006 nChanged 23 SP:Iteration 25Q (1320.469733 sec): 3 clusters Score: Raw -1846696.446898 + Penalty 958.168031 = -1845738.278867 nChanged 24 SP:Iteration 26Q (1320.508191 sec): 3 clusters Score: Raw -1846710.576553 + Penalty 958.168031 = -1845752.408521 nChanged 13 SP:Iteration 27Q (1320.546991 sec): 3 clusters Score: Raw -1846718.387878 + Penalty 958.168031 = -1845760.219847 nChanged 10 SP:Iteration 28Q (1320.585665 sec): 3 clusters Score: Raw -1846725.555576 + Penalty 958.168031 = -1845767.387545 nChanged 8 SP:Iteration 29Q (1320.624165 sec): 3 clusters Score: Raw -1846732.630743 + Penalty 958.168031 = -1845774.462711 nChanged 8 SP:Iteration 30Q (1320.662556 sec): 3 clusters Score: Raw -1846738.383870 + Penalty 958.168031 = -1845780.215839 nChanged 7 SP:Iteration 31Q (1320.701074 sec): 3 clusters Score: Raw -1846741.595668 + Penalty 958.168031 = -1845783.427636 nChanged 7 SP:Iteration 32Q (1320.739900 sec): 3 clusters Score: Raw -1846746.750669 + Penalty 958.168031 = -1845788.582637 nChanged 8 SP:Iteration 33Q (1320.778631 sec): 3 clusters Score: Raw -1846752.880373 + Penalty 958.168031 = -1845794.712342 nChanged 7 SP:Iteration 34Q (1320.816847 sec): 3 clusters Score: Raw -1846755.784492 + Penalty 958.168031 = -1845797.616461 nChanged 3 SP:Iteration 35Q (1320.855624 sec): 3 clusters Score: Raw -1846757.722488 + Penalty 958.168031 = -1845799.554457 nChanged 3 SP:Iteration 36Q (1320.894179 sec): 3 clusters Score: Raw -1846760.513657 + Penalty 958.168031 = -1845802.345626 nChanged 3 SP:Iteration 37Q (1320.932728 sec): 3 clusters Score: Raw -1846761.945919 + Penalty 958.168031 = -1845803.777888 nChanged 3 SP:Iteration 38Q (1320.971156 sec): 3 clusters Score: Raw -1846763.747686 + Penalty 958.168031 = -1845805.579655 nChanged 1 SP:Iteration 39Q (1321.009525 sec): 3 clusters Score: Raw -1846764.195623 + Penalty 958.168031 = -1845806.027592 nChanged 0 SP:Iteration 40F (1321.051056 sec): 3 clusters Score: Raw -1846764.195623 + Penalty 958.168031 = -1845806.027592 nChanged 0 Trying to split cluster 5 (15453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.069263 sec): 2 clusters Score: Raw -681644.216474 + Penalty 438.872909 = -681205.343565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.095786 sec): 3 clusters Score: Raw -671749.050186 + Penalty 877.745818 = -670871.304368 nChanged 7280 SP:Iteration 1F (1321.120840 sec): 3 clusters Score: Raw -676151.018429 + Penalty 877.745818 = -675273.272611 nChanged 1009 SP:Iteration 2F (1321.145818 sec): 3 clusters Score: Raw -676762.467149 + Penalty 877.745818 = -675884.721331 nChanged 1074 SP:Iteration 3F (1321.170829 sec): 3 clusters Score: Raw -677630.023327 + Penalty 877.745818 = -676752.277510 nChanged 1089 SP:Iteration 4F (1321.195706 sec): 3 clusters Score: Raw -678516.959045 + Penalty 877.745818 = -677639.213227 nChanged 961 SP:Iteration 5F (1321.220539 sec): 3 clusters Score: Raw -679226.998545 + Penalty 877.745818 = -678349.252727 nChanged 773 SP:Iteration 6F (1321.245523 sec): 3 clusters Score: Raw -679733.790159 + Penalty 877.745818 = -678856.044341 nChanged 552 SP:Iteration 7Q (1321.270445 sec): 3 clusters Score: Raw -680032.527392 + Penalty 877.745818 = -679154.781574 nChanged 404 SP:Iteration 8Q (1321.295234 sec): 3 clusters Score: Raw -680212.857523 + Penalty 877.745818 = -679335.111705 nChanged 310 SP:Iteration 9Q (1321.319828 sec): 3 clusters Score: Raw -680346.482337 + Penalty 877.745818 = -679468.736520 nChanged 285 SP:Iteration 10Q (1321.344457 sec): 3 clusters Score: Raw -680483.230263 + Penalty 877.745818 = -679605.484445 nChanged 277 SP:Iteration 11Q (1321.369188 sec): 3 clusters Score: Raw -680618.592865 + Penalty 877.745818 = -679740.847047 nChanged 253 SP:Iteration 12Q (1321.393857 sec): 3 clusters Score: Raw -680731.722912 + Penalty 877.745818 = -679853.977094 nChanged 238 SP:Iteration 13Q (1321.418631 sec): 3 clusters Score: Raw -680839.473728 + Penalty 877.745818 = -679961.727910 nChanged 213 SP:Iteration 14Q (1321.443338 sec): 3 clusters Score: Raw -680930.448764 + Penalty 877.745818 = -680052.702946 nChanged 198 SP:Iteration 15Q (1321.467981 sec): 3 clusters Score: Raw -681021.022517 + Penalty 877.745818 = -680143.276699 nChanged 185 SP:Iteration 16Q (1321.492617 sec): 3 clusters Score: Raw -681099.723091 + Penalty 877.745818 = -680221.977273 nChanged 162 SP:Iteration 17Q (1321.516928 sec): 3 clusters Score: Raw -681167.243784 + Penalty 877.745818 = -680289.497966 nChanged 139 SP:Iteration 18Q (1321.541142 sec): 3 clusters Score: Raw -681225.510703 + Penalty 877.745818 = -680347.764885 nChanged 135 SP:Iteration 19Q (1321.565260 sec): 3 clusters Score: Raw -681280.585916 + Penalty 877.745818 = -680402.840098 nChanged 135 SP:Iteration 20F (1321.590276 sec): 3 clusters Score: Raw -681338.459421 + Penalty 877.745818 = -680460.713603 nChanged 121 SP:Iteration 21Q (1321.614045 sec): 3 clusters Score: Raw -681388.350774 + Penalty 877.745818 = -680510.604956 nChanged 96 SP:Iteration 22Q (1321.637840 sec): 3 clusters Score: Raw -681426.134528 + Penalty 877.745818 = -680548.388710 nChanged 80 SP:Iteration 23Q (1321.661347 sec): 3 clusters Score: Raw -681459.980019 + Penalty 877.745818 = -680582.234201 nChanged 66 SP:Iteration 24Q (1321.684934 sec): 3 clusters Score: Raw -681485.930682 + Penalty 877.745818 = -680608.184864 nChanged 55 SP:Iteration 25Q (1321.708665 sec): 3 clusters Score: Raw -681508.636404 + Penalty 877.745818 = -680630.890586 nChanged 70 SP:Iteration 26Q (1321.732191 sec): 3 clusters Score: Raw -681548.821886 + Penalty 877.745818 = -680671.076068 nChanged 65 SP:Iteration 27Q (1321.756823 sec): 3 clusters Score: Raw -681590.024799 + Penalty 877.745818 = -680712.278981 nChanged 61 SP:Iteration 28Q (1321.780675 sec): 3 clusters Score: Raw -681625.501942 + Penalty 877.745818 = -680747.756124 nChanged 56 SP:Iteration 29Q (1321.804019 sec): 3 clusters Score: Raw -681654.801116 + Penalty 877.745818 = -680777.055298 nChanged 42 SP:Iteration 30Q (1321.827352 sec): 3 clusters Score: Raw -681679.406292 + Penalty 877.745818 = -680801.660474 nChanged 32 SP:Iteration 31Q (1321.851078 sec): 3 clusters Score: Raw -681698.696160 + Penalty 877.745818 = -680820.950342 nChanged 31 SP:Iteration 32Q (1321.874873 sec): 3 clusters Score: Raw -681715.621098 + Penalty 877.745818 = -680837.875280 nChanged 20 SP:Iteration 33Q (1321.898172 sec): 3 clusters Score: Raw -681726.982114 + Penalty 877.745818 = -680849.236296 nChanged 24 SP:Iteration 34Q (1321.921732 sec): 3 clusters Score: Raw -681742.079696 + Penalty 877.745818 = -680864.333878 nChanged 27 SP:Iteration 35Q (1321.945413 sec): 3 clusters Score: Raw -681757.554983 + Penalty 877.745818 = -680879.809166 nChanged 29 SP:Iteration 36Q (1321.968650 sec): 3 clusters Score: Raw -681770.064606 + Penalty 877.745818 = -680892.318789 nChanged 27 SP:Iteration 37Q (1321.991897 sec): 3 clusters Score: Raw -681783.331537 + Penalty 877.745818 = -680905.585719 nChanged 30 SP:Iteration 38Q (1322.015368 sec): 3 clusters Score: Raw -681794.701988 + Penalty 877.745818 = -680916.956170 nChanged 23 SP:Iteration 39Q (1322.038949 sec): 3 clusters Score: Raw -681803.229764 + Penalty 877.745818 = -680925.483946 nChanged 21 SP:Iteration 40F (1322.064213 sec): 3 clusters Score: Raw -681812.852154 + Penalty 877.745818 = -680935.106336 nChanged 16 SP:Iteration 41Q (1322.087827 sec): 3 clusters Score: Raw -681817.759192 + Penalty 877.745818 = -680940.013374 nChanged 13 SP:Iteration 42Q (1322.111370 sec): 3 clusters Score: Raw -681822.162184 + Penalty 877.745818 = -680944.416367 nChanged 10 SP:Iteration 43Q (1322.134804 sec): 3 clusters Score: Raw -681826.047449 + Penalty 877.745818 = -680948.301632 nChanged 6 SP:Iteration 44Q (1322.158480 sec): 3 clusters Score: Raw -681829.533011 + Penalty 877.745818 = -680951.787193 nChanged 8 SP:Iteration 45Q (1322.181815 sec): 3 clusters Score: Raw -681832.566731 + Penalty 877.745818 = -680954.820913 nChanged 11 SP:Iteration 46Q (1322.205078 sec): 3 clusters Score: Raw -681835.388381 + Penalty 877.745818 = -680957.642563 nChanged 3 SP:Iteration 47Q (1322.228988 sec): 3 clusters Score: Raw -681835.937018 + Penalty 877.745818 = -680958.191200 nChanged 2 SP:Iteration 48Q (1322.252515 sec): 3 clusters Score: Raw -681836.573643 + Penalty 877.745818 = -680958.827825 nChanged 3 SP:Iteration 49Q (1322.276136 sec): 3 clusters Score: Raw -681837.942871 + Penalty 877.745818 = -680960.197053 nChanged 6 SP:Iteration 50Q (1322.299693 sec): 3 clusters Score: Raw -681839.936879 + Penalty 877.745818 = -680962.191061 nChanged 9 SP:Iteration 51Q (1322.323205 sec): 3 clusters Score: Raw -681843.021638 + Penalty 877.745818 = -680965.275820 nChanged 8 SP:Iteration 52Q (1322.346957 sec): 3 clusters Score: Raw -681845.144994 + Penalty 877.745818 = -680967.399177 nChanged 6 SP:Iteration 53Q (1322.370207 sec): 3 clusters Score: Raw -681846.283329 + Penalty 877.745818 = -680968.537511 nChanged 7 SP:Iteration 54Q (1322.393961 sec): 3 clusters Score: Raw -681848.243152 + Penalty 877.745818 = -680970.497335 nChanged 9 SP:Iteration 55Q (1322.417673 sec): 3 clusters Score: Raw -681851.708165 + Penalty 877.745818 = -680973.962347 nChanged 11 SP:Iteration 56Q (1322.441220 sec): 3 clusters Score: Raw -681855.173265 + Penalty 877.745818 = -680977.427447 nChanged 14 SP:Iteration 57Q (1322.464449 sec): 3 clusters Score: Raw -681859.783405 + Penalty 877.745818 = -680982.037587 nChanged 15 SP:Iteration 58Q (1322.488053 sec): 3 clusters Score: Raw -681864.310651 + Penalty 877.745818 = -680986.564834 nChanged 12 SP:Iteration 59Q (1322.511557 sec): 3 clusters Score: Raw -681867.064400 + Penalty 877.745818 = -680989.318582 nChanged 7 SP:Iteration 60F (1322.536473 sec): 3 clusters Score: Raw -681868.435786 + Penalty 877.745818 = -680990.689968 nChanged 6 SP:Iteration 61Q (1322.559935 sec): 3 clusters Score: Raw -681869.278998 + Penalty 877.745818 = -680991.533180 nChanged 6 SP:Iteration 62Q (1322.583483 sec): 3 clusters Score: Raw -681870.855152 + Penalty 877.745818 = -680993.109335 nChanged 6 SP:Iteration 63Q (1322.606957 sec): 3 clusters Score: Raw -681871.880953 + Penalty 877.745818 = -680994.135135 nChanged 5 SP:Iteration 64Q (1322.630344 sec): 3 clusters Score: Raw -681872.902918 + Penalty 877.745818 = -680995.157100 nChanged 7 SP:Iteration 65Q (1322.653701 sec): 3 clusters Score: Raw -681874.012512 + Penalty 877.745818 = -680996.266694 nChanged 6 SP:Iteration 66Q (1322.677344 sec): 3 clusters Score: Raw -681875.400031 + Penalty 877.745818 = -680997.654213 nChanged 7 SP:Iteration 67Q (1322.700769 sec): 3 clusters Score: Raw -681876.650526 + Penalty 877.745818 = -680998.904708 nChanged 3 SP:Iteration 68Q (1322.724176 sec): 3 clusters Score: Raw -681877.465780 + Penalty 877.745818 = -680999.719962 nChanged 5 SP:Iteration 69Q (1322.747836 sec): 3 clusters Score: Raw -681878.303054 + Penalty 877.745818 = -681000.557236 nChanged 5 SP:Iteration 70Q (1322.771315 sec): 3 clusters Score: Raw -681879.855776 + Penalty 877.745818 = -681002.109958 nChanged 6 SP:Iteration 71Q (1322.794990 sec): 3 clusters Score: Raw -681880.905530 + Penalty 877.745818 = -681003.159712 nChanged 5 SP:Iteration 72Q (1322.818442 sec): 3 clusters Score: Raw -681882.013231 + Penalty 877.745818 = -681004.267413 nChanged 5 SP:Iteration 73Q (1322.841736 sec): 3 clusters Score: Raw -681882.729554 + Penalty 877.745818 = -681004.983736 nChanged 2 SP:Iteration 74Q (1322.865019 sec): 3 clusters Score: Raw -681883.014849 + Penalty 877.745818 = -681005.269031 nChanged 3 SP:Iteration 75Q (1322.888735 sec): 3 clusters Score: Raw -681883.300781 + Penalty 877.745818 = -681005.554963 nChanged 1 SP:Iteration 76Q (1322.912228 sec): 3 clusters Score: Raw -681883.403551 + Penalty 877.745818 = -681005.657733 nChanged 1 SP:Iteration 77Q (1322.947280 sec): 3 clusters Score: Raw -681883.450849 + Penalty 877.745818 = -681005.705031 nChanged 1 SP:Iteration 78Q (1322.970811 sec): 3 clusters Score: Raw -681883.517720 + Penalty 877.745818 = -681005.771902 nChanged 1 SP:Iteration 79Q (1322.994338 sec): 3 clusters Score: Raw -681883.740623 + Penalty 877.745818 = -681005.994805 nChanged 3 SP:Iteration 80F (1323.019203 sec): 3 clusters Score: Raw -681884.510426 + Penalty 877.745818 = -681006.764608 nChanged 3 SP:Iteration 81Q (1323.042683 sec): 3 clusters Score: Raw -681884.893023 + Penalty 877.745818 = -681007.147206 nChanged 1 SP:Iteration 82Q (1323.066068 sec): 3 clusters Score: Raw -681885.022402 + Penalty 877.745818 = -681007.276584 nChanged 1 SP:Iteration 83Q (1323.112800 sec): 3 clusters Score: Raw -681885.193011 + Penalty 877.745818 = -681007.447193 nChanged 1 SP:Iteration 84Q (1323.136194 sec): 3 clusters Score: Raw -681885.385626 + Penalty 877.745818 = -681007.639808 nChanged 2 SP:Iteration 85Q (1323.159592 sec): 3 clusters Score: Raw -681885.547425 + Penalty 877.745818 = -681007.801607 nChanged 1 SP:Iteration 86Q (1323.183100 sec): 3 clusters Score: Raw -681885.713052 + Penalty 877.745818 = -681007.967234 nChanged 1 SP:Iteration 87Q (1323.206428 sec): 3 clusters Score: Raw -681885.821145 + Penalty 877.745818 = -681008.075327 nChanged 0 SP:Iteration 88F (1323.231383 sec): 3 clusters Score: Raw -681885.821145 + Penalty 877.745818 = -681008.075327 nChanged 0 Trying to split cluster 6 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1323.246430 sec): 2 clusters Score: Raw -168259.891969 + Penalty 378.480572 = -167881.411397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.258554 sec): 3 clusters Score: Raw -165863.800098 + Penalty 756.961144 = -165106.838954 nChanged 1877 SP:Iteration 1F (1323.269365 sec): 3 clusters Score: Raw -166974.324062 + Penalty 756.961144 = -166217.362918 nChanged 314 SP:Iteration 2F (1323.280162 sec): 3 clusters Score: Raw -167177.151823 + Penalty 756.961144 = -166420.190679 nChanged 319 SP:Iteration 3F (1323.290945 sec): 3 clusters Score: Raw -167418.191065 + Penalty 756.961144 = -166661.229921 nChanged 290 SP:Iteration 4F (1323.302610 sec): 3 clusters Score: Raw -167650.620846 + Penalty 756.961144 = -166893.659702 nChanged 275 SP:Iteration 5F (1323.313374 sec): 3 clusters Score: Raw -167848.075736 + Penalty 756.961144 = -167091.114592 nChanged 256 SP:Iteration 6F (1323.324120 sec): 3 clusters Score: Raw -168028.259014 + Penalty 756.961144 = -167271.297871 nChanged 186 SP:Iteration 7Q (1323.334880 sec): 3 clusters Score: Raw -168142.642086 + Penalty 756.961144 = -167385.680943 nChanged 142 SP:Iteration 8Q (1323.345631 sec): 3 clusters Score: Raw -168217.512085 + Penalty 756.961144 = -167460.550941 nChanged 99 SP:Iteration 9Q (1323.356388 sec): 3 clusters Score: Raw -168270.786244 + Penalty 756.961144 = -167513.825100 nChanged 97 SP:Iteration 10Q (1323.367116 sec): 3 clusters Score: Raw -168317.935935 + Penalty 756.961144 = -167560.974791 nChanged 85 SP:Iteration 11Q (1323.377843 sec): 3 clusters Score: Raw -168356.939813 + Penalty 756.961144 = -167599.978670 nChanged 68 SP:Iteration 12Q (1323.388566 sec): 3 clusters Score: Raw -168381.832091 + Penalty 756.961144 = -167624.870948 nChanged 62 SP:Iteration 13Q (1323.399261 sec): 3 clusters Score: Raw -168403.566744 + Penalty 756.961144 = -167646.605600 nChanged 56 SP:Iteration 14Q (1323.409958 sec): 3 clusters Score: Raw -168422.260332 + Penalty 756.961144 = -167665.299188 nChanged 58 SP:Iteration 15Q (1323.420689 sec): 3 clusters Score: Raw -168451.110507 + Penalty 756.961144 = -167694.149363 nChanged 65 SP:Iteration 16Q (1323.431379 sec): 3 clusters Score: Raw -168485.694550 + Penalty 756.961144 = -167728.733407 nChanged 60 SP:Iteration 17Q (1323.442071 sec): 3 clusters Score: Raw -168522.712964 + Penalty 756.961144 = -167765.751820 nChanged 58 SP:Iteration 18Q (1323.452750 sec): 3 clusters Score: Raw -168564.090520 + Penalty 756.961144 = -167807.129376 nChanged 49 SP:Iteration 19Q (1323.463408 sec): 3 clusters Score: Raw -168593.779261 + Penalty 756.961144 = -167836.818117 nChanged 31 SP:Iteration 20F (1323.474071 sec): 3 clusters Score: Raw -168610.137575 + Penalty 756.961144 = -167853.176431 nChanged 31 SP:Iteration 21Q (1323.484747 sec): 3 clusters Score: Raw -168621.265993 + Penalty 756.961144 = -167864.304849 nChanged 23 SP:Iteration 22Q (1323.495406 sec): 3 clusters Score: Raw -168629.320451 + Penalty 756.961144 = -167872.359307 nChanged 25 SP:Iteration 23Q (1323.506039 sec): 3 clusters Score: Raw -168636.487899 + Penalty 756.961144 = -167879.526755 nChanged 17 SP:Iteration 24Q (1323.516658 sec): 3 clusters Score: Raw -168639.985846 + Penalty 756.961144 = -167883.024703 nChanged 11 SP:Iteration 25Q (1323.527270 sec): 3 clusters Score: Raw -168642.266938 + Penalty 756.961144 = -167885.305794 nChanged 13 SP:Iteration 26Q (1323.537874 sec): 3 clusters Score: Raw -168646.453623 + Penalty 756.961144 = -167889.492479 nChanged 10 SP:Iteration 27Q (1323.548446 sec): 3 clusters Score: Raw -168648.261226 + Penalty 756.961144 = -167891.300082 nChanged 6 SP:Iteration 28Q (1323.559006 sec): 3 clusters Score: Raw -168648.852576 + Penalty 756.961144 = -167891.891433 nChanged 3 SP:Iteration 29Q (1323.569600 sec): 3 clusters Score: Raw -168649.760037 + Penalty 756.961144 = -167892.798893 nChanged 2 SP:Iteration 30Q (1323.580180 sec): 3 clusters Score: Raw -168649.934294 + Penalty 756.961144 = -167892.973150 nChanged 1 SP:Iteration 31Q (1323.590736 sec): 3 clusters Score: Raw -168650.135990 + Penalty 756.961144 = -167893.174846 nChanged 1 SP:Iteration 32Q (1323.601310 sec): 3 clusters Score: Raw -168650.175598 + Penalty 756.961144 = -167893.214454 nChanged 0 SP:Iteration 33F (1323.611996 sec): 3 clusters Score: Raw -168650.175598 + Penalty 756.961144 = -167893.214454 nChanged 0 Score: Raw -13972775.003137 + Penalty 16680.848952 = -13956094.154185 Splitting cluster 6 changes total score from -13956278.474134 to -13956094.154185 So it's not getting split. Trying to split cluster 7 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.694537 sec): 2 clusters Score: Raw -9552.168139 + Penalty 256.706772 = -9295.461367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.695966 sec): 3 clusters Score: Raw -9469.745914 + Penalty 513.413543 = -8956.332371 nChanged 81 SP:Iteration 1F (1326.697185 sec): 3 clusters Score: Raw -9560.728986 + Penalty 513.413543 = -9047.315442 nChanged 26 SP:Iteration 2F (1326.698398 sec): 3 clusters Score: Raw -9614.664234 + Penalty 513.413543 = -9101.250690 nChanged 17 SP:Iteration 3F (1326.699599 sec): 3 clusters Score: Raw -9639.721672 + Penalty 513.413543 = -9126.308129 nChanged 7 SP:Iteration 4Q (1326.700794 sec): 3 clusters Score: Raw -9654.999527 + Penalty 513.413543 = -9141.585983 nChanged 10 SP:Iteration 5Q (1326.701989 sec): 3 clusters Score: Raw -9665.455949 + Penalty 513.413543 = -9152.042406 nChanged 5 SP:Iteration 6Q (1326.703183 sec): 3 clusters Score: Raw -9670.591069 + Penalty 513.413543 = -9157.177526 nChanged 5 SP:Iteration 7Q (1326.704371 sec): 3 clusters Score: Raw -9674.026419 + Penalty 513.413543 = -9160.612875 nChanged 1 SP:Iteration 8Q (1326.705557 sec): 3 clusters Score: Raw -9674.712404 + Penalty 513.413543 = -9161.298861 nChanged 1 SP:Iteration 9Q (1326.706738 sec): 3 clusters Score: Raw -9677.297294 + Penalty 513.413543 = -9163.883751 nChanged 2 SP:Iteration 10Q (1326.707921 sec): 3 clusters Score: Raw -9681.077919 + Penalty 513.413543 = -9167.664376 nChanged 3 SP:Iteration 11Q (1326.709104 sec): 3 clusters Score: Raw -9688.822421 + Penalty 513.413543 = -9175.408877 nChanged 4 SP:Iteration 12Q (1326.710293 sec): 3 clusters Score: Raw -9695.160067 + Penalty 513.413543 = -9181.746524 nChanged 3 SP:Iteration 13Q (1326.711476 sec): 3 clusters Score: Raw -9699.501492 + Penalty 513.413543 = -9186.087949 nChanged 1 SP:Iteration 14Q (1326.712656 sec): 3 clusters Score: Raw -9699.863529 + Penalty 513.413543 = -9186.449985 nChanged 0 SP:Iteration 15F (1326.713841 sec): 3 clusters Score: Raw -9699.863529 + Penalty 513.413543 = -9186.449985 nChanged 0 Trying to split cluster 8 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.718232 sec): 2 clusters Score: Raw -4902.504726 + Penalty 230.920409 = -4671.584317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.719285 sec): 3 clusters Score: Raw -4899.022351 + Penalty 461.840817 = -4437.181534 nChanged 47 SP:Iteration 1F (1326.720196 sec): 3 clusters Score: Raw -5011.795349 + Penalty 461.840817 = -4549.954532 nChanged 19 SP:Iteration 2F (1326.721151 sec): 3 clusters Score: Raw -5112.280254 + Penalty 461.840817 = -4650.439437 nChanged 10 SP:Iteration 3F (1326.722065 sec): 3 clusters Score: Raw -5144.550119 + Penalty 461.840817 = -4682.709302 nChanged 5 SP:Iteration 4Q (1326.722951 sec): 3 clusters Score: Raw -5159.598997 + Penalty 461.840817 = -4697.758180 nChanged 2 SP:Iteration 5Q (1326.723826 sec): 3 clusters Score: Raw -5165.015179 + Penalty 461.840817 = -4703.174361 nChanged 2 SP:Iteration 6Q (1326.724702 sec): 3 clusters Score: Raw -5174.160490 + Penalty 461.840817 = -4712.319673 nChanged 0 SP:Iteration 7F (1326.725600 sec): 3 clusters Score: Raw -5174.160490 + Penalty 461.840817 = -4712.319673 nChanged 0 Score: Raw -13972656.375272 + Penalty 16680.848952 = -13955975.526320 Splitting cluster 8 changes total score from -13956278.474134 to -13955975.526320 So it's not getting split. Trying to split cluster 9 (23985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.879424 sec): 2 clusters Score: Raw -1163691.280705 + Penalty 458.875868 = -1163232.404837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.913621 sec): 3 clusters Score: Raw -1148226.914608 + Penalty 917.751736 = -1147309.162872 nChanged 11430 SP:Iteration 1F (1329.944685 sec): 3 clusters Score: Raw -1155297.989920 + Penalty 917.751736 = -1154380.238184 nChanged 1282 SP:Iteration 2F (1329.976110 sec): 3 clusters Score: Raw -1155913.442449 + Penalty 917.751736 = -1154995.690713 nChanged 1380 SP:Iteration 3F (1330.007700 sec): 3 clusters Score: Raw -1156668.617164 + Penalty 917.751736 = -1155750.865428 nChanged 1475 SP:Iteration 4F (1330.039316 sec): 3 clusters Score: Raw -1157633.613293 + Penalty 917.751736 = -1156715.861557 nChanged 1685 SP:Iteration 5F (1330.070978 sec): 3 clusters Score: Raw -1158954.481266 + Penalty 917.751736 = -1158036.729530 nChanged 1720 SP:Iteration 6F (1330.102932 sec): 3 clusters Score: Raw -1160442.031279 + Penalty 917.751736 = -1159524.279543 nChanged 1521 SP:Iteration 7F (1330.134494 sec): 3 clusters Score: Raw -1161587.535379 + Penalty 917.751736 = -1160669.783643 nChanged 1048 SP:Iteration 8Q (1330.166689 sec): 3 clusters Score: Raw -1162208.668168 + Penalty 917.751736 = -1161290.916432 nChanged 687 SP:Iteration 9Q (1330.198266 sec): 3 clusters Score: Raw -1162579.961443 + Penalty 917.751736 = -1161662.209707 nChanged 515 SP:Iteration 10Q (1330.229989 sec): 3 clusters Score: Raw -1162880.185835 + Penalty 917.751736 = -1161962.434099 nChanged 438 SP:Iteration 11Q (1330.261694 sec): 3 clusters Score: Raw -1163109.506262 + Penalty 917.751736 = -1162191.754525 nChanged 387 SP:Iteration 12Q (1330.293196 sec): 3 clusters Score: Raw -1163302.838455 + Penalty 917.751736 = -1162385.086719 nChanged 337 SP:Iteration 13Q (1330.324402 sec): 3 clusters Score: Raw -1163447.445636 + Penalty 917.751736 = -1162529.693900 nChanged 284 SP:Iteration 14Q (1330.355574 sec): 3 clusters Score: Raw -1163547.631724 + Penalty 917.751736 = -1162629.879988 nChanged 239 SP:Iteration 15Q (1330.386513 sec): 3 clusters Score: Raw -1163616.859787 + Penalty 917.751736 = -1162699.108051 nChanged 202 SP:Iteration 16Q (1330.417485 sec): 3 clusters Score: Raw -1163668.507223 + Penalty 917.751736 = -1162750.755486 nChanged 170 SP:Iteration 17Q (1330.448414 sec): 3 clusters Score: Raw -1163704.497347 + Penalty 917.751736 = -1162786.745611 nChanged 158 SP:Iteration 18Q (1330.479371 sec): 3 clusters Score: Raw -1163735.273860 + Penalty 917.751736 = -1162817.522124 nChanged 159 SP:Iteration 19Q (1330.510145 sec): 3 clusters Score: Raw -1163765.861167 + Penalty 917.751736 = -1162848.109430 nChanged 150 SP:Iteration 20F (1330.541569 sec): 3 clusters Score: Raw -1163795.084996 + Penalty 917.751736 = -1162877.333260 nChanged 142 SP:Iteration 21Q (1330.572572 sec): 3 clusters Score: Raw -1163818.743242 + Penalty 917.751736 = -1162900.991505 nChanged 130 SP:Iteration 22Q (1330.603464 sec): 3 clusters Score: Raw -1163838.941342 + Penalty 917.751736 = -1162921.189606 nChanged 114 SP:Iteration 23Q (1330.634196 sec): 3 clusters Score: Raw -1163853.038727 + Penalty 917.751736 = -1162935.286991 nChanged 95 SP:Iteration 24Q (1330.665059 sec): 3 clusters Score: Raw -1163863.670947 + Penalty 917.751736 = -1162945.919211 nChanged 88 SP:Iteration 25Q (1330.695865 sec): 3 clusters Score: Raw -1163873.005600 + Penalty 917.751736 = -1162955.253864 nChanged 90 SP:Iteration 26Q (1330.726736 sec): 3 clusters Score: Raw -1163882.826935 + Penalty 917.751736 = -1162965.075199 nChanged 98 SP:Iteration 27Q (1330.757443 sec): 3 clusters Score: Raw -1163894.242613 + Penalty 917.751736 = -1162976.490877 nChanged 92 SP:Iteration 28Q (1330.788655 sec): 3 clusters Score: Raw -1163903.968220 + Penalty 917.751736 = -1162986.216484 nChanged 84 SP:Iteration 29Q (1330.819345 sec): 3 clusters Score: Raw -1163912.678628 + Penalty 917.751736 = -1162994.926891 nChanged 80 SP:Iteration 30Q (1330.850232 sec): 3 clusters Score: Raw -1163921.040622 + Penalty 917.751736 = -1163003.288885 nChanged 87 SP:Iteration 31Q (1330.880989 sec): 3 clusters Score: Raw -1163930.784658 + Penalty 917.751736 = -1163013.032922 nChanged 88 SP:Iteration 32Q (1330.911757 sec): 3 clusters Score: Raw -1163940.558488 + Penalty 917.751736 = -1163022.806752 nChanged 78 SP:Iteration 33Q (1330.942493 sec): 3 clusters Score: Raw -1163947.089554 + Penalty 917.751736 = -1163029.337818 nChanged 59 SP:Iteration 34Q (1330.973307 sec): 3 clusters Score: Raw -1163952.621650 + Penalty 917.751736 = -1163034.869914 nChanged 69 SP:Iteration 35Q (1331.004211 sec): 3 clusters Score: Raw -1163959.863896 + Penalty 917.751736 = -1163042.112160 nChanged 68 SP:Iteration 36Q (1331.063653 sec): 3 clusters Score: Raw -1163966.889944 + Penalty 917.751736 = -1163049.138207 nChanged 67 SP:Iteration 37Q (1331.093718 sec): 3 clusters Score: Raw -1163973.557005 + Penalty 917.751736 = -1163055.805269 nChanged 56 SP:Iteration 38Q (1331.124600 sec): 3 clusters Score: Raw -1163977.895047 + Penalty 917.751736 = -1163060.143311 nChanged 50 SP:Iteration 39Q (1331.155360 sec): 3 clusters Score: Raw -1163981.799871 + Penalty 917.751736 = -1163064.048135 nChanged 46 SP:Iteration 40F (1331.186959 sec): 3 clusters Score: Raw -1163985.079712 + Penalty 917.751736 = -1163067.327976 nChanged 40 SP:Iteration 41Q (1331.218114 sec): 3 clusters Score: Raw -1163988.681491 + Penalty 917.751736 = -1163070.929755 nChanged 50 SP:Iteration 42Q (1331.249009 sec): 3 clusters Score: Raw -1163993.538933 + Penalty 917.751736 = -1163075.787197 nChanged 50 SP:Iteration 43Q (1331.279825 sec): 3 clusters Score: Raw -1163997.858075 + Penalty 917.751736 = -1163080.106339 nChanged 53 SP:Iteration 44Q (1331.310786 sec): 3 clusters Score: Raw -1164003.076628 + Penalty 917.751736 = -1163085.324892 nChanged 62 SP:Iteration 45Q (1331.341529 sec): 3 clusters Score: Raw -1164008.890147 + Penalty 917.751736 = -1163091.138411 nChanged 53 SP:Iteration 46Q (1331.372365 sec): 3 clusters Score: Raw -1164013.328030 + Penalty 917.751736 = -1163095.576294 nChanged 52 SP:Iteration 47Q (1331.403112 sec): 3 clusters Score: Raw -1164017.852213 + Penalty 917.751736 = -1163100.100476 nChanged 58 SP:Iteration 48Q (1331.433978 sec): 3 clusters Score: Raw -1164024.201022 + Penalty 917.751736 = -1163106.449286 nChanged 59 SP:Iteration 49Q (1331.464695 sec): 3 clusters Score: Raw -1164030.553193 + Penalty 917.751736 = -1163112.801456 nChanged 59 SP:Iteration 50Q (1331.495531 sec): 3 clusters Score: Raw -1164035.727794 + Penalty 917.751736 = -1163117.976058 nChanged 46 SP:Iteration 51Q (1331.526227 sec): 3 clusters Score: Raw -1164039.223796 + Penalty 917.751736 = -1163121.472059 nChanged 47 SP:Iteration 52Q (1331.556988 sec): 3 clusters Score: Raw -1164043.429720 + Penalty 917.751736 = -1163125.677984 nChanged 52 SP:Iteration 53Q (1331.587697 sec): 3 clusters Score: Raw -1164047.792838 + Penalty 917.751736 = -1163130.041102 nChanged 47 SP:Iteration 54Q (1331.618449 sec): 3 clusters Score: Raw -1164051.773862 + Penalty 917.751736 = -1163134.022126 nChanged 43 SP:Iteration 55Q (1331.649108 sec): 3 clusters Score: Raw -1164054.855471 + Penalty 917.751736 = -1163137.103735 nChanged 37 SP:Iteration 56Q (1331.679821 sec): 3 clusters Score: Raw -1164057.347344 + Penalty 917.751736 = -1163139.595608 nChanged 31 SP:Iteration 57Q (1331.710452 sec): 3 clusters Score: Raw -1164059.139501 + Penalty 917.751736 = -1163141.387765 nChanged 32 SP:Iteration 58Q (1331.741329 sec): 3 clusters Score: Raw -1164061.296224 + Penalty 917.751736 = -1163143.544487 nChanged 25 SP:Iteration 59Q (1331.771949 sec): 3 clusters Score: Raw -1164062.666844 + Penalty 917.751736 = -1163144.915107 nChanged 24 SP:Iteration 60F (1331.803432 sec): 3 clusters Score: Raw -1164064.024800 + Penalty 917.751736 = -1163146.273064 nChanged 16 SP:Iteration 61Q (1331.834074 sec): 3 clusters Score: Raw -1164064.785788 + Penalty 917.751736 = -1163147.034052 nChanged 18 SP:Iteration 62Q (1331.864872 sec): 3 clusters Score: Raw -1164065.589896 + Penalty 917.751736 = -1163147.838160 nChanged 19 SP:Iteration 63Q (1331.895785 sec): 3 clusters Score: Raw -1164066.251471 + Penalty 917.751736 = -1163148.499735 nChanged 13 SP:Iteration 64Q (1331.934084 sec): 3 clusters Score: Raw -1164066.849194 + Penalty 917.751736 = -1163149.097457 nChanged 14 SP:Iteration 65Q (1331.964356 sec): 3 clusters Score: Raw -1164067.498226 + Penalty 917.751736 = -1163149.746489 nChanged 13 SP:Iteration 66Q (1331.994977 sec): 3 clusters Score: Raw -1164068.225960 + Penalty 917.751736 = -1163150.474224 nChanged 16 SP:Iteration 67Q (1332.025543 sec): 3 clusters Score: Raw -1164069.123929 + Penalty 917.751736 = -1163151.372193 nChanged 18 SP:Iteration 68Q (1332.056205 sec): 3 clusters Score: Raw -1164069.994440 + Penalty 917.751736 = -1163152.242704 nChanged 12 SP:Iteration 69Q (1332.086806 sec): 3 clusters Score: Raw -1164070.500391 + Penalty 917.751736 = -1163152.748655 nChanged 17 SP:Iteration 70Q (1332.117770 sec): 3 clusters Score: Raw -1164071.153519 + Penalty 917.751736 = -1163153.401783 nChanged 15 SP:Iteration 71Q (1332.148492 sec): 3 clusters Score: Raw -1164071.937975 + Penalty 917.751736 = -1163154.186239 nChanged 18 SP:Iteration 72Q (1332.179132 sec): 3 clusters Score: Raw -1164072.994454 + Penalty 917.751736 = -1163155.242718 nChanged 19 SP:Iteration 73Q (1332.209666 sec): 3 clusters Score: Raw -1164073.983668 + Penalty 917.751736 = -1163156.231932 nChanged 18 SP:Iteration 74Q (1332.240403 sec): 3 clusters Score: Raw -1164074.853030 + Penalty 917.751736 = -1163157.101293 nChanged 19 SP:Iteration 75Q (1332.271180 sec): 3 clusters Score: Raw -1164076.103043 + Penalty 917.751736 = -1163158.351307 nChanged 13 SP:Iteration 76Q (1332.301894 sec): 3 clusters Score: Raw -1164076.964954 + Penalty 917.751736 = -1163159.213218 nChanged 16 SP:Iteration 77Q (1332.332458 sec): 3 clusters Score: Raw -1164077.808863 + Penalty 917.751736 = -1163160.057127 nChanged 13 SP:Iteration 78Q (1332.363052 sec): 3 clusters Score: Raw -1164078.315658 + Penalty 917.751736 = -1163160.563922 nChanged 10 SP:Iteration 79Q (1332.393574 sec): 3 clusters Score: Raw -1164078.650012 + Penalty 917.751736 = -1163160.898276 nChanged 10 SP:Iteration 80F (1332.425010 sec): 3 clusters Score: Raw -1164079.316531 + Penalty 917.751736 = -1163161.564795 nChanged 16 SP:Iteration 81Q (1332.455655 sec): 3 clusters Score: Raw -1164080.274698 + Penalty 917.751736 = -1163162.522962 nChanged 10 SP:Iteration 82Q (1332.486394 sec): 3 clusters Score: Raw -1164080.824086 + Penalty 917.751736 = -1163163.072350 nChanged 11 SP:Iteration 83Q (1332.517052 sec): 3 clusters Score: Raw -1164081.309185 + Penalty 917.751736 = -1163163.557449 nChanged 9 SP:Iteration 84Q (1332.547689 sec): 3 clusters Score: Raw -1164081.587918 + Penalty 917.751736 = -1163163.836182 nChanged 8 SP:Iteration 85Q (1332.578331 sec): 3 clusters Score: Raw -1164081.824448 + Penalty 917.751736 = -1163164.072711 nChanged 11 SP:Iteration 86Q (1332.608926 sec): 3 clusters Score: Raw -1164082.206137 + Penalty 917.751736 = -1163164.454401 nChanged 9 SP:Iteration 87Q (1332.639357 sec): 3 clusters Score: Raw -1164082.573261 + Penalty 917.751736 = -1163164.821525 nChanged 6 SP:Iteration 88Q (1332.669839 sec): 3 clusters Score: Raw -1164082.724310 + Penalty 917.751736 = -1163164.972574 nChanged 5 SP:Iteration 89Q (1332.700289 sec): 3 clusters Score: Raw -1164082.864636 + Penalty 917.751736 = -1163165.112900 nChanged 7 SP:Iteration 90Q (1332.730756 sec): 3 clusters Score: Raw -1164083.130078 + Penalty 917.751736 = -1163165.378341 nChanged 11 SP:Iteration 91Q (1332.761227 sec): 3 clusters Score: Raw -1164083.578430 + Penalty 917.751736 = -1163165.826694 nChanged 11 SP:Iteration 92Q (1332.791782 sec): 3 clusters Score: Raw -1164084.058028 + Penalty 917.751736 = -1163166.306291 nChanged 12 SP:Iteration 93Q (1332.822395 sec): 3 clusters Score: Raw -1164084.571752 + Penalty 917.751736 = -1163166.820016 nChanged 13 SP:Iteration 94Q (1332.852967 sec): 3 clusters Score: Raw -1164085.307758 + Penalty 917.751736 = -1163167.556022 nChanged 16 SP:Iteration 95Q (1332.883513 sec): 3 clusters Score: Raw -1164085.983667 + Penalty 917.751736 = -1163168.231931 nChanged 15 SP:Iteration 96Q (1332.914142 sec): 3 clusters Score: Raw -1164086.751747 + Penalty 917.751736 = -1163169.000011 nChanged 15 SP:Iteration 97Q (1332.944623 sec): 3 clusters Score: Raw -1164087.379226 + Penalty 917.751736 = -1163169.627490 nChanged 18 SP:Iteration 98Q (1332.975448 sec): 3 clusters Score: Raw -1164088.297253 + Penalty 917.751736 = -1163170.545517 nChanged 16 SP:Iteration 99Q (1333.005764 sec): 3 clusters Score: Raw -1164089.245413 + Penalty 917.751736 = -1163171.493677 nChanged 13 SP:Iteration 100F (1333.037199 sec): 3 clusters Score: Raw -1164090.034526 + Penalty 917.751736 = -1163172.282790 nChanged 18 SP:Iteration 101Q (1333.067799 sec): 3 clusters Score: Raw -1164091.453860 + Penalty 917.751736 = -1163173.702124 nChanged 21 SP:Iteration 102Q (1333.098422 sec): 3 clusters Score: Raw -1164092.977101 + Penalty 917.751736 = -1163175.225365 nChanged 20 SP:Iteration 103Q (1333.128898 sec): 3 clusters Score: Raw -1164094.057712 + Penalty 917.751736 = -1163176.305976 nChanged 16 SP:Iteration 104Q (1333.159428 sec): 3 clusters Score: Raw -1164094.636915 + Penalty 917.751736 = -1163176.885178 nChanged 12 SP:Iteration 105Q (1333.189888 sec): 3 clusters Score: Raw -1164095.226191 + Penalty 917.751736 = -1163177.474455 nChanged 10 SP:Iteration 106Q (1333.220525 sec): 3 clusters Score: Raw -1164095.890987 + Penalty 917.751736 = -1163178.139251 nChanged 14 SP:Iteration 107Q (1333.250997 sec): 3 clusters Score: Raw -1164096.459398 + Penalty 917.751736 = -1163178.707662 nChanged 11 SP:Iteration 108Q (1333.281501 sec): 3 clusters Score: Raw -1164096.823570 + Penalty 917.751736 = -1163179.071834 nChanged 7 SP:Iteration 109Q (1333.311910 sec): 3 clusters Score: Raw -1164097.056513 + Penalty 917.751736 = -1163179.304776 nChanged 5 SP:Iteration 110Q (1333.342432 sec): 3 clusters Score: Raw -1164097.245860 + Penalty 917.751736 = -1163179.494124 nChanged 1 SP:Iteration 111Q (1333.372892 sec): 3 clusters Score: Raw -1164097.287081 + Penalty 917.751736 = -1163179.535345 nChanged 2 SP:Iteration 112Q (1333.403418 sec): 3 clusters Score: Raw -1164097.341670 + Penalty 917.751736 = -1163179.589934 nChanged 3 SP:Iteration 113Q (1333.433800 sec): 3 clusters Score: Raw -1164097.411776 + Penalty 917.751736 = -1163179.660040 nChanged 4 SP:Iteration 114Q (1333.464395 sec): 3 clusters Score: Raw -1164097.466321 + Penalty 917.751736 = -1163179.714584 nChanged 1 SP:Iteration 115Q (1333.494862 sec): 3 clusters Score: Raw -1164097.499546 + Penalty 917.751736 = -1163179.747809 nChanged 1 SP:Iteration 116Q (1333.525425 sec): 3 clusters Score: Raw -1164097.516665 + Penalty 917.751736 = -1163179.764929 nChanged 2 SP:Iteration 117Q (1333.556034 sec): 3 clusters Score: Raw -1164097.543422 + Penalty 917.751736 = -1163179.791686 nChanged 2 SP:Iteration 118Q (1333.586580 sec): 3 clusters Score: Raw -1164097.574848 + Penalty 917.751736 = -1163179.823111 nChanged 1 SP:Iteration 119Q (1333.617161 sec): 3 clusters Score: Raw -1164097.600460 + Penalty 917.751736 = -1163179.848724 nChanged 1 SP:Iteration 120F (1333.648714 sec): 3 clusters Score: Raw -1164097.628683 + Penalty 917.751736 = -1163179.876946 nChanged 0 Trying to split cluster 10 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1333.660323 sec): 2 clusters Score: Raw -6968.787346 + Penalty 243.076208 = -6725.711137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1333.661567 sec): 3 clusters Score: Raw -6937.668328 + Penalty 486.152417 = -6451.515911 nChanged 60 SP:Iteration 1F (1333.662577 sec): 3 clusters Score: Raw -7028.050893 + Penalty 486.152417 = -6541.898476 nChanged 17 SP:Iteration 2F (1333.663580 sec): 3 clusters Score: Raw -7049.408865 + Penalty 486.152417 = -6563.256448 nChanged 5 SP:Iteration 3Q (1333.664587 sec): 3 clusters Score: Raw -7052.682812 + Penalty 486.152417 = -6566.530396 nChanged 4 SP:Iteration 4Q (1333.665587 sec): 3 clusters Score: Raw -7056.633957 + Penalty 486.152417 = -6570.481541 nChanged 1 SP:Iteration 5Q (1333.666576 sec): 3 clusters Score: Raw -7056.926066 + Penalty 486.152417 = -6570.773650 nChanged 0 SP:Iteration 6F (1333.667588 sec): 3 clusters Score: Raw -7056.926066 + Penalty 486.152417 = -6570.773650 nChanged 0 Trying to split cluster 11 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1333.677198 sec): 2 clusters Score: Raw -71394.431534 + Penalty 329.936197 = -71064.495337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1333.681680 sec): 3 clusters Score: Raw -70645.555609 + Penalty 659.872393 = -69985.683215 nChanged 560 SP:Iteration 1F (1333.685690 sec): 3 clusters Score: Raw -70948.756287 + Penalty 659.872393 = -70288.883893 nChanged 109 SP:Iteration 2F (1333.689689 sec): 3 clusters Score: Raw -71007.132078 + Penalty 659.872393 = -70347.259684 nChanged 82 SP:Iteration 3F (1333.693697 sec): 3 clusters Score: Raw -71039.486496 + Penalty 659.872393 = -70379.614103 nChanged 57 SP:Iteration 4Q (1333.697738 sec): 3 clusters Score: Raw -71060.916787 + Penalty 659.872393 = -70401.044394 nChanged 42 SP:Iteration 5Q (1333.701767 sec): 3 clusters Score: Raw -71080.926119 + Penalty 659.872393 = -70421.053725 nChanged 36 SP:Iteration 6Q (1333.705851 sec): 3 clusters Score: Raw -71095.891033 + Penalty 659.872393 = -70436.018640 nChanged 33 SP:Iteration 7Q (1333.709893 sec): 3 clusters Score: Raw -71107.027837 + Penalty 659.872393 = -70447.155443 nChanged 25 SP:Iteration 8Q (1333.713927 sec): 3 clusters Score: Raw -71119.998887 + Penalty 659.872393 = -70460.126494 nChanged 24 SP:Iteration 9Q (1333.717960 sec): 3 clusters Score: Raw -71130.908569 + Penalty 659.872393 = -70471.036175 nChanged 22 SP:Iteration 10Q (1333.721987 sec): 3 clusters Score: Raw -71139.786250 + Penalty 659.872393 = -70479.913856 nChanged 24 SP:Iteration 11Q (1333.726009 sec): 3 clusters Score: Raw -71148.332954 + Penalty 659.872393 = -70488.460561 nChanged 22 SP:Iteration 12Q (1333.730032 sec): 3 clusters Score: Raw -71158.898872 + Penalty 659.872393 = -70499.026478 nChanged 25 SP:Iteration 13Q (1333.734052 sec): 3 clusters Score: Raw -71179.276404 + Penalty 659.872393 = -70519.404010 nChanged 29 SP:Iteration 14Q (1333.738098 sec): 3 clusters Score: Raw -71197.502655 + Penalty 659.872393 = -70537.630261 nChanged 27 SP:Iteration 15Q (1333.742104 sec): 3 clusters Score: Raw -71213.969101 + Penalty 659.872393 = -70554.096707 nChanged 24 SP:Iteration 16Q (1333.746107 sec): 3 clusters Score: Raw -71223.698667 + Penalty 659.872393 = -70563.826274 nChanged 21 SP:Iteration 17Q (1333.750088 sec): 3 clusters Score: Raw -71234.786094 + Penalty 659.872393 = -70574.913701 nChanged 20 SP:Iteration 18Q (1333.754071 sec): 3 clusters Score: Raw -71243.388046 + Penalty 659.872393 = -70583.515652 nChanged 19 SP:Iteration 19Q (1333.758053 sec): 3 clusters Score: Raw -71249.975347 + Penalty 659.872393 = -70590.102954 nChanged 18 SP:Iteration 20F (1333.762023 sec): 3 clusters Score: Raw -71256.343490 + Penalty 659.872393 = -70596.471096 nChanged 14 SP:Iteration 21Q (1333.765995 sec): 3 clusters Score: Raw -71260.953596 + Penalty 659.872393 = -70601.081202 nChanged 10 SP:Iteration 22Q (1333.770000 sec): 3 clusters Score: Raw -71265.268395 + Penalty 659.872393 = -70605.396001 nChanged 12 SP:Iteration 23Q (1333.773987 sec): 3 clusters Score: Raw -71271.499343 + Penalty 659.872393 = -70611.626950 nChanged 19 SP:Iteration 24Q (1333.777947 sec): 3 clusters Score: Raw -71280.324200 + Penalty 659.872393 = -70620.451807 nChanged 16 SP:Iteration 25Q (1333.781904 sec): 3 clusters Score: Raw -71289.176832 + Penalty 659.872393 = -70629.304439 nChanged 14 SP:Iteration 26Q (1333.785868 sec): 3 clusters Score: Raw -71296.641376 + Penalty 659.872393 = -70636.768982 nChanged 16 SP:Iteration 27Q (1333.789823 sec): 3 clusters Score: Raw -71305.539217 + Penalty 659.872393 = -70645.666823 nChanged 19 SP:Iteration 28Q (1333.793770 sec): 3 clusters Score: Raw -71314.105625 + Penalty 659.872393 = -70654.233231 nChanged 15 SP:Iteration 29Q (1333.797718 sec): 3 clusters Score: Raw -71322.493525 + Penalty 659.872393 = -70662.621131 nChanged 18 SP:Iteration 30Q (1333.801686 sec): 3 clusters Score: Raw -71330.559531 + Penalty 659.872393 = -70670.687137 nChanged 20 SP:Iteration 31Q (1333.805623 sec): 3 clusters Score: Raw -71337.530848 + Penalty 659.872393 = -70677.658455 nChanged 13 SP:Iteration 32Q (1333.809573 sec): 3 clusters Score: Raw -71342.978723 + Penalty 659.872393 = -70683.106330 nChanged 10 SP:Iteration 33Q (1333.813466 sec): 3 clusters Score: Raw -71349.417102 + Penalty 659.872393 = -70689.544709 nChanged 7 SP:Iteration 34Q (1333.817391 sec): 3 clusters Score: Raw -71351.770231 + Penalty 659.872393 = -70691.897838 nChanged 8 SP:Iteration 35Q (1333.821289 sec): 3 clusters Score: Raw -71354.147138 + Penalty 659.872393 = -70694.274745 nChanged 8 SP:Iteration 36Q (1333.825209 sec): 3 clusters Score: Raw -71358.561736 + Penalty 659.872393 = -70698.689343 nChanged 16 SP:Iteration 37Q (1333.829121 sec): 3 clusters Score: Raw -71366.749871 + Penalty 659.872393 = -70706.877478 nChanged 12 SP:Iteration 38Q (1333.833065 sec): 3 clusters Score: Raw -71370.364058 + Penalty 659.872393 = -70710.491665 nChanged 10 SP:Iteration 39Q (1333.836977 sec): 3 clusters Score: Raw -71374.280433 + Penalty 659.872393 = -70714.408039 nChanged 10 SP:Iteration 40F (1333.840938 sec): 3 clusters Score: Raw -71378.434299 + Penalty 659.872393 = -70718.561905 nChanged 10 SP:Iteration 41Q (1333.844844 sec): 3 clusters Score: Raw -71382.868858 + Penalty 659.872393 = -70722.996464 nChanged 8 SP:Iteration 42Q (1333.848757 sec): 3 clusters Score: Raw -71389.468947 + Penalty 659.872393 = -70729.596553 nChanged 7 SP:Iteration 43Q (1333.852661 sec): 3 clusters Score: Raw -71392.493196 + Penalty 659.872393 = -70732.620803 nChanged 4 SP:Iteration 44Q (1333.856560 sec): 3 clusters Score: Raw -71393.898155 + Penalty 659.872393 = -70734.025762 nChanged 4 SP:Iteration 45Q (1333.860467 sec): 3 clusters Score: Raw -71394.895249 + Penalty 659.872393 = -70735.022855 nChanged 0 SP:Iteration 46F (1333.864468 sec): 3 clusters Score: Raw -71394.895249 + Penalty 659.872393 = -70735.022855 nChanged 0 Trying to split cluster 12 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1333.871500 sec): 2 clusters Score: Raw -53247.847608 + Penalty 315.955968 = -52931.891640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1333.874981 sec): 3 clusters Score: Raw -52732.047205 + Penalty 631.911936 = -52100.135269 nChanged 403 SP:Iteration 1F (1333.878088 sec): 3 clusters Score: Raw -53005.659933 + Penalty 631.911936 = -52373.747997 nChanged 95 SP:Iteration 2F (1333.881192 sec): 3 clusters Score: Raw -53065.519050 + Penalty 631.911936 = -52433.607114 nChanged 63 SP:Iteration 3F (1333.884294 sec): 3 clusters Score: Raw -53106.226131 + Penalty 631.911936 = -52474.314195 nChanged 53 SP:Iteration 4F (1333.887386 sec): 3 clusters Score: Raw -53143.628330 + Penalty 631.911936 = -52511.716394 nChanged 47 SP:Iteration 5Q (1333.890498 sec): 3 clusters Score: Raw -53173.062480 + Penalty 631.911936 = -52541.150544 nChanged 39 SP:Iteration 6Q (1333.893612 sec): 3 clusters Score: Raw -53200.508741 + Penalty 631.911936 = -52568.596805 nChanged 31 SP:Iteration 7Q (1333.896746 sec): 3 clusters Score: Raw -53218.265207 + Penalty 631.911936 = -52586.353271 nChanged 23 SP:Iteration 8Q (1333.899842 sec): 3 clusters Score: Raw -53232.134344 + Penalty 631.911936 = -52600.222408 nChanged 15 SP:Iteration 9Q (1333.902943 sec): 3 clusters Score: Raw -53238.869110 + Penalty 631.911936 = -52606.957174 nChanged 13 SP:Iteration 10Q (1333.906034 sec): 3 clusters Score: Raw -53245.423761 + Penalty 631.911936 = -52613.511825 nChanged 13 SP:Iteration 11Q (1333.909134 sec): 3 clusters Score: Raw -53254.526130 + Penalty 631.911936 = -52622.614194 nChanged 15 SP:Iteration 12Q (1333.912231 sec): 3 clusters Score: Raw -53265.559281 + Penalty 631.911936 = -52633.647345 nChanged 9 SP:Iteration 13Q (1333.915324 sec): 3 clusters Score: Raw -53272.661959 + Penalty 631.911936 = -52640.750023 nChanged 6 SP:Iteration 14Q (1333.918404 sec): 3 clusters Score: Raw -53280.746220 + Penalty 631.911936 = -52648.834284 nChanged 4 SP:Iteration 15Q (1333.921478 sec): 3 clusters Score: Raw -53282.073404 + Penalty 631.911936 = -52650.161468 nChanged 3 SP:Iteration 16Q (1333.924560 sec): 3 clusters Score: Raw -53282.912139 + Penalty 631.911936 = -52651.000203 nChanged 4 SP:Iteration 17Q (1333.927668 sec): 3 clusters Score: Raw -53284.495233 + Penalty 631.911936 = -52652.583297 nChanged 2 SP:Iteration 18Q (1333.930749 sec): 3 clusters Score: Raw -53285.340848 + Penalty 631.911936 = -52653.428912 nChanged 2 SP:Iteration 19Q (1333.933828 sec): 3 clusters Score: Raw -53286.150406 + Penalty 631.911936 = -52654.238470 nChanged 3 SP:Iteration 20F (1333.936895 sec): 3 clusters Score: Raw -53287.915261 + Penalty 631.911936 = -52656.003325 nChanged 1 SP:Iteration 21Q (1333.939988 sec): 3 clusters Score: Raw -53288.297759 + Penalty 631.911936 = -52656.385824 nChanged 0 SP:Iteration 22F (1333.943045 sec): 3 clusters Score: Raw -53288.297759 + Penalty 631.911936 = -52656.385824 nChanged 0 Trying to split cluster 13 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1333.953631 sec): 2 clusters Score: Raw -78551.976871 + Penalty 339.137065 = -78212.839806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1333.958979 sec): 3 clusters Score: Raw -77696.354621 + Penalty 678.274130 = -77018.080491 nChanged 701 SP:Iteration 1F (1333.963773 sec): 3 clusters Score: Raw -78138.799853 + Penalty 678.274130 = -77460.525723 nChanged 145 SP:Iteration 2F (1333.968538 sec): 3 clusters Score: Raw -78256.489206 + Penalty 678.274130 = -77578.215076 nChanged 100 SP:Iteration 3F (1333.973294 sec): 3 clusters Score: Raw -78344.118904 + Penalty 678.274130 = -77665.844773 nChanged 79 SP:Iteration 4Q (1333.978102 sec): 3 clusters Score: Raw -78414.178950 + Penalty 678.274130 = -77735.904819 nChanged 78 SP:Iteration 5Q (1333.982907 sec): 3 clusters Score: Raw -78484.359958 + Penalty 678.274130 = -77806.085828 nChanged 61 SP:Iteration 6Q (1333.987692 sec): 3 clusters Score: Raw -78532.432320 + Penalty 678.274130 = -77854.158189 nChanged 50 SP:Iteration 7Q (1333.992479 sec): 3 clusters Score: Raw -78573.246304 + Penalty 678.274130 = -77894.972174 nChanged 26 SP:Iteration 8Q (1333.997223 sec): 3 clusters Score: Raw -78594.438305 + Penalty 678.274130 = -77916.164175 nChanged 27 SP:Iteration 9Q (1334.001954 sec): 3 clusters Score: Raw -78617.570594 + Penalty 678.274130 = -77939.296464 nChanged 20 SP:Iteration 10Q (1334.006659 sec): 3 clusters Score: Raw -78631.889318 + Penalty 678.274130 = -77953.615188 nChanged 15 SP:Iteration 11Q (1334.011370 sec): 3 clusters Score: Raw -78638.311531 + Penalty 678.274130 = -77960.037400 nChanged 13 SP:Iteration 12Q (1334.016071 sec): 3 clusters Score: Raw -78640.952798 + Penalty 678.274130 = -77962.678668 nChanged 6 SP:Iteration 13Q (1334.020771 sec): 3 clusters Score: Raw -78642.194184 + Penalty 678.274130 = -77963.920054 nChanged 4 SP:Iteration 14Q (1334.025488 sec): 3 clusters Score: Raw -78643.180824 + Penalty 678.274130 = -77964.906693 nChanged 5 SP:Iteration 15Q (1334.030180 sec): 3 clusters Score: Raw -78643.994966 + Penalty 678.274130 = -77965.720836 nChanged 2 SP:Iteration 16Q (1334.034866 sec): 3 clusters Score: Raw -78644.345908 + Penalty 678.274130 = -77966.071777 nChanged 2 SP:Iteration 17Q (1334.039557 sec): 3 clusters Score: Raw -78644.969808 + Penalty 678.274130 = -77966.695678 nChanged 3 SP:Iteration 18Q (1334.044251 sec): 3 clusters Score: Raw -78645.267063 + Penalty 678.274130 = -77966.992933 nChanged 1 SP:Iteration 19Q (1334.048940 sec): 3 clusters Score: Raw -78645.626663 + Penalty 678.274130 = -77967.352533 nChanged 1 SP:Iteration 20F (1334.053684 sec): 3 clusters Score: Raw -78645.720386 + Penalty 678.274130 = -77967.446256 nChanged 1 SP:Iteration 21Q (1334.058415 sec): 3 clusters Score: Raw -78645.961044 + Penalty 678.274130 = -77967.686914 nChanged 1 SP:Iteration 22Q (1334.063108 sec): 3 clusters Score: Raw -78646.069979 + Penalty 678.274130 = -77967.795849 nChanged 0 SP:Iteration 23F (1334.067840 sec): 3 clusters Score: Raw -78646.069979 + Penalty 678.274130 = -77967.795849 nChanged 0 Trying to split cluster 14 (68529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1334.132839 sec): 2 clusters Score: Raw -3367660.748381 + Penalty 506.643059 = -3367154.105322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1334.201750 sec): 3 clusters Score: Raw -3321873.282551 + Penalty 1013.286119 = -3320859.996433 nChanged 33248 SP:Iteration 1F (1334.268837 sec): 3 clusters Score: Raw -3344204.322793 + Penalty 1013.286119 = -3343191.036674 nChanged 4408 SP:Iteration 2F (1334.335390 sec): 3 clusters Score: Raw -3346675.305387 + Penalty 1013.286119 = -3345662.019269 nChanged 4752 SP:Iteration 3F (1334.402102 sec): 3 clusters Score: Raw -3350137.699797 + Penalty 1013.286119 = -3349124.413678 nChanged 4852 SP:Iteration 4F (1334.469003 sec): 3 clusters Score: Raw -3354316.673183 + Penalty 1013.286119 = -3353303.387065 nChanged 4201 SP:Iteration 5F (1334.535688 sec): 3 clusters Score: Raw -3358391.115998 + Penalty 1013.286119 = -3357377.829880 nChanged 3086 SP:Iteration 6Q (1334.607220 sec): 3 clusters Score: Raw -3361499.553396 + Penalty 1013.286119 = -3360486.267277 nChanged 2024 SP:Iteration 7Q (1334.676244 sec): 3 clusters Score: Raw -3363400.488492 + Penalty 1013.286119 = -3362387.202373 nChanged 1388 SP:Iteration 8Q (1334.744468 sec): 3 clusters Score: Raw -3364600.533969 + Penalty 1013.286119 = -3363587.247850 nChanged 954 SP:Iteration 9Q (1334.811520 sec): 3 clusters Score: Raw -3365309.577465 + Penalty 1013.286119 = -3364296.291346 nChanged 710 SP:Iteration 10Q (1334.878326 sec): 3 clusters Score: Raw -3365783.307493 + Penalty 1013.286119 = -3364770.021374 nChanged 587 SP:Iteration 11Q (1334.944374 sec): 3 clusters Score: Raw -3366168.269958 + Penalty 1013.286119 = -3365154.983840 nChanged 503 SP:Iteration 12Q (1335.009876 sec): 3 clusters Score: Raw -3366484.580134 + Penalty 1013.286119 = -3365471.294015 nChanged 478 SP:Iteration 13Q (1335.075420 sec): 3 clusters Score: Raw -3366774.352555 + Penalty 1013.286119 = -3365761.066436 nChanged 376 SP:Iteration 14Q (1335.140800 sec): 3 clusters Score: Raw -3366982.084153 + Penalty 1013.286119 = -3365968.798034 nChanged 306 SP:Iteration 15Q (1335.205151 sec): 3 clusters Score: Raw -3367134.780846 + Penalty 1013.286119 = -3366121.494727 nChanged 258 SP:Iteration 16Q (1335.270063 sec): 3 clusters Score: Raw -3367261.708549 + Penalty 1013.286119 = -3366248.422431 nChanged 237 SP:Iteration 17Q (1335.334254 sec): 3 clusters Score: Raw -3367372.794208 + Penalty 1013.286119 = -3366359.508089 nChanged 179 SP:Iteration 18Q (1335.406341 sec): 3 clusters Score: Raw -3367451.079184 + Penalty 1013.286119 = -3366437.793065 nChanged 147 SP:Iteration 19Q (1335.471819 sec): 3 clusters Score: Raw -3367513.553646 + Penalty 1013.286119 = -3366500.267527 nChanged 121 SP:Iteration 20F (1335.538281 sec): 3 clusters Score: Raw -3367567.373261 + Penalty 1013.286119 = -3366554.087142 nChanged 113 SP:Iteration 21Q (1335.620098 sec): 3 clusters Score: Raw -3367622.589974 + Penalty 1013.286119 = -3366609.303855 nChanged 102 SP:Iteration 22Q (1335.684581 sec): 3 clusters Score: Raw -3367665.565277 + Penalty 1013.286119 = -3366652.279158 nChanged 89 SP:Iteration 23Q (1335.748844 sec): 3 clusters Score: Raw -3367704.733892 + Penalty 1013.286119 = -3366691.447773 nChanged 71 SP:Iteration 24Q (1335.812899 sec): 3 clusters Score: Raw -3367731.687216 + Penalty 1013.286119 = -3366718.401098 nChanged 53 SP:Iteration 25Q (1335.876487 sec): 3 clusters Score: Raw -3367748.491409 + Penalty 1013.286119 = -3366735.205291 nChanged 49 SP:Iteration 26Q (1335.940328 sec): 3 clusters Score: Raw -3367759.224878 + Penalty 1013.286119 = -3366745.938759 nChanged 29 SP:Iteration 27Q (1336.004302 sec): 3 clusters Score: Raw -3367767.217015 + Penalty 1013.286119 = -3366753.930897 nChanged 28 SP:Iteration 28Q (1336.068128 sec): 3 clusters Score: Raw -3367774.447378 + Penalty 1013.286119 = -3366761.161259 nChanged 27 SP:Iteration 29Q (1336.131177 sec): 3 clusters Score: Raw -3367779.531065 + Penalty 1013.286119 = -3366766.244946 nChanged 19 SP:Iteration 30Q (1336.194310 sec): 3 clusters Score: Raw -3367784.239764 + Penalty 1013.286119 = -3366770.953646 nChanged 17 SP:Iteration 31Q (1336.257570 sec): 3 clusters Score: Raw -3367787.876319 + Penalty 1013.286119 = -3366774.590200 nChanged 14 SP:Iteration 32Q (1336.320747 sec): 3 clusters Score: Raw -3367791.718700 + Penalty 1013.286119 = -3366778.432581 nChanged 21 SP:Iteration 33Q (1336.383930 sec): 3 clusters Score: Raw -3367797.650438 + Penalty 1013.286119 = -3366784.364320 nChanged 17 SP:Iteration 34Q (1336.446987 sec): 3 clusters Score: Raw -3367803.164918 + Penalty 1013.286119 = -3366789.878799 nChanged 16 SP:Iteration 35Q (1336.524338 sec): 3 clusters Score: Raw -3367807.241557 + Penalty 1013.286119 = -3366793.955439 nChanged 15 SP:Iteration 36Q (1336.587778 sec): 3 clusters Score: Raw -3367810.246091 + Penalty 1013.286119 = -3366796.959972 nChanged 12 SP:Iteration 37Q (1336.650860 sec): 3 clusters Score: Raw -3367813.386202 + Penalty 1013.286119 = -3366800.100083 nChanged 10 SP:Iteration 38Q (1336.714293 sec): 3 clusters Score: Raw -3367816.725529 + Penalty 1013.286119 = -3366803.439410 nChanged 15 SP:Iteration 39Q (1336.777441 sec): 3 clusters Score: Raw -3367820.081011 + Penalty 1013.286119 = -3366806.794892 nChanged 7 SP:Iteration 40F (1336.844035 sec): 3 clusters Score: Raw -3367821.475865 + Penalty 1013.286119 = -3366808.189746 nChanged 7 SP:Iteration 41Q (1336.907505 sec): 3 clusters Score: Raw -3367823.161651 + Penalty 1013.286119 = -3366809.875533 nChanged 8 SP:Iteration 42Q (1336.970831 sec): 3 clusters Score: Raw -3367824.799405 + Penalty 1013.286119 = -3366811.513286 nChanged 9 SP:Iteration 43Q (1337.034229 sec): 3 clusters Score: Raw -3367827.505694 + Penalty 1013.286119 = -3366814.219576 nChanged 14 SP:Iteration 44Q (1337.097710 sec): 3 clusters Score: Raw -3367830.785642 + Penalty 1013.286119 = -3366817.499523 nChanged 8 SP:Iteration 45Q (1337.160991 sec): 3 clusters Score: Raw -3367832.471134 + Penalty 1013.286119 = -3366819.185015 nChanged 9 SP:Iteration 46Q (1337.224305 sec): 3 clusters Score: Raw -3367835.107599 + Penalty 1013.286119 = -3366821.821480 nChanged 12 SP:Iteration 47Q (1337.287618 sec): 3 clusters Score: Raw -3367838.894509 + Penalty 1013.286119 = -3366825.608390 nChanged 11 SP:Iteration 48Q (1337.350739 sec): 3 clusters Score: Raw -3367841.422489 + Penalty 1013.286119 = -3366828.136370 nChanged 7 SP:Iteration 49Q (1337.414130 sec): 3 clusters Score: Raw -3367843.217165 + Penalty 1013.286119 = -3366829.931047 nChanged 7 SP:Iteration 50Q (1337.477484 sec): 3 clusters Score: Raw -3367845.327841 + Penalty 1013.286119 = -3366832.041723 nChanged 5 SP:Iteration 51Q (1337.540648 sec): 3 clusters Score: Raw -3367846.990840 + Penalty 1013.286119 = -3366833.704721 nChanged 4 SP:Iteration 52Q (1337.603592 sec): 3 clusters Score: Raw -3367848.335738 + Penalty 1013.286119 = -3366835.049620 nChanged 1 SP:Iteration 53Q (1337.667223 sec): 3 clusters Score: Raw -3367848.397352 + Penalty 1013.286119 = -3366835.111234 nChanged 1 SP:Iteration 54Q (1337.730655 sec): 3 clusters Score: Raw -3367848.536656 + Penalty 1013.286119 = -3366835.250538 nChanged 0 SP:Iteration 55F (1337.797069 sec): 3 clusters Score: Raw -3367848.536656 + Penalty 1013.286119 = -3366835.250538 nChanged 0 Trying to split cluster 15 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1337.802556 sec): 2 clusters Score: Raw -72477.511345 + Penalty 328.858644 = -72148.652701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1337.806999 sec): 3 clusters Score: Raw -71745.016401 + Penalty 657.717287 = -71087.299113 nChanged 585 SP:Iteration 1F (1337.810946 sec): 3 clusters Score: Raw -72093.471105 + Penalty 657.717287 = -71435.753817 nChanged 123 SP:Iteration 2F (1337.814885 sec): 3 clusters Score: Raw -72176.239364 + Penalty 657.717287 = -71518.522076 nChanged 84 SP:Iteration 3F (1337.818814 sec): 3 clusters Score: Raw -72236.933114 + Penalty 657.717287 = -71579.215827 nChanged 79 SP:Iteration 4F (1337.822742 sec): 3 clusters Score: Raw -72288.675512 + Penalty 657.717287 = -71630.958224 nChanged 64 SP:Iteration 5Q (1337.826712 sec): 3 clusters Score: Raw -72328.999461 + Penalty 657.717287 = -71671.282174 nChanged 64 SP:Iteration 6Q (1337.830684 sec): 3 clusters Score: Raw -72372.064881 + Penalty 657.717287 = -71714.347594 nChanged 58 SP:Iteration 7Q (1337.834744 sec): 3 clusters Score: Raw -72409.964081 + Penalty 657.717287 = -71752.246794 nChanged 43 SP:Iteration 8Q (1337.838658 sec): 3 clusters Score: Raw -72442.490521 + Penalty 657.717287 = -71784.773234 nChanged 42 SP:Iteration 9Q (1337.842554 sec): 3 clusters Score: Raw -72463.847128 + Penalty 657.717287 = -71806.129840 nChanged 26 SP:Iteration 10Q (1337.846424 sec): 3 clusters Score: Raw -72477.223973 + Penalty 657.717287 = -71819.506685 nChanged 23 SP:Iteration 11Q (1337.850292 sec): 3 clusters Score: Raw -72492.900479 + Penalty 657.717287 = -71835.183192 nChanged 28 SP:Iteration 12Q (1337.854146 sec): 3 clusters Score: Raw -72508.827159 + Penalty 657.717287 = -71851.109872 nChanged 22 SP:Iteration 13Q (1337.857996 sec): 3 clusters Score: Raw -72518.890756 + Penalty 657.717287 = -71861.173469 nChanged 24 SP:Iteration 14Q (1337.862126 sec): 3 clusters Score: Raw -72534.744826 + Penalty 657.717287 = -71877.027538 nChanged 29 SP:Iteration 15Q (1337.866020 sec): 3 clusters Score: Raw -72555.201669 + Penalty 657.717287 = -71897.484382 nChanged 22 SP:Iteration 16Q (1337.869891 sec): 3 clusters Score: Raw -72568.272537 + Penalty 657.717287 = -71910.555250 nChanged 15 SP:Iteration 17Q (1337.873756 sec): 3 clusters Score: Raw -72574.546188 + Penalty 657.717287 = -71916.828901 nChanged 10 SP:Iteration 18Q (1337.877625 sec): 3 clusters Score: Raw -72578.857363 + Penalty 657.717287 = -71921.140076 nChanged 11 SP:Iteration 19Q (1337.881515 sec): 3 clusters Score: Raw -72582.306901 + Penalty 657.717287 = -71924.589614 nChanged 4 SP:Iteration 20F (1337.885409 sec): 3 clusters Score: Raw -72583.737086 + Penalty 657.717287 = -71926.019798 nChanged 7 SP:Iteration 21Q (1337.889299 sec): 3 clusters Score: Raw -72585.947946 + Penalty 657.717287 = -71928.230659 nChanged 5 SP:Iteration 22Q (1337.893247 sec): 3 clusters Score: Raw -72586.984105 + Penalty 657.717287 = -71929.266818 nChanged 4 SP:Iteration 23Q (1337.897137 sec): 3 clusters Score: Raw -72587.846853 + Penalty 657.717287 = -71930.129566 nChanged 3 SP:Iteration 24Q (1337.901012 sec): 3 clusters Score: Raw -72588.578856 + Penalty 657.717287 = -71930.861569 nChanged 1 SP:Iteration 25Q (1337.904885 sec): 3 clusters Score: Raw -72588.712239 + Penalty 657.717287 = -71930.994951 nChanged 1 SP:Iteration 26Q (1337.908760 sec): 3 clusters Score: Raw -72588.949695 + Penalty 657.717287 = -71931.232408 nChanged 2 SP:Iteration 27Q (1337.912637 sec): 3 clusters Score: Raw -72589.496784 + Penalty 657.717287 = -71931.779496 nChanged 2 SP:Iteration 28Q (1337.916509 sec): 3 clusters Score: Raw -72589.947356 + Penalty 657.717287 = -71932.230069 nChanged 3 SP:Iteration 29Q (1337.920390 sec): 3 clusters Score: Raw -72592.417778 + Penalty 657.717287 = -71934.700491 nChanged 6 SP:Iteration 30Q (1337.924355 sec): 3 clusters Score: Raw -72595.713087 + Penalty 657.717287 = -71937.995800 nChanged 4 SP:Iteration 31Q (1337.928238 sec): 3 clusters Score: Raw -72597.115159 + Penalty 657.717287 = -71939.397872 nChanged 2 SP:Iteration 32Q (1337.932109 sec): 3 clusters Score: Raw -72597.543196 + Penalty 657.717287 = -71939.825908 nChanged 0 SP:Iteration 33F (1337.935955 sec): 3 clusters Score: Raw -72597.543196 + Penalty 657.717287 = -71939.825908 nChanged 0 Trying to split cluster 16 (6323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1337.953653 sec): 2 clusters Score: Raw -311351.470862 + Penalty 398.213682 = -310953.257180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1337.971522 sec): 3 clusters Score: Raw -307527.085582 + Penalty 796.427364 = -306730.658218 nChanged 2858 SP:Iteration 1F (1337.987500 sec): 3 clusters Score: Raw -309087.586495 + Penalty 796.427364 = -308291.159130 nChanged 340 SP:Iteration 2F (1338.003348 sec): 3 clusters Score: Raw -309197.076441 + Penalty 796.427364 = -308400.649077 nChanged 282 SP:Iteration 3Q (1338.019405 sec): 3 clusters Score: Raw -309298.936072 + Penalty 796.427364 = -308502.508708 nChanged 293 SP:Iteration 4Q (1338.035356 sec): 3 clusters Score: Raw -309420.265647 + Penalty 796.427364 = -308623.838282 nChanged 327 SP:Iteration 5F (1338.051579 sec): 3 clusters Score: Raw -309575.060158 + Penalty 796.427364 = -308778.632794 nChanged 370 SP:Iteration 6F (1338.067506 sec): 3 clusters Score: Raw -309800.819788 + Penalty 796.427364 = -309004.392424 nChanged 410 SP:Iteration 7F (1338.083289 sec): 3 clusters Score: Raw -310081.848160 + Penalty 796.427364 = -309285.420796 nChanged 368 SP:Iteration 8F (1338.099160 sec): 3 clusters Score: Raw -310383.454633 + Penalty 796.427364 = -309587.027269 nChanged 342 SP:Iteration 9F (1338.115065 sec): 3 clusters Score: Raw -310677.285660 + Penalty 796.427364 = -309880.858296 nChanged 285 SP:Iteration 10Q (1338.130911 sec): 3 clusters Score: Raw -310936.781536 + Penalty 796.427364 = -310140.354172 nChanged 204 SP:Iteration 11Q (1338.146649 sec): 3 clusters Score: Raw -311117.693980 + Penalty 796.427364 = -310321.266616 nChanged 127 SP:Iteration 12Q (1338.162191 sec): 3 clusters Score: Raw -311228.314649 + Penalty 796.427364 = -310431.887285 nChanged 80 SP:Iteration 13Q (1338.188951 sec): 3 clusters Score: Raw -311294.911650 + Penalty 796.427364 = -310498.484286 nChanged 40 SP:Iteration 14Q (1338.241822 sec): 3 clusters Score: Raw -311332.659526 + Penalty 796.427364 = -310536.232161 nChanged 26 SP:Iteration 15Q (1338.257063 sec): 3 clusters Score: Raw -311363.405926 + Penalty 796.427364 = -310566.978561 nChanged 18 SP:Iteration 16Q (1338.272331 sec): 3 clusters Score: Raw -311384.329928 + Penalty 796.427364 = -310587.902564 nChanged 18 SP:Iteration 17Q (1338.287175 sec): 3 clusters Score: Raw -311413.993000 + Penalty 796.427364 = -310617.565636 nChanged 8 SP:Iteration 18Q (1338.302130 sec): 3 clusters Score: Raw -311424.008519 + Penalty 796.427364 = -310627.581155 nChanged 3 SP:Iteration 19Q (1338.317042 sec): 3 clusters Score: Raw -311426.253076 + Penalty 796.427364 = -310629.825712 nChanged 3 SP:Iteration 20F (1338.332844 sec): 3 clusters Score: Raw -311428.236584 + Penalty 796.427364 = -310631.809219 nChanged 1 SP:Iteration 21Q (1338.347803 sec): 3 clusters Score: Raw -311428.525829 + Penalty 796.427364 = -310632.098465 nChanged 0 SP:Iteration 22F (1338.363497 sec): 3 clusters Score: Raw -311428.525829 + Penalty 796.427364 = -310632.098465 nChanged 0 Trying to split cluster 17 (5211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.379599 sec): 2 clusters Score: Raw -249979.288828 + Penalty 389.412981 = -249589.875847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.394421 sec): 3 clusters Score: Raw -246929.321085 + Penalty 778.825962 = -246150.495123 nChanged 2303 SP:Iteration 1F (1338.407921 sec): 3 clusters Score: Raw -248331.533583 + Penalty 778.825962 = -247552.707621 nChanged 378 SP:Iteration 2F (1338.421291 sec): 3 clusters Score: Raw -248547.146242 + Penalty 778.825962 = -247768.320280 nChanged 399 SP:Iteration 3F (1338.434683 sec): 3 clusters Score: Raw -248804.770379 + Penalty 778.825962 = -248025.944417 nChanged 362 SP:Iteration 4F (1338.448013 sec): 3 clusters Score: Raw -249054.345091 + Penalty 778.825962 = -248275.519129 nChanged 305 SP:Iteration 5F (1338.461412 sec): 3 clusters Score: Raw -249271.346026 + Penalty 778.825962 = -248492.520064 nChanged 263 SP:Iteration 6F (1338.474675 sec): 3 clusters Score: Raw -249470.790167 + Penalty 778.825962 = -248691.964205 nChanged 228 SP:Iteration 7Q (1338.488023 sec): 3 clusters Score: Raw -249658.225887 + Penalty 778.825962 = -248879.399925 nChanged 174 SP:Iteration 8Q (1338.501295 sec): 3 clusters Score: Raw -249813.579319 + Penalty 778.825962 = -249034.753357 nChanged 121 SP:Iteration 9Q (1338.514570 sec): 3 clusters Score: Raw -249920.961004 + Penalty 778.825962 = -249142.135042 nChanged 72 SP:Iteration 10Q (1338.527828 sec): 3 clusters Score: Raw -249996.499117 + Penalty 778.825962 = -249217.673155 nChanged 31 SP:Iteration 11Q (1338.540732 sec): 3 clusters Score: Raw -250026.691470 + Penalty 778.825962 = -249247.865508 nChanged 16 SP:Iteration 12Q (1338.553598 sec): 3 clusters Score: Raw -250039.732284 + Penalty 778.825962 = -249260.906322 nChanged 12 SP:Iteration 13Q (1338.566349 sec): 3 clusters Score: Raw -250047.759116 + Penalty 778.825962 = -249268.933154 nChanged 8 SP:Iteration 14Q (1338.579017 sec): 3 clusters Score: Raw -250055.125487 + Penalty 778.825962 = -249276.299525 nChanged 11 SP:Iteration 15Q (1338.591881 sec): 3 clusters Score: Raw -250061.667768 + Penalty 778.825962 = -249282.841806 nChanged 6 SP:Iteration 16Q (1338.604695 sec): 3 clusters Score: Raw -250064.064628 + Penalty 778.825962 = -249285.238666 nChanged 2 SP:Iteration 17Q (1338.617548 sec): 3 clusters Score: Raw -250064.487785 + Penalty 778.825962 = -249285.661823 nChanged 1 SP:Iteration 18Q (1338.630308 sec): 3 clusters Score: Raw -250064.590281 + Penalty 778.825962 = -249285.764319 nChanged 0 SP:Iteration 19F (1338.643317 sec): 3 clusters Score: Raw -250064.590281 + Penalty 778.825962 = -249285.764319 nChanged 0 Trying to split cluster 18 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.650941 sec): 2 clusters Score: Raw -23507.720562 + Penalty 288.244968 = -23219.475593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.653068 sec): 3 clusters Score: Raw -23242.872164 + Penalty 576.489937 = -22666.382227 nChanged 207 SP:Iteration 1F (1338.655118 sec): 3 clusters Score: Raw -23416.853634 + Penalty 576.489937 = -22840.363697 nChanged 60 SP:Iteration 2F (1338.657010 sec): 3 clusters Score: Raw -23486.967184 + Penalty 576.489937 = -22910.477247 nChanged 35 SP:Iteration 3F (1338.658955 sec): 3 clusters Score: Raw -23516.189918 + Penalty 576.489937 = -22939.699981 nChanged 20 SP:Iteration 4Q (1338.660825 sec): 3 clusters Score: Raw -23529.298627 + Penalty 576.489937 = -22952.808690 nChanged 10 SP:Iteration 5Q (1338.662818 sec): 3 clusters Score: Raw -23537.487482 + Penalty 576.489937 = -22960.997545 nChanged 7 SP:Iteration 6Q (1338.664685 sec): 3 clusters Score: Raw -23545.301926 + Penalty 576.489937 = -22968.811989 nChanged 11 SP:Iteration 7Q (1338.666607 sec): 3 clusters Score: Raw -23553.425067 + Penalty 576.489937 = -22976.935130 nChanged 11 SP:Iteration 8Q (1338.668484 sec): 3 clusters Score: Raw -23562.865116 + Penalty 576.489937 = -22986.375179 nChanged 13 SP:Iteration 9Q (1338.670468 sec): 3 clusters Score: Raw -23571.229569 + Penalty 576.489937 = -22994.739632 nChanged 7 SP:Iteration 10Q (1338.672327 sec): 3 clusters Score: Raw -23576.574192 + Penalty 576.489937 = -23000.084255 nChanged 5 SP:Iteration 11Q (1338.674305 sec): 3 clusters Score: Raw -23580.836627 + Penalty 576.489937 = -23004.346690 nChanged 7 SP:Iteration 12Q (1338.676176 sec): 3 clusters Score: Raw -23586.194250 + Penalty 576.489937 = -23009.704313 nChanged 5 SP:Iteration 13Q (1338.678049 sec): 3 clusters Score: Raw -23588.273508 + Penalty 576.489937 = -23011.783571 nChanged 1 SP:Iteration 14Q (1338.679915 sec): 3 clusters Score: Raw -23588.764777 + Penalty 576.489937 = -23012.274840 nChanged 2 SP:Iteration 15Q (1338.681851 sec): 3 clusters Score: Raw -23595.277525 + Penalty 576.489937 = -23018.787588 nChanged 7 SP:Iteration 16Q (1338.683738 sec): 3 clusters Score: Raw -23601.145427 + Penalty 576.489937 = -23024.655490 nChanged 6 SP:Iteration 17Q (1338.685615 sec): 3 clusters Score: Raw -23604.649788 + Penalty 576.489937 = -23028.159851 nChanged 2 SP:Iteration 18Q (1338.687541 sec): 3 clusters Score: Raw -23605.925320 + Penalty 576.489937 = -23029.435383 nChanged 4 SP:Iteration 19Q (1338.689407 sec): 3 clusters Score: Raw -23610.060356 + Penalty 576.489937 = -23033.570419 nChanged 6 SP:Iteration 20F (1338.691298 sec): 3 clusters Score: Raw -23615.377328 + Penalty 576.489937 = -23038.887391 nChanged 9 SP:Iteration 21Q (1338.693178 sec): 3 clusters Score: Raw -23622.452353 + Penalty 576.489937 = -23045.962416 nChanged 7 SP:Iteration 22Q (1338.695051 sec): 3 clusters Score: Raw -23627.062924 + Penalty 576.489937 = -23050.572987 nChanged 3 SP:Iteration 23Q (1338.696925 sec): 3 clusters Score: Raw -23628.179721 + Penalty 576.489937 = -23051.689784 nChanged 2 SP:Iteration 24Q (1338.698791 sec): 3 clusters Score: Raw -23629.097917 + Penalty 576.489937 = -23052.607980 nChanged 0 SP:Iteration 25F (1338.700666 sec): 3 clusters Score: Raw -23629.097917 + Penalty 576.489937 = -23052.607980 nChanged 0 Trying to split cluster 19 (49350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.750271 sec): 2 clusters Score: Raw -2251211.238944 + Penalty 491.704534 = -2250719.534410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.809007 sec): 3 clusters Score: Raw -2218516.336751 + Penalty 983.409067 = -2217532.927684 nChanged 23890 SP:Iteration 1F (1338.860808 sec): 3 clusters Score: Raw -2233482.915008 + Penalty 983.409067 = -2232499.505941 nChanged 2607 SP:Iteration 2F (1338.912088 sec): 3 clusters Score: Raw -2234537.915716 + Penalty 983.409067 = -2233554.506648 nChanged 2891 SP:Iteration 3F (1338.963551 sec): 3 clusters Score: Raw -2235974.017291 + Penalty 983.409067 = -2234990.608224 nChanged 3183 SP:Iteration 4F (1339.025232 sec): 3 clusters Score: Raw -2237932.724306 + Penalty 983.409067 = -2236949.315239 nChanged 3381 SP:Iteration 5F (1339.100252 sec): 3 clusters Score: Raw -2240428.699990 + Penalty 983.409067 = -2239445.290923 nChanged 3252 SP:Iteration 6F (1339.154108 sec): 3 clusters Score: Raw -2243184.461266 + Penalty 983.409067 = -2242201.052199 nChanged 2778 SP:Iteration 7F (1339.205052 sec): 3 clusters Score: Raw -2245651.602594 + Penalty 983.409067 = -2244668.193527 nChanged 2106 SP:Iteration 8Q (1339.258545 sec): 3 clusters Score: Raw -2247484.022908 + Penalty 983.409067 = -2246500.613841 nChanged 1478 SP:Iteration 9Q (1339.310106 sec): 3 clusters Score: Raw -2248695.729816 + Penalty 983.409067 = -2247712.320749 nChanged 1085 SP:Iteration 10Q (1339.361415 sec): 3 clusters Score: Raw -2249504.663272 + Penalty 983.409067 = -2248521.254204 nChanged 779 SP:Iteration 11Q (1339.411708 sec): 3 clusters Score: Raw -2250026.811124 + Penalty 983.409067 = -2249043.402057 nChanged 578 SP:Iteration 12Q (1339.461074 sec): 3 clusters Score: Raw -2250407.716970 + Penalty 983.409067 = -2249424.307903 nChanged 442 SP:Iteration 13Q (1339.509594 sec): 3 clusters Score: Raw -2250690.033819 + Penalty 983.409067 = -2249706.624752 nChanged 316 SP:Iteration 14Q (1339.557948 sec): 3 clusters Score: Raw -2250889.523943 + Penalty 983.409067 = -2249906.114876 nChanged 224 SP:Iteration 15Q (1339.605804 sec): 3 clusters Score: Raw -2251032.708235 + Penalty 983.409067 = -2250049.299168 nChanged 153 SP:Iteration 16Q (1339.653758 sec): 3 clusters Score: Raw -2251131.189171 + Penalty 983.409067 = -2250147.780104 nChanged 100 SP:Iteration 17Q (1339.701365 sec): 3 clusters Score: Raw -2251183.458310 + Penalty 983.409067 = -2250200.049243 nChanged 72 SP:Iteration 18Q (1339.749036 sec): 3 clusters Score: Raw -2251218.124394 + Penalty 983.409067 = -2250234.715327 nChanged 43 SP:Iteration 19Q (1339.796734 sec): 3 clusters Score: Raw -2251238.876974 + Penalty 983.409067 = -2250255.467907 nChanged 23 SP:Iteration 20F (1339.847596 sec): 3 clusters Score: Raw -2251249.786648 + Penalty 983.409067 = -2250266.377581 nChanged 25 SP:Iteration 21Q (1339.895799 sec): 3 clusters Score: Raw -2251260.706242 + Penalty 983.409067 = -2250277.297175 nChanged 21 SP:Iteration 22Q (1339.943558 sec): 3 clusters Score: Raw -2251269.547313 + Penalty 983.409067 = -2250286.138246 nChanged 11 SP:Iteration 23Q (1339.994432 sec): 3 clusters Score: Raw -2251274.096883 + Penalty 983.409067 = -2250290.687816 nChanged 11 SP:Iteration 24Q (1340.041885 sec): 3 clusters Score: Raw -2251279.019509 + Penalty 983.409067 = -2250295.610442 nChanged 16 SP:Iteration 25Q (1340.089823 sec): 3 clusters Score: Raw -2251284.945095 + Penalty 983.409067 = -2250301.536028 nChanged 17 SP:Iteration 26Q (1340.137475 sec): 3 clusters Score: Raw -2251292.270693 + Penalty 983.409067 = -2250308.861626 nChanged 13 SP:Iteration 27Q (1340.185290 sec): 3 clusters Score: Raw -2251299.030572 + Penalty 983.409067 = -2250315.621505 nChanged 10 SP:Iteration 28Q (1340.232906 sec): 3 clusters Score: Raw -2251302.420327 + Penalty 983.409067 = -2250319.011260 nChanged 8 SP:Iteration 29Q (1340.281110 sec): 3 clusters Score: Raw -2251305.084814 + Penalty 983.409067 = -2250321.675747 nChanged 10 SP:Iteration 30Q (1340.328787 sec): 3 clusters Score: Raw -2251308.354915 + Penalty 983.409067 = -2250324.945847 nChanged 4 SP:Iteration 31Q (1340.376479 sec): 3 clusters Score: Raw -2251310.802691 + Penalty 983.409067 = -2250327.393624 nChanged 5 SP:Iteration 32Q (1340.426531 sec): 3 clusters Score: Raw -2251312.954392 + Penalty 983.409067 = -2250329.545325 nChanged 5 SP:Iteration 33Q (1340.473805 sec): 3 clusters Score: Raw -2251314.974650 + Penalty 983.409067 = -2250331.565583 nChanged 4 SP:Iteration 34Q (1340.521529 sec): 3 clusters Score: Raw -2251316.976866 + Penalty 983.409067 = -2250333.567798 nChanged 3 SP:Iteration 35Q (1340.569416 sec): 3 clusters Score: Raw -2251318.726557 + Penalty 983.409067 = -2250335.317490 nChanged 3 SP:Iteration 36Q (1340.617219 sec): 3 clusters Score: Raw -2251320.194824 + Penalty 983.409067 = -2250336.785757 nChanged 2 SP:Iteration 37Q (1340.665218 sec): 3 clusters Score: Raw -2251321.361696 + Penalty 983.409067 = -2250337.952629 nChanged 2 SP:Iteration 38Q (1340.713032 sec): 3 clusters Score: Raw -2251322.782937 + Penalty 983.409067 = -2250339.373870 nChanged 6 SP:Iteration 39Q (1340.760789 sec): 3 clusters Score: Raw -2251324.279466 + Penalty 983.409067 = -2250340.870399 nChanged 4 SP:Iteration 40F (1340.811380 sec): 3 clusters Score: Raw -2251324.997597 + Penalty 983.409067 = -2250341.588530 nChanged 1 SP:Iteration 41Q (1340.858999 sec): 3 clusters Score: Raw -2251325.357725 + Penalty 983.409067 = -2250341.948658 nChanged 1 SP:Iteration 42Q (1340.906748 sec): 3 clusters Score: Raw -2251325.604127 + Penalty 983.409067 = -2250342.195060 nChanged 1 SP:Iteration 43Q (1340.954675 sec): 3 clusters Score: Raw -2251325.963776 + Penalty 983.409067 = -2250342.554709 nChanged 1 SP:Iteration 44Q (1341.033258 sec): 3 clusters Score: Raw -2251326.200899 + Penalty 983.409067 = -2250342.791832 nChanged 0 SP:Iteration 45F (1341.092610 sec): 3 clusters Score: Raw -2251326.200899 + Penalty 983.409067 = -2250342.791832 nChanged 0 Trying to split cluster 20 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.097977 sec): 2 clusters Score: Raw -46340.621586 + Penalty 313.983245 = -46026.638341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.101415 sec): 3 clusters Score: Raw -45852.479211 + Penalty 627.966490 = -45224.512720 nChanged 399 SP:Iteration 1F (1341.104427 sec): 3 clusters Score: Raw -46096.888590 + Penalty 627.966490 = -45468.922100 nChanged 66 SP:Iteration 2F (1341.107504 sec): 3 clusters Score: Raw -46130.457634 + Penalty 627.966490 = -45502.491144 nChanged 41 SP:Iteration 3Q (1341.110522 sec): 3 clusters Score: Raw -46147.242428 + Penalty 627.966490 = -45519.275937 nChanged 33 SP:Iteration 4Q (1341.113530 sec): 3 clusters Score: Raw -46171.237865 + Penalty 627.966490 = -45543.271375 nChanged 38 SP:Iteration 5Q (1341.116543 sec): 3 clusters Score: Raw -46194.526631 + Penalty 627.966490 = -45566.560141 nChanged 36 SP:Iteration 6Q (1341.119548 sec): 3 clusters Score: Raw -46219.483214 + Penalty 627.966490 = -45591.516723 nChanged 37 SP:Iteration 7Q (1341.122540 sec): 3 clusters Score: Raw -46253.017862 + Penalty 627.966490 = -45625.051372 nChanged 35 SP:Iteration 8Q (1341.125485 sec): 3 clusters Score: Raw -46284.584698 + Penalty 627.966490 = -45656.618208 nChanged 33 SP:Iteration 9Q (1341.128465 sec): 3 clusters Score: Raw -46307.487302 + Penalty 627.966490 = -45679.520811 nChanged 25 SP:Iteration 10Q (1341.131376 sec): 3 clusters Score: Raw -46321.090360 + Penalty 627.966490 = -45693.123870 nChanged 12 SP:Iteration 11Q (1341.134269 sec): 3 clusters Score: Raw -46326.241922 + Penalty 627.966490 = -45698.275432 nChanged 9 SP:Iteration 12Q (1341.137439 sec): 3 clusters Score: Raw -46330.735882 + Penalty 627.966490 = -45702.769392 nChanged 7 SP:Iteration 13Q (1341.140363 sec): 3 clusters Score: Raw -46332.886516 + Penalty 627.966490 = -45704.920025 nChanged 6 SP:Iteration 14Q (1341.143436 sec): 3 clusters Score: Raw -46338.085090 + Penalty 627.966490 = -45710.118599 nChanged 10 SP:Iteration 15Q (1341.146370 sec): 3 clusters Score: Raw -46346.046707 + Penalty 627.966490 = -45718.080216 nChanged 12 SP:Iteration 16Q (1341.149283 sec): 3 clusters Score: Raw -46354.155588 + Penalty 627.966490 = -45726.189098 nChanged 13 SP:Iteration 17Q (1341.152202 sec): 3 clusters Score: Raw -46360.138913 + Penalty 627.966490 = -45732.172422 nChanged 11 SP:Iteration 18Q (1341.155156 sec): 3 clusters Score: Raw -46366.761515 + Penalty 627.966490 = -45738.795024 nChanged 14 SP:Iteration 19Q (1341.158115 sec): 3 clusters Score: Raw -46375.230906 + Penalty 627.966490 = -45747.264416 nChanged 10 SP:Iteration 20F (1341.161078 sec): 3 clusters Score: Raw -46379.501540 + Penalty 627.966490 = -45751.535050 nChanged 7 SP:Iteration 21Q (1341.164002 sec): 3 clusters Score: Raw -46382.561436 + Penalty 627.966490 = -45754.594945 nChanged 4 SP:Iteration 22Q (1341.166954 sec): 3 clusters Score: Raw -46383.886155 + Penalty 627.966490 = -45755.919665 nChanged 3 SP:Iteration 23Q (1341.169918 sec): 3 clusters Score: Raw -46384.469911 + Penalty 627.966490 = -45756.503421 nChanged 0 SP:Iteration 24F (1341.172828 sec): 3 clusters Score: Raw -46384.469911 + Penalty 627.966490 = -45756.503421 nChanged 0 Trying to split cluster 21 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.178373 sec): 2 clusters Score: Raw -15296.567986 + Penalty 268.569817 = -15027.998169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.179941 sec): 3 clusters Score: Raw -15170.996162 + Penalty 537.139633 = -14633.856529 nChanged 116 SP:Iteration 1F (1341.181329 sec): 3 clusters Score: Raw -15256.301341 + Penalty 537.139633 = -14719.161708 nChanged 29 SP:Iteration 2F (1341.182698 sec): 3 clusters Score: Raw -15277.104149 + Penalty 537.139633 = -14739.964515 nChanged 15 SP:Iteration 3Q (1341.184089 sec): 3 clusters Score: Raw -15290.066262 + Penalty 537.139633 = -14752.926629 nChanged 10 SP:Iteration 4Q (1341.185465 sec): 3 clusters Score: Raw -15299.128122 + Penalty 537.139633 = -14761.988488 nChanged 7 SP:Iteration 5Q (1341.186846 sec): 3 clusters Score: Raw -15305.377599 + Penalty 537.139633 = -14768.237966 nChanged 4 SP:Iteration 6Q (1341.188228 sec): 3 clusters Score: Raw -15311.017726 + Penalty 537.139633 = -14773.878093 nChanged 8 SP:Iteration 7Q (1341.189596 sec): 3 clusters Score: Raw -15320.040796 + Penalty 537.139633 = -14782.901163 nChanged 6 SP:Iteration 8Q (1341.190979 sec): 3 clusters Score: Raw -15328.469378 + Penalty 537.139633 = -14791.329745 nChanged 6 SP:Iteration 9Q (1341.192344 sec): 3 clusters Score: Raw -15335.966551 + Penalty 537.139633 = -14798.826918 nChanged 5 SP:Iteration 10Q (1341.193722 sec): 3 clusters Score: Raw -15344.995909 + Penalty 537.139633 = -14807.856276 nChanged 2 SP:Iteration 11Q (1341.195088 sec): 3 clusters Score: Raw -15347.536853 + Penalty 537.139633 = -14810.397220 nChanged 2 SP:Iteration 12Q (1341.196463 sec): 3 clusters Score: Raw -15350.575454 + Penalty 537.139633 = -14813.435821 nChanged 4 SP:Iteration 13Q (1341.197825 sec): 3 clusters Score: Raw -15352.885247 + Penalty 537.139633 = -14815.745613 nChanged 4 SP:Iteration 14Q (1341.199191 sec): 3 clusters Score: Raw -15355.881558 + Penalty 537.139633 = -14818.741925 nChanged 0 SP:Iteration 15F (1341.200681 sec): 3 clusters Score: Raw -15355.881558 + Penalty 537.139633 = -14818.741925 nChanged 0 Trying to split cluster 22 (14082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.223571 sec): 2 clusters Score: Raw -683689.034193 + Penalty 434.645696 = -683254.388496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.248685 sec): 3 clusters Score: Raw -674765.691966 + Penalty 869.291393 = -673896.400573 nChanged 6664 SP:Iteration 1F (1341.272404 sec): 3 clusters Score: Raw -679446.302478 + Penalty 869.291393 = -678577.011085 nChanged 1117 SP:Iteration 2F (1341.296254 sec): 3 clusters Score: Raw -680324.532640 + Penalty 869.291393 = -679455.241247 nChanged 1153 SP:Iteration 3F (1341.319961 sec): 3 clusters Score: Raw -681388.629256 + Penalty 869.291393 = -680519.337863 nChanged 996 SP:Iteration 4F (1341.343867 sec): 3 clusters Score: Raw -682354.438701 + Penalty 869.291393 = -681485.147308 nChanged 644 SP:Iteration 5Q (1341.368060 sec): 3 clusters Score: Raw -682976.701617 + Penalty 869.291393 = -682107.410224 nChanged 357 SP:Iteration 6Q (1341.391540 sec): 3 clusters Score: Raw -683267.711787 + Penalty 869.291393 = -682398.420394 nChanged 217 SP:Iteration 7Q (1341.415042 sec): 3 clusters Score: Raw -683409.934000 + Penalty 869.291393 = -682540.642608 nChanged 159 SP:Iteration 8Q (1341.438361 sec): 3 clusters Score: Raw -683490.497722 + Penalty 869.291393 = -682621.206329 nChanged 115 SP:Iteration 9Q (1341.461526 sec): 3 clusters Score: Raw -683537.005191 + Penalty 869.291393 = -682667.713799 nChanged 103 SP:Iteration 10Q (1341.484732 sec): 3 clusters Score: Raw -683582.426518 + Penalty 869.291393 = -682713.135126 nChanged 80 SP:Iteration 11Q (1341.507873 sec): 3 clusters Score: Raw -683614.446330 + Penalty 869.291393 = -682745.154937 nChanged 68 SP:Iteration 12Q (1341.530954 sec): 3 clusters Score: Raw -683644.487358 + Penalty 869.291393 = -682775.195965 nChanged 62 SP:Iteration 13Q (1341.553998 sec): 3 clusters Score: Raw -683671.353291 + Penalty 869.291393 = -682802.061898 nChanged 52 SP:Iteration 14Q (1341.577026 sec): 3 clusters Score: Raw -683691.898109 + Penalty 869.291393 = -682822.606716 nChanged 42 SP:Iteration 15Q (1341.599962 sec): 3 clusters Score: Raw -683708.582102 + Penalty 869.291393 = -682839.290709 nChanged 29 SP:Iteration 16Q (1341.622878 sec): 3 clusters Score: Raw -683717.340155 + Penalty 869.291393 = -682848.048763 nChanged 32 SP:Iteration 17Q (1341.646172 sec): 3 clusters Score: Raw -683730.163871 + Penalty 869.291393 = -682860.872479 nChanged 40 SP:Iteration 18Q (1341.669302 sec): 3 clusters Score: Raw -683751.527494 + Penalty 869.291393 = -682882.236101 nChanged 34 SP:Iteration 19Q (1341.692265 sec): 3 clusters Score: Raw -683767.512054 + Penalty 869.291393 = -682898.220662 nChanged 39 SP:Iteration 20F (1341.716238 sec): 3 clusters Score: Raw -683785.455888 + Penalty 869.291393 = -682916.164496 nChanged 23 SP:Iteration 21Q (1341.738888 sec): 3 clusters Score: Raw -683793.423126 + Penalty 869.291393 = -682924.131734 nChanged 18 SP:Iteration 22Q (1341.761677 sec): 3 clusters Score: Raw -683799.206775 + Penalty 869.291393 = -682929.915382 nChanged 10 SP:Iteration 23Q (1341.784354 sec): 3 clusters Score: Raw -683801.499893 + Penalty 869.291393 = -682932.208501 nChanged 7 SP:Iteration 24Q (1341.807142 sec): 3 clusters Score: Raw -683804.250865 + Penalty 869.291393 = -682934.959473 nChanged 8 SP:Iteration 25Q (1341.829768 sec): 3 clusters Score: Raw -683807.418554 + Penalty 869.291393 = -682938.127162 nChanged 7 SP:Iteration 26Q (1341.852452 sec): 3 clusters Score: Raw -683809.408033 + Penalty 869.291393 = -682940.116640 nChanged 5 SP:Iteration 27Q (1341.922244 sec): 3 clusters Score: Raw -683810.134275 + Penalty 869.291393 = -682940.842882 nChanged 3 SP:Iteration 28Q (1341.970230 sec): 3 clusters Score: Raw -683810.521612 + Penalty 869.291393 = -682941.230219 nChanged 3 SP:Iteration 29Q (1342.028345 sec): 3 clusters Score: Raw -683811.694236 + Penalty 869.291393 = -682942.402844 nChanged 6 SP:Iteration 30Q (1342.097939 sec): 3 clusters Score: Raw -683812.662652 + Penalty 869.291393 = -682943.371259 nChanged 4 SP:Iteration 31Q (1342.146073 sec): 3 clusters Score: Raw -683814.264119 + Penalty 869.291393 = -682944.972726 nChanged 4 SP:Iteration 32Q (1342.203227 sec): 3 clusters Score: Raw -683815.179454 + Penalty 869.291393 = -682945.888061 nChanged 6 SP:Iteration 33Q (1342.230153 sec): 3 clusters Score: Raw -683816.405060 + Penalty 869.291393 = -682947.113667 nChanged 3 SP:Iteration 34Q (1342.252956 sec): 3 clusters Score: Raw -683817.597614 + Penalty 869.291393 = -682948.306222 nChanged 3 SP:Iteration 35Q (1342.275765 sec): 3 clusters Score: Raw -683817.925514 + Penalty 869.291393 = -682948.634122 nChanged 2 SP:Iteration 36Q (1342.298449 sec): 3 clusters Score: Raw -683818.128480 + Penalty 869.291393 = -682948.837088 nChanged 1 SP:Iteration 37Q (1342.321057 sec): 3 clusters Score: Raw -683818.330021 + Penalty 869.291393 = -682949.038629 nChanged 1 SP:Iteration 38Q (1342.343814 sec): 3 clusters Score: Raw -683818.362781 + Penalty 869.291393 = -682949.071388 nChanged 0 SP:Iteration 39F (1342.367682 sec): 3 clusters Score: Raw -683818.362781 + Penalty 869.291393 = -682949.071388 nChanged 0 Trying to split cluster 23 (5390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.383665 sec): 2 clusters Score: Raw -237152.097198 + Penalty 390.949680 = -236761.147518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.399075 sec): 3 clusters Score: Raw -233873.519668 + Penalty 781.899360 = -233091.620308 nChanged 2449 SP:Iteration 1F (1342.412905 sec): 3 clusters Score: Raw -235365.228427 + Penalty 781.899360 = -234583.329067 nChanged 370 SP:Iteration 2F (1342.426778 sec): 3 clusters Score: Raw -235607.411277 + Penalty 781.899360 = -234825.511916 nChanged 386 SP:Iteration 3F (1342.440573 sec): 3 clusters Score: Raw -235953.809463 + Penalty 781.899360 = -235171.910103 nChanged 384 SP:Iteration 4F (1342.454311 sec): 3 clusters Score: Raw -236291.085702 + Penalty 781.899360 = -235509.186342 nChanged 306 SP:Iteration 5F (1342.468100 sec): 3 clusters Score: Raw -236507.340453 + Penalty 781.899360 = -235725.441093 nChanged 235 SP:Iteration 6Q (1342.481752 sec): 3 clusters Score: Raw -236614.960734 + Penalty 781.899360 = -235833.061373 nChanged 146 SP:Iteration 7Q (1342.495723 sec): 3 clusters Score: Raw -236686.276057 + Penalty 781.899360 = -235904.376697 nChanged 106 SP:Iteration 8Q (1342.509338 sec): 3 clusters Score: Raw -236736.922492 + Penalty 781.899360 = -235955.023131 nChanged 96 SP:Iteration 9Q (1342.522926 sec): 3 clusters Score: Raw -236777.473540 + Penalty 781.899360 = -235995.574179 nChanged 89 SP:Iteration 10Q (1342.536410 sec): 3 clusters Score: Raw -236812.128278 + Penalty 781.899360 = -236030.228918 nChanged 77 SP:Iteration 11Q (1342.549792 sec): 3 clusters Score: Raw -236840.389422 + Penalty 781.899360 = -236058.490061 nChanged 79 SP:Iteration 12Q (1342.563343 sec): 3 clusters Score: Raw -236872.992344 + Penalty 781.899360 = -236091.092983 nChanged 69 SP:Iteration 13Q (1342.576852 sec): 3 clusters Score: Raw -236906.920268 + Penalty 781.899360 = -236125.020908 nChanged 61 SP:Iteration 14Q (1342.590419 sec): 3 clusters Score: Raw -236931.799020 + Penalty 781.899360 = -236149.899660 nChanged 62 SP:Iteration 15Q (1342.603960 sec): 3 clusters Score: Raw -236960.006840 + Penalty 781.899360 = -236178.107479 nChanged 65 SP:Iteration 16Q (1342.617382 sec): 3 clusters Score: Raw -236990.778246 + Penalty 781.899360 = -236208.878886 nChanged 56 SP:Iteration 17Q (1342.630872 sec): 3 clusters Score: Raw -237019.264940 + Penalty 781.899360 = -236237.365579 nChanged 62 SP:Iteration 18Q (1342.644259 sec): 3 clusters Score: Raw -237052.218747 + Penalty 781.899360 = -236270.319387 nChanged 58 SP:Iteration 19Q (1342.657561 sec): 3 clusters Score: Raw -237085.530098 + Penalty 781.899360 = -236303.630737 nChanged 50 SP:Iteration 20F (1342.671206 sec): 3 clusters Score: Raw -237117.521886 + Penalty 781.899360 = -236335.622526 nChanged 36 SP:Iteration 21Q (1342.684539 sec): 3 clusters Score: Raw -237136.594443 + Penalty 781.899360 = -236354.695083 nChanged 35 SP:Iteration 22Q (1342.697866 sec): 3 clusters Score: Raw -237148.515535 + Penalty 781.899360 = -236366.616175 nChanged 26 SP:Iteration 23Q (1342.711259 sec): 3 clusters Score: Raw -237157.941646 + Penalty 781.899360 = -236376.042286 nChanged 20 SP:Iteration 24Q (1342.724654 sec): 3 clusters Score: Raw -237166.664916 + Penalty 781.899360 = -236384.765556 nChanged 27 SP:Iteration 25Q (1342.737923 sec): 3 clusters Score: Raw -237175.995322 + Penalty 781.899360 = -236394.095962 nChanged 20 SP:Iteration 26Q (1342.751256 sec): 3 clusters Score: Raw -237185.870750 + Penalty 781.899360 = -236403.971389 nChanged 21 SP:Iteration 27Q (1342.764513 sec): 3 clusters Score: Raw -237193.809594 + Penalty 781.899360 = -236411.910234 nChanged 20 SP:Iteration 28Q (1342.777803 sec): 3 clusters Score: Raw -237199.646270 + Penalty 781.899360 = -236417.746909 nChanged 13 SP:Iteration 29Q (1342.791098 sec): 3 clusters Score: Raw -237203.456649 + Penalty 781.899360 = -236421.557288 nChanged 15 SP:Iteration 30Q (1342.804354 sec): 3 clusters Score: Raw -237207.869735 + Penalty 781.899360 = -236425.970375 nChanged 14 SP:Iteration 31Q (1342.817626 sec): 3 clusters Score: Raw -237211.066939 + Penalty 781.899360 = -236429.167579 nChanged 11 SP:Iteration 32Q (1342.830893 sec): 3 clusters Score: Raw -237212.902271 + Penalty 781.899360 = -236431.002911 nChanged 13 SP:Iteration 33Q (1342.844130 sec): 3 clusters Score: Raw -237215.154791 + Penalty 781.899360 = -236433.255431 nChanged 9 SP:Iteration 34Q (1342.857395 sec): 3 clusters Score: Raw -237217.958910 + Penalty 781.899360 = -236436.059549 nChanged 11 SP:Iteration 35Q (1342.870611 sec): 3 clusters Score: Raw -237221.301681 + Penalty 781.899360 = -236439.402321 nChanged 11 SP:Iteration 36Q (1342.883862 sec): 3 clusters Score: Raw -237224.336870 + Penalty 781.899360 = -236442.437509 nChanged 11 SP:Iteration 37Q (1342.897046 sec): 3 clusters Score: Raw -237226.491918 + Penalty 781.899360 = -236444.592558 nChanged 5 SP:Iteration 38Q (1342.910315 sec): 3 clusters Score: Raw -237227.563251 + Penalty 781.899360 = -236445.663891 nChanged 8 SP:Iteration 39Q (1342.923490 sec): 3 clusters Score: Raw -237229.734553 + Penalty 781.899360 = -236447.835193 nChanged 4 SP:Iteration 40F (1342.937152 sec): 3 clusters Score: Raw -237230.954392 + Penalty 781.899360 = -236449.055031 nChanged 2 SP:Iteration 41Q (1342.950343 sec): 3 clusters Score: Raw -237231.496555 + Penalty 781.899360 = -236449.597195 nChanged 1 SP:Iteration 42Q (1342.963513 sec): 3 clusters Score: Raw -237231.654712 + Penalty 781.899360 = -236449.755352 nChanged 2 SP:Iteration 43Q (1342.976700 sec): 3 clusters Score: Raw -237232.024749 + Penalty 781.899360 = -236450.125388 nChanged 3 SP:Iteration 44Q (1342.989834 sec): 3 clusters Score: Raw -237232.722447 + Penalty 781.899360 = -236450.823087 nChanged 3 SP:Iteration 45Q (1343.002991 sec): 3 clusters Score: Raw -237233.274445 + Penalty 781.899360 = -236451.375084 nChanged 2 SP:Iteration 46Q (1343.016179 sec): 3 clusters Score: Raw -237233.628210 + Penalty 781.899360 = -236451.728849 nChanged 1 SP:Iteration 47Q (1343.029342 sec): 3 clusters Score: Raw -237233.742481 + Penalty 781.899360 = -236451.843120 nChanged 2 SP:Iteration 48Q (1343.042567 sec): 3 clusters Score: Raw -237233.867971 + Penalty 781.899360 = -236451.968611 nChanged 1 SP:Iteration 49Q (1343.055737 sec): 3 clusters Score: Raw -237234.038753 + Penalty 781.899360 = -236452.139392 nChanged 0 SP:Iteration 50F (1343.069389 sec): 3 clusters Score: Raw -237234.038753 + Penalty 781.899360 = -236452.139392 nChanged 0 Trying to split cluster 24 (6172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1343.086111 sec): 2 clusters Score: Raw -308899.863874 + Penalty 397.113909 = -308502.749965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1343.103530 sec): 3 clusters Score: Raw -305144.512830 + Penalty 794.227817 = -304350.285012 nChanged 2805 SP:Iteration 1F (1343.119184 sec): 3 clusters Score: Raw -306822.238733 + Penalty 794.227817 = -306028.010916 nChanged 466 SP:Iteration 2F (1343.134805 sec): 3 clusters Score: Raw -307141.453652 + Penalty 794.227817 = -306347.225834 nChanged 548 SP:Iteration 3F (1343.150340 sec): 3 clusters Score: Raw -307586.342448 + Penalty 794.227817 = -306792.114630 nChanged 495 SP:Iteration 4F (1343.165857 sec): 3 clusters Score: Raw -308016.511895 + Penalty 794.227817 = -307222.284078 nChanged 414 SP:Iteration 5F (1343.181312 sec): 3 clusters Score: Raw -308412.186775 + Penalty 794.227817 = -307617.958958 nChanged 312 SP:Iteration 6F (1343.196777 sec): 3 clusters Score: Raw -308707.904914 + Penalty 794.227817 = -307913.677097 nChanged 204 SP:Iteration 7Q (1343.212383 sec): 3 clusters Score: Raw -308868.341559 + Penalty 794.227817 = -308074.113742 nChanged 113 SP:Iteration 8Q (1343.227818 sec): 3 clusters Score: Raw -308955.161976 + Penalty 794.227817 = -308160.934158 nChanged 71 SP:Iteration 9Q (1343.243041 sec): 3 clusters Score: Raw -309015.547774 + Penalty 794.227817 = -308221.319957 nChanged 44 SP:Iteration 10Q (1343.258196 sec): 3 clusters Score: Raw -309049.969269 + Penalty 794.227817 = -308255.741452 nChanged 35 SP:Iteration 11Q (1343.273142 sec): 3 clusters Score: Raw -309074.120546 + Penalty 794.227817 = -308279.892728 nChanged 25 SP:Iteration 12Q (1343.288138 sec): 3 clusters Score: Raw -309088.787595 + Penalty 794.227817 = -308294.559777 nChanged 20 SP:Iteration 13Q (1343.303004 sec): 3 clusters Score: Raw -309100.399494 + Penalty 794.227817 = -308306.171676 nChanged 13 SP:Iteration 14Q (1343.317825 sec): 3 clusters Score: Raw -309109.720834 + Penalty 794.227817 = -308315.493016 nChanged 13 SP:Iteration 15Q (1343.332722 sec): 3 clusters Score: Raw -309118.235807 + Penalty 794.227817 = -308324.007990 nChanged 8 SP:Iteration 16Q (1343.347495 sec): 3 clusters Score: Raw -309123.953141 + Penalty 794.227817 = -308329.725324 nChanged 8 SP:Iteration 17Q (1343.362300 sec): 3 clusters Score: Raw -309130.476850 + Penalty 794.227817 = -308336.249033 nChanged 8 SP:Iteration 18Q (1343.377042 sec): 3 clusters Score: Raw -309136.072151 + Penalty 794.227817 = -308341.844334 nChanged 7 SP:Iteration 19Q (1343.391825 sec): 3 clusters Score: Raw -309139.135368 + Penalty 794.227817 = -308344.907551 nChanged 3 SP:Iteration 20F (1343.407248 sec): 3 clusters Score: Raw -309139.797539 + Penalty 794.227817 = -308345.569722 nChanged 1 SP:Iteration 21Q (1343.422028 sec): 3 clusters Score: Raw -309139.873372 + Penalty 794.227817 = -308345.645554 nChanged 0 SP:Iteration 22F (1343.437471 sec): 3 clusters Score: Raw -309139.873372 + Penalty 794.227817 = -308345.645554 nChanged 0 Trying to split cluster 25 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1343.449814 sec): 2 clusters Score: Raw -83193.197928 + Penalty 341.799242 = -82851.398686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1343.455534 sec): 3 clusters Score: Raw -82198.831502 + Penalty 683.598483 = -81515.233018 nChanged 769 SP:Iteration 1F (1343.460619 sec): 3 clusters Score: Raw -82797.212915 + Penalty 683.598483 = -82113.614431 nChanged 195 SP:Iteration 2F (1343.465707 sec): 3 clusters Score: Raw -82990.184860 + Penalty 683.598483 = -82306.586376 nChanged 148 SP:Iteration 3F (1343.470776 sec): 3 clusters Score: Raw -83150.638702 + Penalty 683.598483 = -82467.040219 nChanged 110 SP:Iteration 4F (1343.475832 sec): 3 clusters Score: Raw -83250.439297 + Penalty 683.598483 = -82566.840814 nChanged 70 SP:Iteration 5Q (1343.480901 sec): 3 clusters Score: Raw -83309.674206 + Penalty 683.598483 = -82626.075722 nChanged 46 SP:Iteration 6Q (1343.485928 sec): 3 clusters Score: Raw -83345.166776 + Penalty 683.598483 = -82661.568292 nChanged 35 SP:Iteration 7Q (1343.490921 sec): 3 clusters Score: Raw -83363.808449 + Penalty 683.598483 = -82680.209966 nChanged 24 SP:Iteration 8Q (1343.495877 sec): 3 clusters Score: Raw -83376.720901 + Penalty 683.598483 = -82693.122418 nChanged 22 SP:Iteration 9Q (1343.500843 sec): 3 clusters Score: Raw -83389.399556 + Penalty 683.598483 = -82705.801072 nChanged 14 SP:Iteration 10Q (1343.505792 sec): 3 clusters Score: Raw -83396.628274 + Penalty 683.598483 = -82713.029791 nChanged 12 SP:Iteration 11Q (1343.510751 sec): 3 clusters Score: Raw -83401.580063 + Penalty 683.598483 = -82717.981579 nChanged 8 SP:Iteration 12Q (1343.515724 sec): 3 clusters Score: Raw -83405.047028 + Penalty 683.598483 = -82721.448544 nChanged 8 SP:Iteration 13Q (1343.520636 sec): 3 clusters Score: Raw -83408.909424 + Penalty 683.598483 = -82725.310940 nChanged 7 SP:Iteration 14Q (1343.525546 sec): 3 clusters Score: Raw -83411.054172 + Penalty 683.598483 = -82727.455689 nChanged 2 SP:Iteration 15Q (1343.530464 sec): 3 clusters Score: Raw -83411.401939 + Penalty 683.598483 = -82727.803455 nChanged 3 SP:Iteration 16Q (1343.535379 sec): 3 clusters Score: Raw -83411.942885 + Penalty 683.598483 = -82728.344402 nChanged 1 SP:Iteration 17Q (1343.540297 sec): 3 clusters Score: Raw -83412.119429 + Penalty 683.598483 = -82728.520945 nChanged 1 SP:Iteration 18Q (1343.545240 sec): 3 clusters Score: Raw -83412.252467 + Penalty 683.598483 = -82728.653983 nChanged 1 SP:Iteration 19Q (1343.550155 sec): 3 clusters Score: Raw -83412.339213 + Penalty 683.598483 = -82728.740729 nChanged 0 SP:Iteration 20F (1343.555194 sec): 3 clusters Score: Raw -83412.339213 + Penalty 683.598483 = -82728.740729 nChanged 0 Trying to split cluster 26 (27134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1343.586501 sec): 2 clusters Score: Raw -1319769.059431 + Penalty 464.488699 = -1319304.570733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1343.623688 sec): 3 clusters Score: Raw -1302079.011342 + Penalty 928.977398 = -1301150.033944 nChanged 12978 SP:Iteration 1F (1343.657201 sec): 3 clusters Score: Raw -1309523.699048 + Penalty 928.977398 = -1308594.721651 nChanged 1285 SP:Iteration 2Q (1343.692266 sec): 3 clusters Score: Raw -1310046.915696 + Penalty 928.977398 = -1309117.938299 nChanged 1445 SP:Iteration 3F (1343.725896 sec): 3 clusters Score: Raw -1310817.623645 + Penalty 928.977398 = -1309888.646247 nChanged 1704 SP:Iteration 4F (1343.759670 sec): 3 clusters Score: Raw -1311951.202715 + Penalty 928.977398 = -1311022.225317 nChanged 1897 SP:Iteration 5F (1343.793307 sec): 3 clusters Score: Raw -1313465.526997 + Penalty 928.977398 = -1312536.549599 nChanged 1930 SP:Iteration 6F (1343.826966 sec): 3 clusters Score: Raw -1315092.161468 + Penalty 928.977398 = -1314163.184070 nChanged 1631 SP:Iteration 7F (1343.860895 sec): 3 clusters Score: Raw -1316457.147495 + Penalty 928.977398 = -1315528.170098 nChanged 1342 SP:Iteration 8Q (1343.894885 sec): 3 clusters Score: Raw -1317471.070810 + Penalty 928.977398 = -1316542.093413 nChanged 905 SP:Iteration 9Q (1343.928383 sec): 3 clusters Score: Raw -1318063.850714 + Penalty 928.977398 = -1317134.873316 nChanged 649 SP:Iteration 10Q (1343.961688 sec): 3 clusters Score: Raw -1318438.867145 + Penalty 928.977398 = -1317509.889747 nChanged 506 SP:Iteration 11Q (1343.994749 sec): 3 clusters Score: Raw -1318708.951850 + Penalty 928.977398 = -1317779.974452 nChanged 396 SP:Iteration 12Q (1344.027376 sec): 3 clusters Score: Raw -1318923.139425 + Penalty 928.977398 = -1317994.162028 nChanged 374 SP:Iteration 13Q (1344.059689 sec): 3 clusters Score: Raw -1319143.508070 + Penalty 928.977398 = -1318214.530672 nChanged 352 SP:Iteration 14Q (1344.091718 sec): 3 clusters Score: Raw -1319362.735960 + Penalty 928.977398 = -1318433.758562 nChanged 279 SP:Iteration 15Q (1344.123297 sec): 3 clusters Score: Raw -1319541.580962 + Penalty 928.977398 = -1318612.603564 nChanged 218 SP:Iteration 16Q (1344.177762 sec): 3 clusters Score: Raw -1319681.769827 + Penalty 928.977398 = -1318752.792429 nChanged 150 SP:Iteration 17Q (1344.208662 sec): 3 clusters Score: Raw -1319763.048400 + Penalty 928.977398 = -1318834.071002 nChanged 109 SP:Iteration 18Q (1344.239693 sec): 3 clusters Score: Raw -1319817.532794 + Penalty 928.977398 = -1318888.555396 nChanged 71 SP:Iteration 19Q (1344.270988 sec): 3 clusters Score: Raw -1319844.695133 + Penalty 928.977398 = -1318915.717735 nChanged 71 SP:Iteration 20F (1344.304674 sec): 3 clusters Score: Raw -1319873.073896 + Penalty 928.977398 = -1318944.096498 nChanged 64 SP:Iteration 21Q (1344.335931 sec): 3 clusters Score: Raw -1319892.621656 + Penalty 928.977398 = -1318963.644259 nChanged 56 SP:Iteration 22Q (1344.367087 sec): 3 clusters Score: Raw -1319910.804444 + Penalty 928.977398 = -1318981.827046 nChanged 47 SP:Iteration 23Q (1344.397642 sec): 3 clusters Score: Raw -1319926.392375 + Penalty 928.977398 = -1318997.414977 nChanged 44 SP:Iteration 24Q (1344.428472 sec): 3 clusters Score: Raw -1319941.043625 + Penalty 928.977398 = -1319012.066227 nChanged 39 SP:Iteration 25Q (1344.459283 sec): 3 clusters Score: Raw -1319954.232002 + Penalty 928.977398 = -1319025.254604 nChanged 34 SP:Iteration 26Q (1344.489878 sec): 3 clusters Score: Raw -1319965.837141 + Penalty 928.977398 = -1319036.859743 nChanged 24 SP:Iteration 27Q (1344.520721 sec): 3 clusters Score: Raw -1319970.237929 + Penalty 928.977398 = -1319041.260532 nChanged 15 SP:Iteration 28Q (1344.551350 sec): 3 clusters Score: Raw -1319973.822571 + Penalty 928.977398 = -1319044.845173 nChanged 17 SP:Iteration 29Q (1344.581935 sec): 3 clusters Score: Raw -1319978.043034 + Penalty 928.977398 = -1319049.065637 nChanged 14 SP:Iteration 30Q (1344.612731 sec): 3 clusters Score: Raw -1319981.401441 + Penalty 928.977398 = -1319052.424043 nChanged 12 SP:Iteration 31Q (1344.643355 sec): 3 clusters Score: Raw -1319984.510539 + Penalty 928.977398 = -1319055.533141 nChanged 9 SP:Iteration 32Q (1344.694123 sec): 3 clusters Score: Raw -1319986.191435 + Penalty 928.977398 = -1319057.214037 nChanged 7 SP:Iteration 33Q (1344.724868 sec): 3 clusters Score: Raw -1319987.226506 + Penalty 928.977398 = -1319058.249108 nChanged 5 SP:Iteration 34Q (1344.755488 sec): 3 clusters Score: Raw -1319988.320446 + Penalty 928.977398 = -1319059.343049 nChanged 5 SP:Iteration 35Q (1344.786026 sec): 3 clusters Score: Raw -1319989.981567 + Penalty 928.977398 = -1319061.004169 nChanged 8 SP:Iteration 36Q (1344.816810 sec): 3 clusters Score: Raw -1319992.117560 + Penalty 928.977398 = -1319063.140162 nChanged 7 SP:Iteration 37Q (1344.847521 sec): 3 clusters Score: Raw -1319993.591838 + Penalty 928.977398 = -1319064.614441 nChanged 4 SP:Iteration 38Q (1344.878210 sec): 3 clusters Score: Raw -1319994.018525 + Penalty 928.977398 = -1319065.041127 nChanged 4 SP:Iteration 39Q (1344.909038 sec): 3 clusters Score: Raw -1319994.332805 + Penalty 928.977398 = -1319065.355408 nChanged 1 SP:Iteration 40F (1344.942317 sec): 3 clusters Score: Raw -1319994.406076 + Penalty 928.977398 = -1319065.428679 nChanged 0 Trying to split cluster 27 (8651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.959355 sec): 2 clusters Score: Raw -404666.780851 + Penalty 412.477074 = -404254.303777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.980538 sec): 3 clusters Score: Raw -399214.676938 + Penalty 824.954148 = -398389.722790 nChanged 4020 SP:Iteration 1F (1345.000710 sec): 3 clusters Score: Raw -401459.978782 + Penalty 824.954148 = -400635.024634 nChanged 412 SP:Iteration 2Q (1345.021245 sec): 3 clusters Score: Raw -401587.036411 + Penalty 824.954148 = -400762.082263 nChanged 349 SP:Iteration 3Q (1345.041680 sec): 3 clusters Score: Raw -401697.738989 + Penalty 824.954148 = -400872.784841 nChanged 340 SP:Iteration 4Q (1345.062045 sec): 3 clusters Score: Raw -401808.681846 + Penalty 824.954148 = -400983.727698 nChanged 307 SP:Iteration 5Q (1345.082070 sec): 3 clusters Score: Raw -401934.154466 + Penalty 824.954148 = -401109.200318 nChanged 352 SP:Iteration 6Q (1345.102458 sec): 3 clusters Score: Raw -402089.539016 + Penalty 824.954148 = -401264.584868 nChanged 402 SP:Iteration 7Q (1345.122537 sec): 3 clusters Score: Raw -402278.631035 + Penalty 824.954148 = -401453.676887 nChanged 401 SP:Iteration 8Q (1345.142454 sec): 3 clusters Score: Raw -402496.030473 + Penalty 824.954148 = -401671.076325 nChanged 434 SP:Iteration 9F (1345.162626 sec): 3 clusters Score: Raw -402739.411146 + Penalty 824.954148 = -401914.456997 nChanged 450 SP:Iteration 10F (1345.182897 sec): 3 clusters Score: Raw -403011.338400 + Penalty 824.954148 = -402186.384252 nChanged 444 SP:Iteration 11F (1345.202917 sec): 3 clusters Score: Raw -403294.588849 + Penalty 824.954148 = -402469.634701 nChanged 417 SP:Iteration 12Q (1345.222645 sec): 3 clusters Score: Raw -403584.276934 + Penalty 824.954148 = -402759.322785 nChanged 374 SP:Iteration 13Q (1345.242402 sec): 3 clusters Score: Raw -403861.547065 + Penalty 824.954148 = -403036.592916 nChanged 361 SP:Iteration 14Q (1345.262035 sec): 3 clusters Score: Raw -404138.302447 + Penalty 824.954148 = -403313.348299 nChanged 250 SP:Iteration 15Q (1345.281639 sec): 3 clusters Score: Raw -404321.741968 + Penalty 824.954148 = -403496.787820 nChanged 188 SP:Iteration 16Q (1345.301044 sec): 3 clusters Score: Raw -404477.976976 + Penalty 824.954148 = -403653.022828 nChanged 123 SP:Iteration 17Q (1345.320266 sec): 3 clusters Score: Raw -404581.469963 + Penalty 824.954148 = -403756.515815 nChanged 64 SP:Iteration 18Q (1345.339288 sec): 3 clusters Score: Raw -404644.652787 + Penalty 824.954148 = -403819.698639 nChanged 33 SP:Iteration 19Q (1345.358246 sec): 3 clusters Score: Raw -404678.837989 + Penalty 824.954148 = -403853.883841 nChanged 16 SP:Iteration 20F (1345.378260 sec): 3 clusters Score: Raw -404694.298880 + Penalty 824.954148 = -403869.344731 nChanged 6 SP:Iteration 21Q (1345.397145 sec): 3 clusters Score: Raw -404699.674170 + Penalty 824.954148 = -403874.720022 nChanged 7 SP:Iteration 22Q (1345.415936 sec): 3 clusters Score: Raw -404710.086351 + Penalty 824.954148 = -403885.132203 nChanged 5 SP:Iteration 23Q (1345.435071 sec): 3 clusters Score: Raw -404714.622603 + Penalty 824.954148 = -403889.668455 nChanged 4 SP:Iteration 24Q (1345.453886 sec): 3 clusters Score: Raw -404719.312959 + Penalty 824.954148 = -403894.358810 nChanged 4 SP:Iteration 25Q (1345.472948 sec): 3 clusters Score: Raw -404724.257414 + Penalty 824.954148 = -403899.303265 nChanged 3 SP:Iteration 26Q (1345.491958 sec): 3 clusters Score: Raw -404729.087879 + Penalty 824.954148 = -403904.133731 nChanged 1 SP:Iteration 27Q (1345.510950 sec): 3 clusters Score: Raw -404733.097183 + Penalty 824.954148 = -403908.143034 nChanged 1 SP:Iteration 28Q (1345.529775 sec): 3 clusters Score: Raw -404734.496638 + Penalty 824.954148 = -403909.542490 nChanged 1 SP:Iteration 29Q (1345.548639 sec): 3 clusters Score: Raw -404735.215221 + Penalty 824.954148 = -403910.261072 nChanged 0 SP:Iteration 30F (1345.568607 sec): 3 clusters Score: Raw -404735.215221 + Penalty 824.954148 = -403910.261072 nChanged 0 Trying to split cluster 28 (10384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.587906 sec): 2 clusters Score: Raw -484387.635006 + Penalty 420.784975 = -483966.850030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.609699 sec): 3 clusters Score: Raw -477926.733819 + Penalty 841.569951 = -477085.163868 nChanged 4774 SP:Iteration 1F (1345.630898 sec): 3 clusters Score: Raw -480903.454535 + Penalty 841.569951 = -480061.884584 nChanged 619 SP:Iteration 2F (1345.652079 sec): 3 clusters Score: Raw -481234.700484 + Penalty 841.569951 = -480393.130533 nChanged 611 SP:Iteration 3F (1345.673086 sec): 3 clusters Score: Raw -481615.009947 + Penalty 841.569951 = -480773.439996 nChanged 608 SP:Iteration 4F (1345.694138 sec): 3 clusters Score: Raw -482052.232172 + Penalty 841.569951 = -481210.662221 nChanged 677 SP:Iteration 5F (1345.715062 sec): 3 clusters Score: Raw -482569.333323 + Penalty 841.569951 = -481727.763372 nChanged 611 SP:Iteration 6F (1345.736300 sec): 3 clusters Score: Raw -483044.075670 + Penalty 841.569951 = -482202.505719 nChanged 514 SP:Iteration 7Q (1345.757490 sec): 3 clusters Score: Raw -483363.038098 + Penalty 841.569951 = -482521.468147 nChanged 358 SP:Iteration 8Q (1345.778542 sec): 3 clusters Score: Raw -483536.826682 + Penalty 841.569951 = -482695.256731 nChanged 261 SP:Iteration 9Q (1345.799757 sec): 3 clusters Score: Raw -483656.610085 + Penalty 841.569951 = -482815.040134 nChanged 233 SP:Iteration 10Q (1345.820878 sec): 3 clusters Score: Raw -483758.942020 + Penalty 841.569951 = -482917.372069 nChanged 197 SP:Iteration 11Q (1345.841992 sec): 3 clusters Score: Raw -483855.418061 + Penalty 841.569951 = -483013.848110 nChanged 193 SP:Iteration 12Q (1345.862798 sec): 3 clusters Score: Raw -483946.072015 + Penalty 841.569951 = -483104.502064 nChanged 180 SP:Iteration 13Q (1345.883587 sec): 3 clusters Score: Raw -484028.061642 + Penalty 841.569951 = -483186.491691 nChanged 159 SP:Iteration 14Q (1345.904557 sec): 3 clusters Score: Raw -484090.522892 + Penalty 841.569951 = -483248.952941 nChanged 166 SP:Iteration 15Q (1345.925393 sec): 3 clusters Score: Raw -484158.436694 + Penalty 841.569951 = -483316.866743 nChanged 155 SP:Iteration 16Q (1345.946306 sec): 3 clusters Score: Raw -484216.674393 + Penalty 841.569951 = -483375.104442 nChanged 132 SP:Iteration 17Q (1345.966995 sec): 3 clusters Score: Raw -484262.257152 + Penalty 841.569951 = -483420.687201 nChanged 107 SP:Iteration 18Q (1345.987704 sec): 3 clusters Score: Raw -484293.602471 + Penalty 841.569951 = -483452.032520 nChanged 83 SP:Iteration 19Q (1346.008603 sec): 3 clusters Score: Raw -484315.311362 + Penalty 841.569951 = -483473.741411 nChanged 79 SP:Iteration 20F (1346.029970 sec): 3 clusters Score: Raw -484336.271271 + Penalty 841.569951 = -483494.701320 nChanged 84 SP:Iteration 21Q (1346.050747 sec): 3 clusters Score: Raw -484362.135612 + Penalty 841.569951 = -483520.565661 nChanged 82 SP:Iteration 22Q (1346.071459 sec): 3 clusters Score: Raw -484380.217581 + Penalty 841.569951 = -483538.647630 nChanged 62 SP:Iteration 23Q (1346.092130 sec): 3 clusters Score: Raw -484391.795526 + Penalty 841.569951 = -483550.225575 nChanged 54 SP:Iteration 24Q (1346.113100 sec): 3 clusters Score: Raw -484402.986191 + Penalty 841.569951 = -483561.416240 nChanged 55 SP:Iteration 25Q (1346.134089 sec): 3 clusters Score: Raw -484413.114102 + Penalty 841.569951 = -483571.544151 nChanged 54 SP:Iteration 26Q (1346.154653 sec): 3 clusters Score: Raw -484424.720877 + Penalty 841.569951 = -483583.150926 nChanged 53 SP:Iteration 27Q (1346.175252 sec): 3 clusters Score: Raw -484435.194121 + Penalty 841.569951 = -483593.624170 nChanged 47 SP:Iteration 28Q (1346.196043 sec): 3 clusters Score: Raw -484443.518163 + Penalty 841.569951 = -483601.948212 nChanged 45 SP:Iteration 29Q (1346.216869 sec): 3 clusters Score: Raw -484450.943383 + Penalty 841.569951 = -483609.373432 nChanged 37 SP:Iteration 30Q (1346.271533 sec): 3 clusters Score: Raw -484455.842837 + Penalty 841.569951 = -483614.272886 nChanged 31 SP:Iteration 31Q (1346.320370 sec): 3 clusters Score: Raw -484459.743173 + Penalty 841.569951 = -483618.173222 nChanged 30 SP:Iteration 32Q (1346.371891 sec): 3 clusters Score: Raw -484462.080382 + Penalty 841.569951 = -483620.510431 nChanged 19 SP:Iteration 33Q (1346.426469 sec): 3 clusters Score: Raw -484464.065107 + Penalty 841.569951 = -483622.495156 nChanged 22 SP:Iteration 34Q (1346.479638 sec): 3 clusters Score: Raw -484465.970944 + Penalty 841.569951 = -483624.400993 nChanged 17 SP:Iteration 35Q (1346.546570 sec): 3 clusters Score: Raw -484467.617887 + Penalty 841.569951 = -483626.047936 nChanged 20 SP:Iteration 36Q (1346.591904 sec): 3 clusters Score: Raw -484470.027331 + Penalty 841.569951 = -483628.457380 nChanged 19 SP:Iteration 37Q (1346.644962 sec): 3 clusters Score: Raw -484472.686096 + Penalty 841.569951 = -483631.116145 nChanged 18 SP:Iteration 38Q (1346.698949 sec): 3 clusters Score: Raw -484474.735597 + Penalty 841.569951 = -483633.165646 nChanged 16 SP:Iteration 39Q (1346.747767 sec): 3 clusters Score: Raw -484476.498609 + Penalty 841.569951 = -483634.928658 nChanged 11 SP:Iteration 40F (1346.789230 sec): 3 clusters Score: Raw -484477.486468 + Penalty 841.569951 = -483635.916517 nChanged 7 SP:Iteration 41Q (1346.853265 sec): 3 clusters Score: Raw -484477.979122 + Penalty 841.569951 = -483636.409171 nChanged 6 SP:Iteration 42Q (1346.898476 sec): 3 clusters Score: Raw -484478.507146 + Penalty 841.569951 = -483636.937195 nChanged 5 SP:Iteration 43Q (1346.954964 sec): 3 clusters Score: Raw -484478.940078 + Penalty 841.569951 = -483637.370127 nChanged 5 SP:Iteration 44Q (1347.008930 sec): 3 clusters Score: Raw -484479.605865 + Penalty 841.569951 = -483638.035914 nChanged 8 SP:Iteration 45Q (1347.065996 sec): 3 clusters Score: Raw -484480.332294 + Penalty 841.569951 = -483638.762343 nChanged 10 SP:Iteration 46Q (1347.121892 sec): 3 clusters Score: Raw -484481.275290 + Penalty 841.569951 = -483639.705339 nChanged 14 SP:Iteration 47Q (1347.178044 sec): 3 clusters Score: Raw -484483.065781 + Penalty 841.569951 = -483641.495830 nChanged 14 SP:Iteration 48Q (1347.235413 sec): 3 clusters Score: Raw -484485.173968 + Penalty 841.569951 = -483643.604017 nChanged 18 SP:Iteration 49Q (1347.291813 sec): 3 clusters Score: Raw -484487.967929 + Penalty 841.569951 = -483646.397978 nChanged 21 SP:Iteration 50Q (1347.345495 sec): 3 clusters Score: Raw -484490.266610 + Penalty 841.569951 = -483648.696659 nChanged 15 SP:Iteration 51Q (1347.402386 sec): 3 clusters Score: Raw -484492.392510 + Penalty 841.569951 = -483650.822559 nChanged 10 SP:Iteration 52Q (1347.462046 sec): 3 clusters Score: Raw -484493.591920 + Penalty 841.569951 = -483652.021969 nChanged 11 SP:Iteration 53Q (1347.507045 sec): 3 clusters Score: Raw -484494.656089 + Penalty 841.569951 = -483653.086138 nChanged 8 SP:Iteration 54Q (1347.562623 sec): 3 clusters Score: Raw -484495.626269 + Penalty 841.569951 = -483654.056318 nChanged 12 SP:Iteration 55Q (1347.620068 sec): 3 clusters Score: Raw -484496.984129 + Penalty 841.569951 = -483655.414178 nChanged 14 SP:Iteration 56Q (1347.676075 sec): 3 clusters Score: Raw -484498.528573 + Penalty 841.569951 = -483656.958622 nChanged 13 SP:Iteration 57Q (1347.732145 sec): 3 clusters Score: Raw -484499.642859 + Penalty 841.569951 = -483658.072908 nChanged 13 SP:Iteration 58Q (1347.788294 sec): 3 clusters Score: Raw -484500.659691 + Penalty 841.569951 = -483659.089740 nChanged 8 SP:Iteration 59Q (1347.844860 sec): 3 clusters Score: Raw -484501.214178 + Penalty 841.569951 = -483659.644227 nChanged 10 SP:Iteration 60F (1347.912913 sec): 3 clusters Score: Raw -484501.882356 + Penalty 841.569951 = -483660.312405 nChanged 5 SP:Iteration 61Q (1347.957977 sec): 3 clusters Score: Raw -484502.229497 + Penalty 841.569951 = -483660.659546 nChanged 6 SP:Iteration 62Q (1348.011748 sec): 3 clusters Score: Raw -484502.575023 + Penalty 841.569951 = -483661.005072 nChanged 5 SP:Iteration 63Q (1348.065467 sec): 3 clusters Score: Raw -484502.871052 + Penalty 841.569951 = -483661.301101 nChanged 5 SP:Iteration 64Q (1348.120608 sec): 3 clusters Score: Raw -484503.278725 + Penalty 841.569951 = -483661.708775 nChanged 2 SP:Iteration 65Q (1348.176207 sec): 3 clusters Score: Raw -484503.328723 + Penalty 841.569951 = -483661.758773 nChanged 0 SP:Iteration 66F (1348.242245 sec): 3 clusters Score: Raw -484503.328723 + Penalty 841.569951 = -483661.758773 nChanged 0 Iteration 179Q (1350.513009 sec): 29 clusters Score: Raw -13972385.065643 + Penalty 16105.647264 = -13956279.418379 nChanged 23 Iteration 180F (1353.307192 sec): 29 clusters Score: Raw -13972385.859744 + Penalty 16105.647264 = -13956280.212480 nChanged 38 Iteration 181Q (1355.438016 sec): 29 clusters Score: Raw -13972387.027237 + Penalty 16105.647264 = -13956281.379973 nChanged 41 Iteration 182Q (1357.566237 sec): 29 clusters Score: Raw -13972387.894501 + Penalty 16105.647264 = -13956282.247237 nChanged 34 Iteration 183Q (1359.696048 sec): 29 clusters Score: Raw -13972388.529099 + Penalty 16105.647264 = -13956282.881835 nChanged 34 Iteration 184Q (1361.823453 sec): 29 clusters Score: Raw -13972389.033811 + Penalty 16105.647264 = -13956283.386547 nChanged 25 Iteration 185Q (1363.949837 sec): 29 clusters Score: Raw -13972389.538433 + Penalty 16105.647264 = -13956283.891169 nChanged 17 Iteration 186Q (1366.085903 sec): 29 clusters Score: Raw -13972390.780512 + Penalty 16105.647264 = -13956285.133248 nChanged 18 Iteration 187Q (1368.670962 sec): 29 clusters Score: Raw -13972391.375561 + Penalty 16105.647264 = -13956285.728296 nChanged 17 Iteration 188Q (1370.805660 sec): 29 clusters Score: Raw -13972392.542493 + Penalty 16105.647264 = -13956286.895229 nChanged 22 Iteration 189Q (1372.941347 sec): 29 clusters Score: Raw -13972393.523706 + Penalty 16105.647264 = -13956287.876442 nChanged 22 Iteration 190Q (1375.070778 sec): 29 clusters Score: Raw -13972393.809309 + Penalty 16105.647264 = -13956288.162045 nChanged 22 Iteration 191Q (1377.199687 sec): 29 clusters Score: Raw -13972394.104489 + Penalty 16105.647264 = -13956288.457225 nChanged 23 Iteration 192Q (1379.329438 sec): 29 clusters Score: Raw -13972394.429347 + Penalty 16105.647264 = -13956288.782083 nChanged 25 Iteration 193Q (1381.459488 sec): 29 clusters Score: Raw -13972394.852795 + Penalty 16105.647264 = -13956289.205531 nChanged 31 Iteration 194Q (1383.590522 sec): 29 clusters Score: Raw -13972395.471833 + Penalty 16105.647264 = -13956289.824569 nChanged 29 Iteration 195Q (1385.720389 sec): 29 clusters Score: Raw -13972395.888801 + Penalty 16105.647264 = -13956290.241537 nChanged 22 Iteration 196Q (1387.874820 sec): 29 clusters Score: Raw -13972396.187070 + Penalty 16105.647264 = -13956290.539805 nChanged 30 Iteration 197Q (1390.003305 sec): 29 clusters Score: Raw -13972396.532342 + Penalty 16105.647264 = -13956290.885078 nChanged 29 Iteration 198Q (1392.130258 sec): 29 clusters Score: Raw -13972397.005061 + Penalty 16105.647264 = -13956291.357797 nChanged 21 Iteration 199Q (1394.269536 sec): 29 clusters Score: Raw -13972397.408071 + Penalty 16105.647264 = -13956291.760807 nChanged 23 Iteration 200F (1397.084590 sec): 29 clusters Score: Raw -13972397.943847 + Penalty 16105.647264 = -13956292.296583 nChanged 22 Iteration 201Q (1399.215575 sec): 29 clusters Score: Raw -13972398.269267 + Penalty 16105.647264 = -13956292.622003 nChanged 23 Iteration 202Q (1401.366840 sec): 29 clusters Score: Raw -13972398.743595 + Penalty 16105.647264 = -13956293.096331 nChanged 11 Iteration 203Q (1403.498246 sec): 29 clusters Score: Raw -13972398.924167 + Penalty 16105.647264 = -13956293.276903 nChanged 12 Iteration 204Q (1405.625148 sec): 29 clusters Score: Raw -13972399.207037 + Penalty 16105.647264 = -13956293.559773 nChanged 12 Iteration 205Q (1407.751915 sec): 29 clusters Score: Raw -13972399.628189 + Penalty 16105.647264 = -13956293.980925 nChanged 18 Iteration 206Q (1409.969867 sec): 29 clusters Score: Raw -13972400.240947 + Penalty 16105.647264 = -13956294.593683 nChanged 14 Iteration 207Q (1412.100194 sec): 29 clusters Score: Raw -13972401.026873 + Penalty 16105.647264 = -13956295.379608 nChanged 14 Iteration 208Q (1414.252663 sec): 29 clusters Score: Raw -13972401.279641 + Penalty 16105.647264 = -13956295.632377 nChanged 14 Iteration 209Q (1416.422619 sec): 29 clusters Score: Raw -13972401.379277 + Penalty 16105.647264 = -13956295.732013 nChanged 8 Iteration 210Q (1418.552436 sec): 29 clusters Score: Raw -13972401.450320 + Penalty 16105.647264 = -13956295.803055 nChanged 7 Iteration 211Q (1420.683315 sec): 29 clusters Score: Raw -13972401.482716 + Penalty 16105.647264 = -13956295.835452 nChanged 5 Iteration 212Q (1423.222689 sec): 29 clusters Score: Raw -13972401.499685 + Penalty 16105.647264 = -13956295.852421 nChanged 2 Iteration 213Q (1425.357353 sec): 29 clusters Score: Raw -13972401.528209 + Penalty 16105.647264 = -13956295.880945 nChanged 4 Iteration 214Q (1427.510029 sec): 29 clusters Score: Raw -13972401.550192 + Penalty 16105.647264 = -13956295.902927 nChanged 1 Iteration 215Q (1429.641248 sec): 29 clusters Score: Raw -13972401.556177 + Penalty 16105.647264 = -13956295.908913 nChanged 2 Iteration 216Q (1431.781501 sec): 29 clusters Score: Raw -13972401.582576 + Penalty 16105.647264 = -13956295.935312 nChanged 3 Iteration 217Q (1433.910629 sec): 29 clusters Score: Raw -13972401.623884 + Penalty 16105.647264 = -13956295.976620 nChanged 2 Iteration 218Q (1436.040224 sec): 29 clusters Score: Raw -13972401.646975 + Penalty 16105.647264 = -13956295.999711 nChanged 0 Writing temp clu file Because OldScore, -13956295.976620, is greater than current (better) Score,-13956295.999711 Compute initial score before splitting: Score: Raw -13972401.646975 + Penalty 16105.647264 = -13956295.999711 Trying to split cluster 1 (10517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.102300 sec): 2 clusters Score: Raw -510128.066898 + Penalty 421.364046 = -509706.702851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.125006 sec): 3 clusters Score: Raw -503597.488956 + Penalty 842.728093 = -502754.760863 nChanged 4920 SP:Iteration 1F (1436.146591 sec): 3 clusters Score: Raw -506457.606551 + Penalty 842.728093 = -505614.878458 nChanged 635 SP:Iteration 2F (1436.168081 sec): 3 clusters Score: Raw -506823.416622 + Penalty 842.728093 = -505980.688529 nChanged 728 SP:Iteration 3F (1436.189616 sec): 3 clusters Score: Raw -507396.027562 + Penalty 842.728093 = -506553.299469 nChanged 816 SP:Iteration 4F (1436.211181 sec): 3 clusters Score: Raw -508203.229869 + Penalty 842.728093 = -507360.501776 nChanged 758 SP:Iteration 5F (1436.232694 sec): 3 clusters Score: Raw -508932.219419 + Penalty 842.728093 = -508089.491326 nChanged 621 SP:Iteration 6F (1436.254046 sec): 3 clusters Score: Raw -509356.898934 + Penalty 842.728093 = -508514.170841 nChanged 400 SP:Iteration 7Q (1436.275405 sec): 3 clusters Score: Raw -509566.786712 + Penalty 842.728093 = -508724.058619 nChanged 266 SP:Iteration 8Q (1436.296657 sec): 3 clusters Score: Raw -509683.727825 + Penalty 842.728093 = -508840.999732 nChanged 231 SP:Iteration 9Q (1436.318041 sec): 3 clusters Score: Raw -509789.640173 + Penalty 842.728093 = -508946.912080 nChanged 214 SP:Iteration 10Q (1436.339599 sec): 3 clusters Score: Raw -509885.102353 + Penalty 842.728093 = -509042.374260 nChanged 198 SP:Iteration 11Q (1436.360928 sec): 3 clusters Score: Raw -509960.063705 + Penalty 842.728093 = -509117.335612 nChanged 170 SP:Iteration 12Q (1436.382186 sec): 3 clusters Score: Raw -510026.296818 + Penalty 842.728093 = -509183.568725 nChanged 136 SP:Iteration 13Q (1436.403394 sec): 3 clusters Score: Raw -510076.106213 + Penalty 842.728093 = -509233.378120 nChanged 115 SP:Iteration 14Q (1436.424585 sec): 3 clusters Score: Raw -510117.128320 + Penalty 842.728093 = -509274.400227 nChanged 106 SP:Iteration 15Q (1436.445759 sec): 3 clusters Score: Raw -510152.184574 + Penalty 842.728093 = -509309.456481 nChanged 102 SP:Iteration 16Q (1436.466851 sec): 3 clusters Score: Raw -510187.935811 + Penalty 842.728093 = -509345.207718 nChanged 92 SP:Iteration 17Q (1436.487955 sec): 3 clusters Score: Raw -510214.804026 + Penalty 842.728093 = -509372.075933 nChanged 76 SP:Iteration 18Q (1436.509217 sec): 3 clusters Score: Raw -510236.915678 + Penalty 842.728093 = -509394.187585 nChanged 74 SP:Iteration 19Q (1436.530425 sec): 3 clusters Score: Raw -510259.667601 + Penalty 842.728093 = -509416.939508 nChanged 72 SP:Iteration 20F (1436.552059 sec): 3 clusters Score: Raw -510279.569309 + Penalty 842.728093 = -509436.841216 nChanged 65 SP:Iteration 21Q (1436.573048 sec): 3 clusters Score: Raw -510290.872339 + Penalty 842.728093 = -509448.144246 nChanged 51 SP:Iteration 22Q (1436.594130 sec): 3 clusters Score: Raw -510299.833109 + Penalty 842.728093 = -509457.105016 nChanged 51 SP:Iteration 23Q (1436.615269 sec): 3 clusters Score: Raw -510308.931002 + Penalty 842.728093 = -509466.202909 nChanged 41 SP:Iteration 24Q (1436.636376 sec): 3 clusters Score: Raw -510317.501132 + Penalty 842.728093 = -509474.773039 nChanged 45 SP:Iteration 25Q (1436.657568 sec): 3 clusters Score: Raw -510325.080935 + Penalty 842.728093 = -509482.352842 nChanged 37 SP:Iteration 26Q (1436.678688 sec): 3 clusters Score: Raw -510329.450299 + Penalty 842.728093 = -509486.722206 nChanged 31 SP:Iteration 27Q (1436.699842 sec): 3 clusters Score: Raw -510332.200882 + Penalty 842.728093 = -509489.472789 nChanged 19 SP:Iteration 28Q (1436.720985 sec): 3 clusters Score: Raw -510334.032043 + Penalty 842.728093 = -509491.303950 nChanged 23 SP:Iteration 29Q (1436.742003 sec): 3 clusters Score: Raw -510336.119832 + Penalty 842.728093 = -509493.391739 nChanged 24 SP:Iteration 30Q (1436.762875 sec): 3 clusters Score: Raw -510338.160948 + Penalty 842.728093 = -509495.432855 nChanged 16 SP:Iteration 31Q (1436.783846 sec): 3 clusters Score: Raw -510339.261906 + Penalty 842.728093 = -509496.533813 nChanged 9 SP:Iteration 32Q (1436.804854 sec): 3 clusters Score: Raw -510339.666042 + Penalty 842.728093 = -509496.937949 nChanged 9 SP:Iteration 33Q (1436.825941 sec): 3 clusters Score: Raw -510340.018342 + Penalty 842.728093 = -509497.290249 nChanged 7 SP:Iteration 34Q (1436.847153 sec): 3 clusters Score: Raw -510340.311307 + Penalty 842.728093 = -509497.583214 nChanged 10 SP:Iteration 35Q (1436.868306 sec): 3 clusters Score: Raw -510340.904083 + Penalty 842.728093 = -509498.175990 nChanged 5 SP:Iteration 36Q (1436.889409 sec): 3 clusters Score: Raw -510341.184211 + Penalty 842.728093 = -509498.456118 nChanged 8 SP:Iteration 37Q (1436.910487 sec): 3 clusters Score: Raw -510341.793493 + Penalty 842.728093 = -509499.065400 nChanged 8 SP:Iteration 38Q (1436.931495 sec): 3 clusters Score: Raw -510342.219098 + Penalty 842.728093 = -509499.491005 nChanged 6 SP:Iteration 39Q (1436.952569 sec): 3 clusters Score: Raw -510342.421998 + Penalty 842.728093 = -509499.693905 nChanged 5 SP:Iteration 40F (1436.974523 sec): 3 clusters Score: Raw -510342.532768 + Penalty 842.728093 = -509499.804675 nChanged 2 SP:Iteration 41Q (1436.995727 sec): 3 clusters Score: Raw -510342.566909 + Penalty 842.728093 = -509499.838816 nChanged 3 SP:Iteration 42Q (1437.017248 sec): 3 clusters Score: Raw -510342.629299 + Penalty 842.728093 = -509499.901206 nChanged 2 SP:Iteration 43Q (1437.038568 sec): 3 clusters Score: Raw -510342.673341 + Penalty 842.728093 = -509499.945248 nChanged 3 SP:Iteration 44Q (1437.059911 sec): 3 clusters Score: Raw -510342.749259 + Penalty 842.728093 = -509500.021166 nChanged 4 SP:Iteration 45Q (1437.081101 sec): 3 clusters Score: Raw -510342.899198 + Penalty 842.728093 = -509500.171105 nChanged 4 SP:Iteration 46Q (1437.102092 sec): 3 clusters Score: Raw -510342.975111 + Penalty 842.728093 = -509500.247018 nChanged 4 SP:Iteration 47Q (1437.123068 sec): 3 clusters Score: Raw -510343.082886 + Penalty 842.728093 = -509500.354793 nChanged 5 SP:Iteration 48Q (1437.144120 sec): 3 clusters Score: Raw -510343.196125 + Penalty 842.728093 = -509500.468032 nChanged 3 SP:Iteration 49Q (1437.165312 sec): 3 clusters Score: Raw -510343.239488 + Penalty 842.728093 = -509500.511395 nChanged 1 SP:Iteration 50Q (1437.186270 sec): 3 clusters Score: Raw -510343.250733 + Penalty 842.728093 = -509500.522640 nChanged 2 SP:Iteration 51Q (1437.207258 sec): 3 clusters Score: Raw -510343.297138 + Penalty 842.728093 = -509500.569045 nChanged 2 SP:Iteration 52Q (1437.228325 sec): 3 clusters Score: Raw -510343.321627 + Penalty 842.728093 = -509500.593534 nChanged 0 SP:Iteration 53F (1437.249840 sec): 3 clusters Score: Raw -510343.321627 + Penalty 842.728093 = -509500.593534 nChanged 0 Trying to split cluster 2 (2843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.264128 sec): 2 clusters Score: Raw -124483.063482 + Penalty 361.843988 = -124121.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.272602 sec): 3 clusters Score: Raw -122896.806435 + Penalty 723.687975 = -122173.118460 nChanged 1228 SP:Iteration 1F (1437.280196 sec): 3 clusters Score: Raw -123728.582945 + Penalty 723.687975 = -123004.894970 nChanged 239 SP:Iteration 2F (1437.287785 sec): 3 clusters Score: Raw -123927.030603 + Penalty 723.687975 = -123203.342628 nChanged 191 SP:Iteration 3F (1437.295379 sec): 3 clusters Score: Raw -124086.902284 + Penalty 723.687975 = -123363.214309 nChanged 152 SP:Iteration 4F (1437.302961 sec): 3 clusters Score: Raw -124222.558819 + Penalty 723.687975 = -123498.870844 nChanged 137 SP:Iteration 5Q (1437.310590 sec): 3 clusters Score: Raw -124297.792757 + Penalty 723.687975 = -123574.104782 nChanged 106 SP:Iteration 6Q (1437.318228 sec): 3 clusters Score: Raw -124348.011469 + Penalty 723.687975 = -123624.323494 nChanged 83 SP:Iteration 7Q (1437.325880 sec): 3 clusters Score: Raw -124389.345838 + Penalty 723.687975 = -123665.657863 nChanged 83 SP:Iteration 8Q (1437.333503 sec): 3 clusters Score: Raw -124430.980666 + Penalty 723.687975 = -123707.292691 nChanged 79 SP:Iteration 9Q (1437.341117 sec): 3 clusters Score: Raw -124463.151614 + Penalty 723.687975 = -123739.463639 nChanged 66 SP:Iteration 10Q (1437.348713 sec): 3 clusters Score: Raw -124488.720082 + Penalty 723.687975 = -123765.032106 nChanged 56 SP:Iteration 11Q (1437.356367 sec): 3 clusters Score: Raw -124514.257803 + Penalty 723.687975 = -123790.569828 nChanged 47 SP:Iteration 12Q (1437.363949 sec): 3 clusters Score: Raw -124531.752334 + Penalty 723.687975 = -123808.064358 nChanged 40 SP:Iteration 13Q (1437.371519 sec): 3 clusters Score: Raw -124545.837757 + Penalty 723.687975 = -123822.149782 nChanged 41 SP:Iteration 14Q (1437.379094 sec): 3 clusters Score: Raw -124557.666134 + Penalty 723.687975 = -123833.978159 nChanged 31 SP:Iteration 15Q (1437.386728 sec): 3 clusters Score: Raw -124566.734562 + Penalty 723.687975 = -123843.046587 nChanged 27 SP:Iteration 16Q (1437.394342 sec): 3 clusters Score: Raw -124574.756811 + Penalty 723.687975 = -123851.068835 nChanged 23 SP:Iteration 17Q (1437.401964 sec): 3 clusters Score: Raw -124579.711443 + Penalty 723.687975 = -123856.023467 nChanged 19 SP:Iteration 18Q (1437.409569 sec): 3 clusters Score: Raw -124583.812782 + Penalty 723.687975 = -123860.124807 nChanged 15 SP:Iteration 19Q (1437.417187 sec): 3 clusters Score: Raw -124587.064710 + Penalty 723.687975 = -123863.376735 nChanged 14 SP:Iteration 20F (1437.424724 sec): 3 clusters Score: Raw -124589.951184 + Penalty 723.687975 = -123866.263209 nChanged 10 SP:Iteration 21Q (1437.432295 sec): 3 clusters Score: Raw -124592.472967 + Penalty 723.687975 = -123868.784992 nChanged 11 SP:Iteration 22Q (1437.439956 sec): 3 clusters Score: Raw -124594.324125 + Penalty 723.687975 = -123870.636150 nChanged 10 SP:Iteration 23Q (1437.447569 sec): 3 clusters Score: Raw -124595.951870 + Penalty 723.687975 = -123872.263895 nChanged 9 SP:Iteration 24Q (1437.455256 sec): 3 clusters Score: Raw -124597.463795 + Penalty 723.687975 = -123873.775819 nChanged 14 SP:Iteration 25Q (1437.462877 sec): 3 clusters Score: Raw -124599.359443 + Penalty 723.687975 = -123875.671468 nChanged 10 SP:Iteration 26Q (1437.470467 sec): 3 clusters Score: Raw -124600.551382 + Penalty 723.687975 = -123876.863407 nChanged 8 SP:Iteration 27Q (1437.478052 sec): 3 clusters Score: Raw -124602.550781 + Penalty 723.687975 = -123878.862806 nChanged 10 SP:Iteration 28Q (1437.485714 sec): 3 clusters Score: Raw -124605.385829 + Penalty 723.687975 = -123881.697854 nChanged 10 SP:Iteration 29Q (1437.493343 sec): 3 clusters Score: Raw -124607.442787 + Penalty 723.687975 = -123883.754812 nChanged 11 SP:Iteration 30Q (1437.500928 sec): 3 clusters Score: Raw -124610.225794 + Penalty 723.687975 = -123886.537819 nChanged 12 SP:Iteration 31Q (1437.508538 sec): 3 clusters Score: Raw -124613.279719 + Penalty 723.687975 = -123889.591744 nChanged 8 SP:Iteration 32Q (1437.516186 sec): 3 clusters Score: Raw -124614.424676 + Penalty 723.687975 = -123890.736701 nChanged 4 SP:Iteration 33Q (1437.523785 sec): 3 clusters Score: Raw -124614.808503 + Penalty 723.687975 = -123891.120528 nChanged 5 SP:Iteration 34Q (1437.531384 sec): 3 clusters Score: Raw -124615.466130 + Penalty 723.687975 = -123891.778155 nChanged 9 SP:Iteration 35Q (1437.538962 sec): 3 clusters Score: Raw -124616.772986 + Penalty 723.687975 = -123893.085011 nChanged 6 SP:Iteration 36Q (1437.546574 sec): 3 clusters Score: Raw -124617.698799 + Penalty 723.687975 = -123894.010824 nChanged 6 SP:Iteration 37Q (1437.554231 sec): 3 clusters Score: Raw -124618.569867 + Penalty 723.687975 = -123894.881892 nChanged 6 SP:Iteration 38Q (1437.561836 sec): 3 clusters Score: Raw -124619.435198 + Penalty 723.687975 = -123895.747223 nChanged 2 SP:Iteration 39Q (1437.569475 sec): 3 clusters Score: Raw -124619.943791 + Penalty 723.687975 = -123896.255816 nChanged 2 SP:Iteration 40F (1437.577048 sec): 3 clusters Score: Raw -124620.213317 + Penalty 723.687975 = -123896.525342 nChanged 2 SP:Iteration 41Q (1437.584643 sec): 3 clusters Score: Raw -124620.528803 + Penalty 723.687975 = -123896.840828 nChanged 4 SP:Iteration 42Q (1437.592237 sec): 3 clusters Score: Raw -124621.254579 + Penalty 723.687975 = -123897.566604 nChanged 4 SP:Iteration 43Q (1437.599817 sec): 3 clusters Score: Raw -124621.660659 + Penalty 723.687975 = -123897.972683 nChanged 3 SP:Iteration 44Q (1437.607428 sec): 3 clusters Score: Raw -124622.387698 + Penalty 723.687975 = -123898.699723 nChanged 4 SP:Iteration 45Q (1437.615036 sec): 3 clusters Score: Raw -124622.878162 + Penalty 723.687975 = -123899.190186 nChanged 1 SP:Iteration 46Q (1437.622645 sec): 3 clusters Score: Raw -124622.982241 + Penalty 723.687975 = -123899.294266 nChanged 1 SP:Iteration 47Q (1437.630250 sec): 3 clusters Score: Raw -124623.205538 + Penalty 723.687975 = -123899.517563 nChanged 1 SP:Iteration 48Q (1437.637848 sec): 3 clusters Score: Raw -124623.413013 + Penalty 723.687975 = -123899.725038 nChanged 3 SP:Iteration 49Q (1437.645489 sec): 3 clusters Score: Raw -124623.838545 + Penalty 723.687975 = -123900.150570 nChanged 3 SP:Iteration 50Q (1437.653104 sec): 3 clusters Score: Raw -124624.178881 + Penalty 723.687975 = -123900.490906 nChanged 4 SP:Iteration 51Q (1437.660687 sec): 3 clusters Score: Raw -124624.707812 + Penalty 723.687975 = -123901.019837 nChanged 9 SP:Iteration 52Q (1437.668292 sec): 3 clusters Score: Raw -124626.125804 + Penalty 723.687975 = -123902.437829 nChanged 4 SP:Iteration 53Q (1437.675922 sec): 3 clusters Score: Raw -124626.500664 + Penalty 723.687975 = -123902.812688 nChanged 2 SP:Iteration 54Q (1437.683522 sec): 3 clusters Score: Raw -124626.859288 + Penalty 723.687975 = -123903.171313 nChanged 3 SP:Iteration 55Q (1437.691115 sec): 3 clusters Score: Raw -124627.183770 + Penalty 723.687975 = -123903.495795 nChanged 1 SP:Iteration 56Q (1437.724079 sec): 3 clusters Score: Raw -124627.244317 + Penalty 723.687975 = -123903.556342 nChanged 1 SP:Iteration 57Q (1437.731896 sec): 3 clusters Score: Raw -124627.289863 + Penalty 723.687975 = -123903.601888 nChanged 1 SP:Iteration 58Q (1437.739580 sec): 3 clusters Score: Raw -124627.356650 + Penalty 723.687975 = -123903.668675 nChanged 0 SP:Iteration 59F (1437.747090 sec): 3 clusters Score: Raw -124627.356650 + Penalty 723.687975 = -123903.668675 nChanged 0 Trying to split cluster 3 (3805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.762806 sec): 2 clusters Score: Raw -183549.452978 + Penalty 375.105243 = -183174.347735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.773816 sec): 3 clusters Score: Raw -181335.422534 + Penalty 750.210486 = -180585.212048 nChanged 1679 SP:Iteration 1F (1437.783621 sec): 3 clusters Score: Raw -182314.568853 + Penalty 750.210486 = -181564.358367 nChanged 259 SP:Iteration 2F (1437.793596 sec): 3 clusters Score: Raw -182437.063526 + Penalty 750.210486 = -181686.853041 nChanged 221 SP:Iteration 3F (1437.803494 sec): 3 clusters Score: Raw -182550.603514 + Penalty 750.210486 = -181800.393028 nChanged 228 SP:Iteration 4F (1437.813301 sec): 3 clusters Score: Raw -182682.673033 + Penalty 750.210486 = -181932.462547 nChanged 215 SP:Iteration 5F (1437.823278 sec): 3 clusters Score: Raw -182835.381380 + Penalty 750.210486 = -182085.170895 nChanged 232 SP:Iteration 6F (1437.833169 sec): 3 clusters Score: Raw -183013.375590 + Penalty 750.210486 = -182263.165104 nChanged 228 SP:Iteration 7F (1437.843051 sec): 3 clusters Score: Raw -183171.466395 + Penalty 750.210486 = -182421.255909 nChanged 163 SP:Iteration 8Q (1437.853044 sec): 3 clusters Score: Raw -183269.801882 + Penalty 750.210486 = -182519.591397 nChanged 128 SP:Iteration 9Q (1437.862985 sec): 3 clusters Score: Raw -183321.974404 + Penalty 750.210486 = -182571.763918 nChanged 74 SP:Iteration 10Q (1437.872879 sec): 3 clusters Score: Raw -183340.997954 + Penalty 750.210486 = -182590.787468 nChanged 38 SP:Iteration 11Q (1437.882796 sec): 3 clusters Score: Raw -183348.759663 + Penalty 750.210486 = -182598.549178 nChanged 32 SP:Iteration 12Q (1437.892707 sec): 3 clusters Score: Raw -183354.187379 + Penalty 750.210486 = -182603.976894 nChanged 17 SP:Iteration 13Q (1437.903349 sec): 3 clusters Score: Raw -183358.390122 + Penalty 750.210486 = -182608.179636 nChanged 27 SP:Iteration 14Q (1437.913244 sec): 3 clusters Score: Raw -183363.989193 + Penalty 750.210486 = -182613.778708 nChanged 24 SP:Iteration 15Q (1437.923197 sec): 3 clusters Score: Raw -183368.225079 + Penalty 750.210486 = -182618.014593 nChanged 18 SP:Iteration 16Q (1437.933044 sec): 3 clusters Score: Raw -183372.159267 + Penalty 750.210486 = -182621.948781 nChanged 11 SP:Iteration 17Q (1437.942931 sec): 3 clusters Score: Raw -183373.474170 + Penalty 750.210486 = -182623.263685 nChanged 8 SP:Iteration 18Q (1437.952854 sec): 3 clusters Score: Raw -183373.980906 + Penalty 750.210486 = -182623.770421 nChanged 7 SP:Iteration 19Q (1437.962744 sec): 3 clusters Score: Raw -183374.603896 + Penalty 750.210486 = -182624.393411 nChanged 6 SP:Iteration 20F (1437.972608 sec): 3 clusters Score: Raw -183375.120553 + Penalty 750.210486 = -182624.910067 nChanged 5 SP:Iteration 21Q (1437.982572 sec): 3 clusters Score: Raw -183375.661599 + Penalty 750.210486 = -182625.451113 nChanged 3 SP:Iteration 22Q (1437.992467 sec): 3 clusters Score: Raw -183375.759170 + Penalty 750.210486 = -182625.548684 nChanged 2 SP:Iteration 23Q (1438.002392 sec): 3 clusters Score: Raw -183375.918557 + Penalty 750.210486 = -182625.708071 nChanged 3 SP:Iteration 24Q (1438.012283 sec): 3 clusters Score: Raw -183376.055715 + Penalty 750.210486 = -182625.845230 nChanged 3 SP:Iteration 25Q (1438.022164 sec): 3 clusters Score: Raw -183376.430077 + Penalty 750.210486 = -182626.219591 nChanged 5 SP:Iteration 26Q (1438.032041 sec): 3 clusters Score: Raw -183376.681105 + Penalty 750.210486 = -182626.470619 nChanged 1 SP:Iteration 27Q (1438.041951 sec): 3 clusters Score: Raw -183376.830170 + Penalty 750.210486 = -182626.619684 nChanged 2 SP:Iteration 28Q (1438.051853 sec): 3 clusters Score: Raw -183376.892729 + Penalty 750.210486 = -182626.682244 nChanged 0 SP:Iteration 29F (1438.061694 sec): 3 clusters Score: Raw -183376.892729 + Penalty 750.210486 = -182626.682244 nChanged 0 Trying to split cluster 4 (37367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.100980 sec): 2 clusters Score: Raw -1845340.989164 + Penalty 479.048717 = -1844861.940447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.149431 sec): 3 clusters Score: Raw -1820699.354835 + Penalty 958.097435 = -1819741.257400 nChanged 18042 SP:Iteration 1F (1438.192751 sec): 3 clusters Score: Raw -1831444.453319 + Penalty 958.097435 = -1830486.355884 nChanged 1921 SP:Iteration 2F (1438.236317 sec): 3 clusters Score: Raw -1832197.856511 + Penalty 958.097435 = -1831239.759076 nChanged 2004 SP:Iteration 3F (1438.279813 sec): 3 clusters Score: Raw -1833179.241158 + Penalty 958.097435 = -1832221.143723 nChanged 2131 SP:Iteration 4F (1438.323791 sec): 3 clusters Score: Raw -1834434.603750 + Penalty 958.097435 = -1833476.506315 nChanged 2308 SP:Iteration 5F (1438.367067 sec): 3 clusters Score: Raw -1836058.042884 + Penalty 958.097435 = -1835099.945449 nChanged 2454 SP:Iteration 6F (1438.411316 sec): 3 clusters Score: Raw -1837864.937755 + Penalty 958.097435 = -1836906.840321 nChanged 2215 SP:Iteration 7F (1438.454398 sec): 3 clusters Score: Raw -1839249.514697 + Penalty 958.097435 = -1838291.417262 nChanged 1652 SP:Iteration 8Q (1438.499549 sec): 3 clusters Score: Raw -1839940.919069 + Penalty 958.097435 = -1838982.821634 nChanged 1074 SP:Iteration 9Q (1438.543691 sec): 3 clusters Score: Raw -1840203.889770 + Penalty 958.097435 = -1839245.792335 nChanged 569 SP:Iteration 10Q (1438.587649 sec): 3 clusters Score: Raw -1840286.597136 + Penalty 958.097435 = -1839328.499701 nChanged 328 SP:Iteration 11Q (1438.631712 sec): 3 clusters Score: Raw -1840326.827890 + Penalty 958.097435 = -1839368.730456 nChanged 248 SP:Iteration 12Q (1438.675473 sec): 3 clusters Score: Raw -1840354.483914 + Penalty 958.097435 = -1839396.386479 nChanged 219 SP:Iteration 13Q (1438.719154 sec): 3 clusters Score: Raw -1840380.018287 + Penalty 958.097435 = -1839421.920852 nChanged 228 SP:Iteration 14Q (1438.763131 sec): 3 clusters Score: Raw -1840407.475682 + Penalty 958.097435 = -1839449.378247 nChanged 226 SP:Iteration 15Q (1438.807005 sec): 3 clusters Score: Raw -1840434.354111 + Penalty 958.097435 = -1839476.256677 nChanged 197 SP:Iteration 16Q (1438.850807 sec): 3 clusters Score: Raw -1840454.440703 + Penalty 958.097435 = -1839496.343268 nChanged 184 SP:Iteration 17Q (1438.894229 sec): 3 clusters Score: Raw -1840470.068637 + Penalty 958.097435 = -1839511.971202 nChanged 174 SP:Iteration 18Q (1438.937803 sec): 3 clusters Score: Raw -1840482.987975 + Penalty 958.097435 = -1839524.890540 nChanged 145 SP:Iteration 19Q (1438.981665 sec): 3 clusters Score: Raw -1840494.737933 + Penalty 958.097435 = -1839536.640498 nChanged 128 SP:Iteration 20F (1439.057311 sec): 3 clusters Score: Raw -1840506.143483 + Penalty 958.097435 = -1839548.046048 nChanged 156 SP:Iteration 21Q (1439.101139 sec): 3 clusters Score: Raw -1840520.504072 + Penalty 958.097435 = -1839562.406637 nChanged 159 SP:Iteration 22Q (1439.144604 sec): 3 clusters Score: Raw -1840535.314652 + Penalty 958.097435 = -1839577.217217 nChanged 154 SP:Iteration 23Q (1439.188666 sec): 3 clusters Score: Raw -1840549.195764 + Penalty 958.097435 = -1839591.098329 nChanged 153 SP:Iteration 24Q (1439.232182 sec): 3 clusters Score: Raw -1840562.802517 + Penalty 958.097435 = -1839604.705082 nChanged 147 SP:Iteration 25Q (1439.279783 sec): 3 clusters Score: Raw -1840575.067576 + Penalty 958.097435 = -1839616.970141 nChanged 159 SP:Iteration 26Q (1439.323480 sec): 3 clusters Score: Raw -1840588.745000 + Penalty 958.097435 = -1839630.647565 nChanged 172 SP:Iteration 27Q (1439.366910 sec): 3 clusters Score: Raw -1840604.564623 + Penalty 958.097435 = -1839646.467188 nChanged 160 SP:Iteration 28Q (1439.410640 sec): 3 clusters Score: Raw -1840619.456332 + Penalty 958.097435 = -1839661.358897 nChanged 163 SP:Iteration 29Q (1439.454505 sec): 3 clusters Score: Raw -1840635.834295 + Penalty 958.097435 = -1839677.736860 nChanged 155 SP:Iteration 30Q (1439.498322 sec): 3 clusters Score: Raw -1840650.180025 + Penalty 958.097435 = -1839692.082591 nChanged 148 SP:Iteration 31Q (1439.541999 sec): 3 clusters Score: Raw -1840662.165838 + Penalty 958.097435 = -1839704.068403 nChanged 138 SP:Iteration 32Q (1439.585494 sec): 3 clusters Score: Raw -1840672.469642 + Penalty 958.097435 = -1839714.372207 nChanged 129 SP:Iteration 33Q (1439.629338 sec): 3 clusters Score: Raw -1840679.601631 + Penalty 958.097435 = -1839721.504196 nChanged 104 SP:Iteration 34Q (1439.673135 sec): 3 clusters Score: Raw -1840684.484239 + Penalty 958.097435 = -1839726.386804 nChanged 105 SP:Iteration 35Q (1439.716668 sec): 3 clusters Score: Raw -1840690.046347 + Penalty 958.097435 = -1839731.948912 nChanged 111 SP:Iteration 36Q (1439.760176 sec): 3 clusters Score: Raw -1840696.760167 + Penalty 958.097435 = -1839738.662732 nChanged 112 SP:Iteration 37Q (1439.803915 sec): 3 clusters Score: Raw -1840704.002399 + Penalty 958.097435 = -1839745.904964 nChanged 127 SP:Iteration 38Q (1439.847338 sec): 3 clusters Score: Raw -1840713.689806 + Penalty 958.097435 = -1839755.592371 nChanged 131 SP:Iteration 39Q (1439.891054 sec): 3 clusters Score: Raw -1840723.714131 + Penalty 958.097435 = -1839765.616696 nChanged 130 SP:Iteration 40F (1439.934435 sec): 3 clusters Score: Raw -1840734.109158 + Penalty 958.097435 = -1839776.011723 nChanged 131 SP:Iteration 41Q (1439.978583 sec): 3 clusters Score: Raw -1840744.307642 + Penalty 958.097435 = -1839786.210207 nChanged 131 SP:Iteration 42Q (1440.022342 sec): 3 clusters Score: Raw -1840753.869666 + Penalty 958.097435 = -1839795.772231 nChanged 153 SP:Iteration 43Q (1440.066081 sec): 3 clusters Score: Raw -1840767.564756 + Penalty 958.097435 = -1839809.467321 nChanged 182 SP:Iteration 44Q (1440.109766 sec): 3 clusters Score: Raw -1840784.350110 + Penalty 958.097435 = -1839826.252675 nChanged 176 SP:Iteration 45Q (1440.153415 sec): 3 clusters Score: Raw -1840800.374823 + Penalty 958.097435 = -1839842.277388 nChanged 176 SP:Iteration 46Q (1440.197106 sec): 3 clusters Score: Raw -1840815.764314 + Penalty 958.097435 = -1839857.666879 nChanged 172 SP:Iteration 47Q (1440.240763 sec): 3 clusters Score: Raw -1840832.528114 + Penalty 958.097435 = -1839874.430679 nChanged 195 SP:Iteration 48Q (1440.307175 sec): 3 clusters Score: Raw -1840852.616601 + Penalty 958.097435 = -1839894.519166 nChanged 201 SP:Iteration 49Q (1440.350073 sec): 3 clusters Score: Raw -1840874.240850 + Penalty 958.097435 = -1839916.143415 nChanged 219 SP:Iteration 50Q (1440.393764 sec): 3 clusters Score: Raw -1840897.727734 + Penalty 958.097435 = -1839939.630299 nChanged 238 SP:Iteration 51Q (1440.437246 sec): 3 clusters Score: Raw -1840923.118726 + Penalty 958.097435 = -1839965.021291 nChanged 222 SP:Iteration 52Q (1440.480637 sec): 3 clusters Score: Raw -1840945.905998 + Penalty 958.097435 = -1839987.808563 nChanged 229 SP:Iteration 53Q (1440.524119 sec): 3 clusters Score: Raw -1840971.204965 + Penalty 958.097435 = -1840013.107530 nChanged 254 SP:Iteration 54Q (1440.567701 sec): 3 clusters Score: Raw -1841003.723038 + Penalty 958.097435 = -1840045.625603 nChanged 284 SP:Iteration 55Q (1440.610967 sec): 3 clusters Score: Raw -1841044.274240 + Penalty 958.097435 = -1840086.176805 nChanged 330 SP:Iteration 56Q (1440.654238 sec): 3 clusters Score: Raw -1841095.879592 + Penalty 958.097435 = -1840137.782157 nChanged 360 SP:Iteration 57Q (1440.697172 sec): 3 clusters Score: Raw -1841154.765325 + Penalty 958.097435 = -1840196.667890 nChanged 358 SP:Iteration 58Q (1440.740238 sec): 3 clusters Score: Raw -1841217.137426 + Penalty 958.097435 = -1840259.039991 nChanged 384 SP:Iteration 59Q (1440.783034 sec): 3 clusters Score: Raw -1841289.118702 + Penalty 958.097435 = -1840331.021267 nChanged 388 SP:Iteration 60F (1440.826186 sec): 3 clusters Score: Raw -1841366.287625 + Penalty 958.097435 = -1840408.190190 nChanged 410 SP:Iteration 61Q (1440.869655 sec): 3 clusters Score: Raw -1841452.470610 + Penalty 958.097435 = -1840494.373175 nChanged 424 SP:Iteration 62Q (1440.912322 sec): 3 clusters Score: Raw -1841539.450243 + Penalty 958.097435 = -1840581.352809 nChanged 425 SP:Iteration 63Q (1440.955457 sec): 3 clusters Score: Raw -1841631.648333 + Penalty 958.097435 = -1840673.550898 nChanged 427 SP:Iteration 64Q (1440.998413 sec): 3 clusters Score: Raw -1841725.311198 + Penalty 958.097435 = -1840767.213763 nChanged 420 SP:Iteration 65Q (1441.041212 sec): 3 clusters Score: Raw -1841821.132197 + Penalty 958.097435 = -1840863.034762 nChanged 444 SP:Iteration 66Q (1441.084277 sec): 3 clusters Score: Raw -1841917.821623 + Penalty 958.097435 = -1840959.724188 nChanged 443 SP:Iteration 67Q (1441.126796 sec): 3 clusters Score: Raw -1842017.407335 + Penalty 958.097435 = -1841059.309900 nChanged 423 SP:Iteration 68Q (1441.169676 sec): 3 clusters Score: Raw -1842115.536052 + Penalty 958.097435 = -1841157.438617 nChanged 433 SP:Iteration 69Q (1441.212195 sec): 3 clusters Score: Raw -1842224.292544 + Penalty 958.097435 = -1841266.195109 nChanged 436 SP:Iteration 70Q (1441.254554 sec): 3 clusters Score: Raw -1842339.987707 + Penalty 958.097435 = -1841381.890272 nChanged 487 SP:Iteration 71Q (1441.297346 sec): 3 clusters Score: Raw -1842481.895185 + Penalty 958.097435 = -1841523.797750 nChanged 509 SP:Iteration 72Q (1441.339923 sec): 3 clusters Score: Raw -1842635.900366 + Penalty 958.097435 = -1841677.802931 nChanged 501 SP:Iteration 73Q (1441.382480 sec): 3 clusters Score: Raw -1842794.956259 + Penalty 958.097435 = -1841836.858824 nChanged 473 SP:Iteration 74Q (1441.424903 sec): 3 clusters Score: Raw -1842945.261776 + Penalty 958.097435 = -1841987.164341 nChanged 455 SP:Iteration 75Q (1441.467176 sec): 3 clusters Score: Raw -1843106.516406 + Penalty 958.097435 = -1842148.418971 nChanged 491 SP:Iteration 76Q (1441.509394 sec): 3 clusters Score: Raw -1843301.669543 + Penalty 958.097435 = -1842343.572108 nChanged 497 SP:Iteration 77Q (1441.551401 sec): 3 clusters Score: Raw -1843500.345470 + Penalty 958.097435 = -1842542.248035 nChanged 479 SP:Iteration 78Q (1441.593514 sec): 3 clusters Score: Raw -1843697.094014 + Penalty 958.097435 = -1842738.996579 nChanged 445 SP:Iteration 79Q (1441.635146 sec): 3 clusters Score: Raw -1843876.480879 + Penalty 958.097435 = -1842918.383444 nChanged 405 SP:Iteration 80F (1441.678450 sec): 3 clusters Score: Raw -1844056.377709 + Penalty 958.097435 = -1843098.280274 nChanged 407 SP:Iteration 81Q (1441.720236 sec): 3 clusters Score: Raw -1844238.353586 + Penalty 958.097435 = -1843280.256151 nChanged 379 SP:Iteration 82Q (1441.761615 sec): 3 clusters Score: Raw -1844425.163332 + Penalty 958.097435 = -1843467.065897 nChanged 317 SP:Iteration 83Q (1441.802818 sec): 3 clusters Score: Raw -1844580.823415 + Penalty 958.097435 = -1843622.725980 nChanged 291 SP:Iteration 84Q (1441.843799 sec): 3 clusters Score: Raw -1844719.109063 + Penalty 958.097435 = -1843761.011628 nChanged 247 SP:Iteration 85Q (1441.884784 sec): 3 clusters Score: Raw -1844837.437316 + Penalty 958.097435 = -1843879.339881 nChanged 224 SP:Iteration 86Q (1441.925571 sec): 3 clusters Score: Raw -1844953.399045 + Penalty 958.097435 = -1843995.301610 nChanged 201 SP:Iteration 87Q (1441.965791 sec): 3 clusters Score: Raw -1845060.666562 + Penalty 958.097435 = -1844102.569127 nChanged 154 SP:Iteration 88Q (1442.005615 sec): 3 clusters Score: Raw -1845143.959005 + Penalty 958.097435 = -1844185.861570 nChanged 140 SP:Iteration 89Q (1442.046384 sec): 3 clusters Score: Raw -1845219.914630 + Penalty 958.097435 = -1844261.817195 nChanged 113 SP:Iteration 90Q (1442.086331 sec): 3 clusters Score: Raw -1845285.719841 + Penalty 958.097435 = -1844327.622406 nChanged 76 SP:Iteration 91Q (1442.126337 sec): 3 clusters Score: Raw -1845323.723395 + Penalty 958.097435 = -1844365.625960 nChanged 56 SP:Iteration 92Q (1442.166476 sec): 3 clusters Score: Raw -1845358.706731 + Penalty 958.097435 = -1844400.609297 nChanged 43 SP:Iteration 93Q (1442.206460 sec): 3 clusters Score: Raw -1845385.406882 + Penalty 958.097435 = -1844427.309447 nChanged 37 SP:Iteration 94Q (1442.246280 sec): 3 clusters Score: Raw -1845410.716871 + Penalty 958.097435 = -1844452.619436 nChanged 22 SP:Iteration 95Q (1442.286197 sec): 3 clusters Score: Raw -1845428.621802 + Penalty 958.097435 = -1844470.524367 nChanged 20 SP:Iteration 96Q (1442.326140 sec): 3 clusters Score: Raw -1845438.739646 + Penalty 958.097435 = -1844480.642211 nChanged 16 SP:Iteration 97Q (1442.366993 sec): 3 clusters Score: Raw -1845445.792814 + Penalty 958.097435 = -1844487.695379 nChanged 10 SP:Iteration 98Q (1442.406936 sec): 3 clusters Score: Raw -1845450.759286 + Penalty 958.097435 = -1844492.661851 nChanged 10 SP:Iteration 99Q (1442.446822 sec): 3 clusters Score: Raw -1845455.947026 + Penalty 958.097435 = -1844497.849591 nChanged 9 SP:Iteration 100F (1442.489592 sec): 3 clusters Score: Raw -1845460.421381 + Penalty 958.097435 = -1844502.323946 nChanged 8 SP:Iteration 101Q (1442.529630 sec): 3 clusters Score: Raw -1845464.266838 + Penalty 958.097435 = -1844506.169403 nChanged 6 SP:Iteration 102Q (1442.570858 sec): 3 clusters Score: Raw -1845466.714349 + Penalty 958.097435 = -1844508.616914 nChanged 5 SP:Iteration 103Q (1442.616903 sec): 3 clusters Score: Raw -1845469.192815 + Penalty 958.097435 = -1844511.095380 nChanged 6 SP:Iteration 104Q (1442.655997 sec): 3 clusters Score: Raw -1845471.888214 + Penalty 958.097435 = -1844513.790779 nChanged 5 SP:Iteration 105Q (1442.716849 sec): 3 clusters Score: Raw -1845473.907602 + Penalty 958.097435 = -1844515.810167 nChanged 1 SP:Iteration 106Q (1442.757301 sec): 3 clusters Score: Raw -1845474.362373 + Penalty 958.097435 = -1844516.264938 nChanged 0 SP:Iteration 107F (1442.800386 sec): 3 clusters Score: Raw -1845474.362373 + Penalty 958.097435 = -1844516.264938 nChanged 0 Trying to split cluster 5 (15454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.818082 sec): 2 clusters Score: Raw -681701.902763 + Penalty 438.875853 = -681263.026910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.844386 sec): 3 clusters Score: Raw -671780.515921 + Penalty 877.751707 = -670902.764215 nChanged 7323 SP:Iteration 1F (1442.869429 sec): 3 clusters Score: Raw -676141.525463 + Penalty 877.751707 = -675263.773757 nChanged 977 SP:Iteration 2F (1442.894292 sec): 3 clusters Score: Raw -676806.173176 + Penalty 877.751707 = -675928.421470 nChanged 1065 SP:Iteration 3F (1442.919402 sec): 3 clusters Score: Raw -677724.331880 + Penalty 877.751707 = -676846.580174 nChanged 1050 SP:Iteration 4F (1442.944332 sec): 3 clusters Score: Raw -678773.797859 + Penalty 877.751707 = -677896.046152 nChanged 1070 SP:Iteration 5F (1442.969285 sec): 3 clusters Score: Raw -679661.885266 + Penalty 877.751707 = -678784.133559 nChanged 903 SP:Iteration 6F (1442.994279 sec): 3 clusters Score: Raw -680280.532531 + Penalty 877.751707 = -679402.780825 nChanged 737 SP:Iteration 7Q (1443.022528 sec): 3 clusters Score: Raw -680682.063714 + Penalty 877.751707 = -679804.312008 nChanged 538 SP:Iteration 8Q (1443.047155 sec): 3 clusters Score: Raw -680897.043027 + Penalty 877.751707 = -680019.291320 nChanged 356 SP:Iteration 9Q (1443.071807 sec): 3 clusters Score: Raw -681016.396521 + Penalty 877.751707 = -680138.644814 nChanged 258 SP:Iteration 10Q (1443.096540 sec): 3 clusters Score: Raw -681089.766683 + Penalty 877.751707 = -680212.014977 nChanged 211 SP:Iteration 11Q (1443.121279 sec): 3 clusters Score: Raw -681142.572069 + Penalty 877.751707 = -680264.820362 nChanged 181 SP:Iteration 12Q (1443.145895 sec): 3 clusters Score: Raw -681190.532469 + Penalty 877.751707 = -680312.780762 nChanged 174 SP:Iteration 13Q (1443.170495 sec): 3 clusters Score: Raw -681238.651639 + Penalty 877.751707 = -680360.899933 nChanged 173 SP:Iteration 14Q (1443.195181 sec): 3 clusters Score: Raw -681286.781235 + Penalty 877.751707 = -680409.029528 nChanged 176 SP:Iteration 15Q (1443.219834 sec): 3 clusters Score: Raw -681345.331940 + Penalty 877.751707 = -680467.580234 nChanged 190 SP:Iteration 16Q (1443.244527 sec): 3 clusters Score: Raw -681426.529462 + Penalty 877.751707 = -680548.777755 nChanged 193 SP:Iteration 17Q (1443.269150 sec): 3 clusters Score: Raw -681502.873176 + Penalty 877.751707 = -680625.121469 nChanged 163 SP:Iteration 18Q (1443.293852 sec): 3 clusters Score: Raw -681549.675429 + Penalty 877.751707 = -680671.923723 nChanged 117 SP:Iteration 19Q (1443.318563 sec): 3 clusters Score: Raw -681579.926977 + Penalty 877.751707 = -680702.175270 nChanged 116 SP:Iteration 20F (1443.343602 sec): 3 clusters Score: Raw -681626.747026 + Penalty 877.751707 = -680748.995319 nChanged 118 SP:Iteration 21Q (1443.368464 sec): 3 clusters Score: Raw -681672.609739 + Penalty 877.751707 = -680794.858033 nChanged 124 SP:Iteration 22Q (1443.393096 sec): 3 clusters Score: Raw -681718.653834 + Penalty 877.751707 = -680840.902127 nChanged 124 SP:Iteration 23Q (1443.417977 sec): 3 clusters Score: Raw -681757.265761 + Penalty 877.751707 = -680879.514055 nChanged 104 SP:Iteration 24Q (1443.442735 sec): 3 clusters Score: Raw -681784.958122 + Penalty 877.751707 = -680907.206415 nChanged 112 SP:Iteration 25Q (1443.467605 sec): 3 clusters Score: Raw -681808.297025 + Penalty 877.751707 = -680930.545318 nChanged 107 SP:Iteration 26Q (1443.492441 sec): 3 clusters Score: Raw -681827.166609 + Penalty 877.751707 = -680949.414902 nChanged 84 SP:Iteration 27Q (1443.517162 sec): 3 clusters Score: Raw -681839.060660 + Penalty 877.751707 = -680961.308953 nChanged 71 SP:Iteration 28Q (1443.542018 sec): 3 clusters Score: Raw -681848.275313 + Penalty 877.751707 = -680970.523606 nChanged 60 SP:Iteration 29Q (1443.566635 sec): 3 clusters Score: Raw -681854.270359 + Penalty 877.751707 = -680976.518652 nChanged 51 SP:Iteration 30Q (1443.591399 sec): 3 clusters Score: Raw -681858.800888 + Penalty 877.751707 = -680981.049181 nChanged 46 SP:Iteration 31Q (1443.616130 sec): 3 clusters Score: Raw -681863.046620 + Penalty 877.751707 = -680985.294914 nChanged 54 SP:Iteration 32Q (1443.640891 sec): 3 clusters Score: Raw -681868.472186 + Penalty 877.751707 = -680990.720480 nChanged 62 SP:Iteration 33Q (1443.665708 sec): 3 clusters Score: Raw -681874.830819 + Penalty 877.751707 = -680997.079112 nChanged 57 SP:Iteration 34Q (1443.690450 sec): 3 clusters Score: Raw -681878.952453 + Penalty 877.751707 = -681001.200746 nChanged 34 SP:Iteration 35Q (1443.715163 sec): 3 clusters Score: Raw -681881.257598 + Penalty 877.751707 = -681003.505892 nChanged 34 SP:Iteration 36Q (1443.739795 sec): 3 clusters Score: Raw -681883.659783 + Penalty 877.751707 = -681005.908076 nChanged 41 SP:Iteration 37Q (1443.764445 sec): 3 clusters Score: Raw -681887.052796 + Penalty 877.751707 = -681009.301090 nChanged 49 SP:Iteration 38Q (1443.789122 sec): 3 clusters Score: Raw -681891.761974 + Penalty 877.751707 = -681014.010268 nChanged 52 SP:Iteration 39Q (1443.813853 sec): 3 clusters Score: Raw -681897.967666 + Penalty 877.751707 = -681020.215960 nChanged 62 SP:Iteration 40F (1443.838827 sec): 3 clusters Score: Raw -681905.689843 + Penalty 877.751707 = -681027.938137 nChanged 64 SP:Iteration 41Q (1443.863855 sec): 3 clusters Score: Raw -681913.379023 + Penalty 877.751707 = -681035.627316 nChanged 64 SP:Iteration 42Q (1443.888838 sec): 3 clusters Score: Raw -681921.443747 + Penalty 877.751707 = -681043.692040 nChanged 69 SP:Iteration 43Q (1443.913747 sec): 3 clusters Score: Raw -681929.964866 + Penalty 877.751707 = -681052.213159 nChanged 61 SP:Iteration 44Q (1443.938635 sec): 3 clusters Score: Raw -681937.592433 + Penalty 877.751707 = -681059.840726 nChanged 61 SP:Iteration 45Q (1443.963564 sec): 3 clusters Score: Raw -681944.561214 + Penalty 877.751707 = -681066.809507 nChanged 60 SP:Iteration 46Q (1443.988901 sec): 3 clusters Score: Raw -681951.795980 + Penalty 877.751707 = -681074.044274 nChanged 53 SP:Iteration 47Q (1444.013902 sec): 3 clusters Score: Raw -681957.121406 + Penalty 877.751707 = -681079.369700 nChanged 48 SP:Iteration 48Q (1444.038888 sec): 3 clusters Score: Raw -681962.532098 + Penalty 877.751707 = -681084.780391 nChanged 54 SP:Iteration 49Q (1444.063886 sec): 3 clusters Score: Raw -681968.265514 + Penalty 877.751707 = -681090.513808 nChanged 57 SP:Iteration 50Q (1444.088802 sec): 3 clusters Score: Raw -681973.703283 + Penalty 877.751707 = -681095.951576 nChanged 43 SP:Iteration 51Q (1444.113663 sec): 3 clusters Score: Raw -681977.543438 + Penalty 877.751707 = -681099.791732 nChanged 38 SP:Iteration 52Q (1444.138489 sec): 3 clusters Score: Raw -681980.711529 + Penalty 877.751707 = -681102.959822 nChanged 39 SP:Iteration 53Q (1444.163247 sec): 3 clusters Score: Raw -681983.349137 + Penalty 877.751707 = -681105.597431 nChanged 33 SP:Iteration 54Q (1444.188330 sec): 3 clusters Score: Raw -681985.451295 + Penalty 877.751707 = -681107.699589 nChanged 31 SP:Iteration 55Q (1444.213172 sec): 3 clusters Score: Raw -681987.127613 + Penalty 877.751707 = -681109.375906 nChanged 16 SP:Iteration 56Q (1444.237970 sec): 3 clusters Score: Raw -681987.801508 + Penalty 877.751707 = -681110.049801 nChanged 13 SP:Iteration 57Q (1444.262746 sec): 3 clusters Score: Raw -681988.343873 + Penalty 877.751707 = -681110.592167 nChanged 18 SP:Iteration 58Q (1444.287601 sec): 3 clusters Score: Raw -681989.288725 + Penalty 877.751707 = -681111.537018 nChanged 23 SP:Iteration 59Q (1444.312550 sec): 3 clusters Score: Raw -681991.012479 + Penalty 877.751707 = -681113.260773 nChanged 22 SP:Iteration 60F (1444.337612 sec): 3 clusters Score: Raw -681992.065732 + Penalty 877.751707 = -681114.314026 nChanged 15 SP:Iteration 61Q (1444.362806 sec): 3 clusters Score: Raw -681992.699514 + Penalty 877.751707 = -681114.947808 nChanged 14 SP:Iteration 62Q (1444.387706 sec): 3 clusters Score: Raw -681993.316488 + Penalty 877.751707 = -681115.564781 nChanged 18 SP:Iteration 63Q (1444.412637 sec): 3 clusters Score: Raw -681994.068159 + Penalty 877.751707 = -681116.316452 nChanged 19 SP:Iteration 64Q (1444.437650 sec): 3 clusters Score: Raw -681995.050334 + Penalty 877.751707 = -681117.298627 nChanged 17 SP:Iteration 65Q (1444.462634 sec): 3 clusters Score: Raw -681995.850516 + Penalty 877.751707 = -681118.098809 nChanged 15 SP:Iteration 66Q (1444.487651 sec): 3 clusters Score: Raw -681996.746062 + Penalty 877.751707 = -681118.994356 nChanged 26 SP:Iteration 67Q (1444.512626 sec): 3 clusters Score: Raw -681998.455045 + Penalty 877.751707 = -681120.703339 nChanged 21 SP:Iteration 68Q (1444.537606 sec): 3 clusters Score: Raw -681999.613794 + Penalty 877.751707 = -681121.862087 nChanged 11 SP:Iteration 69Q (1444.562495 sec): 3 clusters Score: Raw -681999.992963 + Penalty 877.751707 = -681122.241256 nChanged 12 SP:Iteration 70Q (1444.587513 sec): 3 clusters Score: Raw -682000.476410 + Penalty 877.751707 = -681122.724703 nChanged 16 SP:Iteration 71Q (1444.612611 sec): 3 clusters Score: Raw -682001.455382 + Penalty 877.751707 = -681123.703675 nChanged 19 SP:Iteration 72Q (1444.637571 sec): 3 clusters Score: Raw -682002.653641 + Penalty 877.751707 = -681124.901934 nChanged 24 SP:Iteration 73Q (1444.662582 sec): 3 clusters Score: Raw -682004.096356 + Penalty 877.751707 = -681126.344649 nChanged 31 SP:Iteration 74Q (1444.687619 sec): 3 clusters Score: Raw -682006.118074 + Penalty 877.751707 = -681128.366368 nChanged 31 SP:Iteration 75Q (1444.712579 sec): 3 clusters Score: Raw -682008.437542 + Penalty 877.751707 = -681130.685836 nChanged 37 SP:Iteration 76Q (1444.737411 sec): 3 clusters Score: Raw -682010.997301 + Penalty 877.751707 = -681133.245594 nChanged 33 SP:Iteration 77Q (1444.762212 sec): 3 clusters Score: Raw -682013.074875 + Penalty 877.751707 = -681135.323168 nChanged 34 SP:Iteration 78Q (1444.787165 sec): 3 clusters Score: Raw -682014.969598 + Penalty 877.751707 = -681137.217891 nChanged 27 SP:Iteration 79Q (1444.812091 sec): 3 clusters Score: Raw -682016.148894 + Penalty 877.751707 = -681138.397188 nChanged 18 SP:Iteration 80F (1444.837185 sec): 3 clusters Score: Raw -682016.782729 + Penalty 877.751707 = -681139.031023 nChanged 12 SP:Iteration 81Q (1444.862061 sec): 3 clusters Score: Raw -682017.243200 + Penalty 877.751707 = -681139.491494 nChanged 8 SP:Iteration 82Q (1444.886932 sec): 3 clusters Score: Raw -682017.502838 + Penalty 877.751707 = -681139.751132 nChanged 12 SP:Iteration 83Q (1444.911954 sec): 3 clusters Score: Raw -682017.857318 + Penalty 877.751707 = -681140.105611 nChanged 8 SP:Iteration 84Q (1444.936758 sec): 3 clusters Score: Raw -682018.100652 + Penalty 877.751707 = -681140.348946 nChanged 6 SP:Iteration 85Q (1444.961562 sec): 3 clusters Score: Raw -682018.239166 + Penalty 877.751707 = -681140.487460 nChanged 2 SP:Iteration 86Q (1444.986460 sec): 3 clusters Score: Raw -682018.314852 + Penalty 877.751707 = -681140.563145 nChanged 1 SP:Iteration 87Q (1445.011248 sec): 3 clusters Score: Raw -682018.336779 + Penalty 877.751707 = -681140.585072 nChanged 0 SP:Iteration 88F (1445.036169 sec): 3 clusters Score: Raw -682018.336779 + Penalty 877.751707 = -681140.585072 nChanged 0 Trying to split cluster 6 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.050850 sec): 2 clusters Score: Raw -168259.891969 + Penalty 378.480572 = -167881.411397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.062888 sec): 3 clusters Score: Raw -165896.685564 + Penalty 756.961144 = -165139.724420 nChanged 1822 SP:Iteration 1F (1445.073661 sec): 3 clusters Score: Raw -167119.489624 + Penalty 756.961144 = -166362.528480 nChanged 383 SP:Iteration 2F (1445.084399 sec): 3 clusters Score: Raw -167415.311544 + Penalty 756.961144 = -166658.350400 nChanged 301 SP:Iteration 3F (1445.095148 sec): 3 clusters Score: Raw -167673.625551 + Penalty 756.961144 = -166916.664407 nChanged 281 SP:Iteration 4F (1445.105861 sec): 3 clusters Score: Raw -167881.509903 + Penalty 756.961144 = -167124.548759 nChanged 244 SP:Iteration 5F (1445.116541 sec): 3 clusters Score: Raw -168050.824972 + Penalty 756.961144 = -167293.863828 nChanged 203 SP:Iteration 6Q (1445.127266 sec): 3 clusters Score: Raw -168168.617296 + Penalty 756.961144 = -167411.656152 nChanged 161 SP:Iteration 7Q (1445.137966 sec): 3 clusters Score: Raw -168260.970422 + Penalty 756.961144 = -167504.009278 nChanged 128 SP:Iteration 8Q (1445.148668 sec): 3 clusters Score: Raw -168334.397867 + Penalty 756.961144 = -167577.436723 nChanged 98 SP:Iteration 9Q (1445.159377 sec): 3 clusters Score: Raw -168394.572109 + Penalty 756.961144 = -167637.610965 nChanged 87 SP:Iteration 10Q (1445.170119 sec): 3 clusters Score: Raw -168443.385628 + Penalty 756.961144 = -167686.424484 nChanged 82 SP:Iteration 11Q (1445.180819 sec): 3 clusters Score: Raw -168493.873383 + Penalty 756.961144 = -167736.912239 nChanged 86 SP:Iteration 12Q (1445.191529 sec): 3 clusters Score: Raw -168547.823786 + Penalty 756.961144 = -167790.862642 nChanged 55 SP:Iteration 13Q (1445.202217 sec): 3 clusters Score: Raw -168590.939729 + Penalty 756.961144 = -167833.978585 nChanged 29 SP:Iteration 14Q (1445.212876 sec): 3 clusters Score: Raw -168620.219758 + Penalty 756.961144 = -167863.258614 nChanged 22 SP:Iteration 15Q (1445.223532 sec): 3 clusters Score: Raw -168633.063690 + Penalty 756.961144 = -167876.102546 nChanged 17 SP:Iteration 16Q (1445.234180 sec): 3 clusters Score: Raw -168636.833742 + Penalty 756.961144 = -167879.872598 nChanged 11 SP:Iteration 17Q (1445.244780 sec): 3 clusters Score: Raw -168640.313158 + Penalty 756.961144 = -167883.352014 nChanged 12 SP:Iteration 18Q (1445.255377 sec): 3 clusters Score: Raw -168643.411310 + Penalty 756.961144 = -167886.450166 nChanged 8 SP:Iteration 19Q (1445.265950 sec): 3 clusters Score: Raw -168645.549301 + Penalty 756.961144 = -167888.588157 nChanged 9 SP:Iteration 20F (1445.276600 sec): 3 clusters Score: Raw -168648.022301 + Penalty 756.961144 = -167891.061158 nChanged 6 SP:Iteration 21Q (1445.287151 sec): 3 clusters Score: Raw -168648.643126 + Penalty 756.961144 = -167891.681983 nChanged 3 SP:Iteration 22Q (1445.297695 sec): 3 clusters Score: Raw -168648.886267 + Penalty 756.961144 = -167891.925123 nChanged 2 SP:Iteration 23Q (1445.308234 sec): 3 clusters Score: Raw -168649.017198 + Penalty 756.961144 = -167892.056054 nChanged 1 SP:Iteration 24Q (1445.318796 sec): 3 clusters Score: Raw -168649.087666 + Penalty 756.961144 = -167892.126522 nChanged 1 SP:Iteration 25Q (1445.329334 sec): 3 clusters Score: Raw -168649.392300 + Penalty 756.961144 = -167892.431156 nChanged 3 SP:Iteration 26Q (1445.339855 sec): 3 clusters Score: Raw -168649.882142 + Penalty 756.961144 = -167892.920998 nChanged 4 SP:Iteration 27Q (1445.350446 sec): 3 clusters Score: Raw -168650.734858 + Penalty 756.961144 = -167893.773714 nChanged 1 SP:Iteration 28Q (1445.360975 sec): 3 clusters Score: Raw -168650.781487 + Penalty 756.961144 = -167893.820343 nChanged 0 SP:Iteration 29F (1445.371587 sec): 3 clusters Score: Raw -168650.781487 + Penalty 756.961144 = -167893.820343 nChanged 0 Score: Raw -13972792.536494 + Penalty 16680.848952 = -13956111.687541 Splitting cluster 6 changes total score from -13956295.999711 to -13956111.687541 So it's not getting split. Trying to split cluster 7 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1448.280662 sec): 2 clusters Score: Raw -9379.261986 + Penalty 255.892797 = -9123.369189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.282071 sec): 3 clusters Score: Raw -9325.338974 + Penalty 511.785593 = -8813.553381 nChanged 90 SP:Iteration 1F (1448.283282 sec): 3 clusters Score: Raw -9458.996988 + Penalty 511.785593 = -8947.211395 nChanged 24 SP:Iteration 2F (1448.284482 sec): 3 clusters Score: Raw -9491.445263 + Penalty 511.785593 = -8979.659670 nChanged 7 SP:Iteration 3Q (1448.285676 sec): 3 clusters Score: Raw -9500.464523 + Penalty 511.785593 = -8988.678930 nChanged 6 SP:Iteration 4Q (1448.286856 sec): 3 clusters Score: Raw -9503.271022 + Penalty 511.785593 = -8991.485429 nChanged 2 SP:Iteration 5Q (1448.288037 sec): 3 clusters Score: Raw -9504.220083 + Penalty 511.785593 = -8992.434490 nChanged 2 SP:Iteration 6Q (1448.289211 sec): 3 clusters Score: Raw -9504.773517 + Penalty 511.785593 = -8992.987924 nChanged 0 SP:Iteration 7F (1448.290392 sec): 3 clusters Score: Raw -9504.773517 + Penalty 511.785593 = -8992.987924 nChanged 0 Trying to split cluster 8 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1448.294864 sec): 2 clusters Score: Raw -4902.504726 + Penalty 230.920409 = -4671.584317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.295912 sec): 3 clusters Score: Raw -4922.964396 + Penalty 461.840817 = -4461.123579 nChanged 44 SP:Iteration 1F (1448.296817 sec): 3 clusters Score: Raw -4992.670900 + Penalty 461.840817 = -4530.830082 nChanged 6 SP:Iteration 2Q (1448.297709 sec): 3 clusters Score: Raw -5003.691983 + Penalty 461.840817 = -4541.851166 nChanged 3 SP:Iteration 3Q (1448.298602 sec): 3 clusters Score: Raw -5009.954365 + Penalty 461.840817 = -4548.113548 nChanged 3 SP:Iteration 4Q (1448.299489 sec): 3 clusters Score: Raw -5013.478148 + Penalty 461.840817 = -4551.637331 nChanged 2 SP:Iteration 5Q (1448.300373 sec): 3 clusters Score: Raw -5015.676478 + Penalty 461.840817 = -4553.835661 nChanged 2 SP:Iteration 6Q (1448.301260 sec): 3 clusters Score: Raw -5018.642546 + Penalty 461.840817 = -4556.801729 nChanged 2 SP:Iteration 7Q (1448.302144 sec): 3 clusters Score: Raw -5025.994070 + Penalty 461.840817 = -4564.153253 nChanged 2 SP:Iteration 8Q (1448.303033 sec): 3 clusters Score: Raw -5032.527856 + Penalty 461.840817 = -4570.687039 nChanged 2 SP:Iteration 9Q (1448.303916 sec): 3 clusters Score: Raw -5035.485934 + Penalty 461.840817 = -4573.645117 nChanged 3 SP:Iteration 10Q (1448.304802 sec): 3 clusters Score: Raw -5042.857012 + Penalty 461.840817 = -4581.016194 nChanged 1 SP:Iteration 11Q (1448.305682 sec): 3 clusters Score: Raw -5046.585649 + Penalty 461.840817 = -4584.744831 nChanged 2 SP:Iteration 12Q (1448.306570 sec): 3 clusters Score: Raw -5052.287362 + Penalty 461.840817 = -4590.446545 nChanged 2 SP:Iteration 13Q (1448.307456 sec): 3 clusters Score: Raw -5054.469365 + Penalty 461.840817 = -4592.628547 nChanged 4 SP:Iteration 14Q (1448.308335 sec): 3 clusters Score: Raw -5066.935267 + Penalty 461.840817 = -4605.094450 nChanged 6 SP:Iteration 15Q (1448.309213 sec): 3 clusters Score: Raw -5085.616065 + Penalty 461.840817 = -4623.775248 nChanged 2 SP:Iteration 16Q (1448.310094 sec): 3 clusters Score: Raw -5088.077804 + Penalty 461.840817 = -4626.236986 nChanged 3 SP:Iteration 17Q (1448.310974 sec): 3 clusters Score: Raw -5094.272672 + Penalty 461.840817 = -4632.431855 nChanged 4 SP:Iteration 18Q (1448.311858 sec): 3 clusters Score: Raw -5101.603031 + Penalty 461.840817 = -4639.762213 nChanged 5 SP:Iteration 19Q (1448.312746 sec): 3 clusters Score: Raw -5112.912934 + Penalty 461.840817 = -4651.072117 nChanged 2 SP:Iteration 20F (1448.313636 sec): 3 clusters Score: Raw -5121.540199 + Penalty 461.840817 = -4659.699381 nChanged 2 SP:Iteration 21Q (1448.314515 sec): 3 clusters Score: Raw -5149.332410 + Penalty 461.840817 = -4687.491593 nChanged 2 SP:Iteration 22Q (1448.315393 sec): 3 clusters Score: Raw -5215.140719 + Penalty 461.840817 = -4753.299902 nChanged 1 SP:Iteration 23Q (1448.316266 sec): 3 clusters Score: Raw -5215.973633 + Penalty 461.840817 = -4754.132816 nChanged 0 SP:Iteration 24F (1448.317157 sec): 3 clusters Score: Raw -5215.973633 + Penalty 461.840817 = -4754.132816 nChanged 0 Score: Raw -13972715.115882 + Penalty 16680.848952 = -13956034.266930 Splitting cluster 8 changes total score from -13956295.999711 to -13956034.266930 So it's not getting split. Trying to split cluster 9 (24018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.233801 sec): 2 clusters Score: Raw -1165217.418688 + Penalty 458.938427 = -1164758.480262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.268095 sec): 3 clusters Score: Raw -1149791.587859 + Penalty 917.876853 = -1148873.711006 nChanged 11453 SP:Iteration 1F (1451.299132 sec): 3 clusters Score: Raw -1157839.049137 + Penalty 917.876853 = -1156921.172284 nChanged 1872 SP:Iteration 2F (1451.330609 sec): 3 clusters Score: Raw -1159187.442527 + Penalty 917.876853 = -1158269.565674 nChanged 1923 SP:Iteration 3F (1451.361967 sec): 3 clusters Score: Raw -1160712.625856 + Penalty 917.876853 = -1159794.749002 nChanged 1770 SP:Iteration 4F (1451.393536 sec): 3 clusters Score: Raw -1162122.289053 + Penalty 917.876853 = -1161204.412199 nChanged 1396 SP:Iteration 5F (1451.424993 sec): 3 clusters Score: Raw -1163173.821249 + Penalty 917.876853 = -1162255.944396 nChanged 1072 SP:Iteration 6Q (1451.457250 sec): 3 clusters Score: Raw -1163954.758615 + Penalty 917.876853 = -1163036.881762 nChanged 817 SP:Iteration 7Q (1451.489006 sec): 3 clusters Score: Raw -1164446.161997 + Penalty 917.876853 = -1163528.285143 nChanged 509 SP:Iteration 8Q (1451.520319 sec): 3 clusters Score: Raw -1164678.855972 + Penalty 917.876853 = -1163760.979119 nChanged 330 SP:Iteration 9Q (1451.551461 sec): 3 clusters Score: Raw -1164808.898985 + Penalty 917.876853 = -1163891.022132 nChanged 258 SP:Iteration 10Q (1451.582590 sec): 3 clusters Score: Raw -1164911.089909 + Penalty 917.876853 = -1163993.213056 nChanged 245 SP:Iteration 11Q (1451.613579 sec): 3 clusters Score: Raw -1165009.017451 + Penalty 917.876853 = -1164091.140598 nChanged 242 SP:Iteration 12Q (1451.644449 sec): 3 clusters Score: Raw -1165119.017603 + Penalty 917.876853 = -1164201.140750 nChanged 245 SP:Iteration 13Q (1451.675341 sec): 3 clusters Score: Raw -1165221.114644 + Penalty 917.876853 = -1164303.237791 nChanged 233 SP:Iteration 14Q (1451.706296 sec): 3 clusters Score: Raw -1165309.373403 + Penalty 917.876853 = -1164391.496550 nChanged 192 SP:Iteration 15Q (1451.737124 sec): 3 clusters Score: Raw -1165372.394018 + Penalty 917.876853 = -1164454.517165 nChanged 166 SP:Iteration 16Q (1451.768086 sec): 3 clusters Score: Raw -1165415.195581 + Penalty 917.876853 = -1164497.318728 nChanged 143 SP:Iteration 17Q (1451.798996 sec): 3 clusters Score: Raw -1165442.141369 + Penalty 917.876853 = -1164524.264516 nChanged 114 SP:Iteration 18Q (1451.829899 sec): 3 clusters Score: Raw -1165460.683600 + Penalty 917.876853 = -1164542.806747 nChanged 96 SP:Iteration 19Q (1451.860744 sec): 3 clusters Score: Raw -1165472.828800 + Penalty 917.876853 = -1164554.951946 nChanged 81 SP:Iteration 20F (1451.892276 sec): 3 clusters Score: Raw -1165482.468560 + Penalty 917.876853 = -1164564.591706 nChanged 77 SP:Iteration 21Q (1451.923286 sec): 3 clusters Score: Raw -1165490.667795 + Penalty 917.876853 = -1164572.790942 nChanged 64 SP:Iteration 22Q (1451.954099 sec): 3 clusters Score: Raw -1165497.574454 + Penalty 917.876853 = -1164579.697600 nChanged 58 SP:Iteration 23Q (1451.985044 sec): 3 clusters Score: Raw -1165503.041088 + Penalty 917.876853 = -1164585.164234 nChanged 47 SP:Iteration 24Q (1452.015838 sec): 3 clusters Score: Raw -1165507.242600 + Penalty 917.876853 = -1164589.365746 nChanged 60 SP:Iteration 25Q (1452.046636 sec): 3 clusters Score: Raw -1165513.039529 + Penalty 917.876853 = -1164595.162676 nChanged 58 SP:Iteration 26Q (1452.077658 sec): 3 clusters Score: Raw -1165519.081954 + Penalty 917.876853 = -1164601.205100 nChanged 75 SP:Iteration 27Q (1452.108597 sec): 3 clusters Score: Raw -1165527.051139 + Penalty 917.876853 = -1164609.174286 nChanged 69 SP:Iteration 28Q (1452.139301 sec): 3 clusters Score: Raw -1165534.490492 + Penalty 917.876853 = -1164616.613639 nChanged 69 SP:Iteration 29Q (1452.170152 sec): 3 clusters Score: Raw -1165542.018272 + Penalty 917.876853 = -1164624.141418 nChanged 72 SP:Iteration 30Q (1452.200864 sec): 3 clusters Score: Raw -1165549.710807 + Penalty 917.876853 = -1164631.833953 nChanged 57 SP:Iteration 31Q (1452.231639 sec): 3 clusters Score: Raw -1165555.662089 + Penalty 917.876853 = -1164637.785236 nChanged 50 SP:Iteration 32Q (1452.262285 sec): 3 clusters Score: Raw -1165560.181783 + Penalty 917.876853 = -1164642.304930 nChanged 45 SP:Iteration 33Q (1452.293101 sec): 3 clusters Score: Raw -1165563.887183 + Penalty 917.876853 = -1164646.010329 nChanged 41 SP:Iteration 34Q (1452.323851 sec): 3 clusters Score: Raw -1165566.852976 + Penalty 917.876853 = -1164648.976123 nChanged 41 SP:Iteration 35Q (1452.354678 sec): 3 clusters Score: Raw -1165570.611037 + Penalty 917.876853 = -1164652.734183 nChanged 57 SP:Iteration 36Q (1452.385294 sec): 3 clusters Score: Raw -1165575.561855 + Penalty 917.876853 = -1164657.685001 nChanged 44 SP:Iteration 37Q (1452.415974 sec): 3 clusters Score: Raw -1165578.594643 + Penalty 917.876853 = -1164660.717790 nChanged 38 SP:Iteration 38Q (1452.446621 sec): 3 clusters Score: Raw -1165581.299365 + Penalty 917.876853 = -1164663.422511 nChanged 37 SP:Iteration 39Q (1452.477408 sec): 3 clusters Score: Raw -1165583.981099 + Penalty 917.876853 = -1164666.104246 nChanged 34 SP:Iteration 40F (1452.508825 sec): 3 clusters Score: Raw -1165586.288623 + Penalty 917.876853 = -1164668.411769 nChanged 29 SP:Iteration 41Q (1452.539628 sec): 3 clusters Score: Raw -1165587.865899 + Penalty 917.876853 = -1164669.989046 nChanged 22 SP:Iteration 42Q (1452.570231 sec): 3 clusters Score: Raw -1165588.995216 + Penalty 917.876853 = -1164671.118363 nChanged 25 SP:Iteration 43Q (1452.600912 sec): 3 clusters Score: Raw -1165590.269518 + Penalty 917.876853 = -1164672.392665 nChanged 24 SP:Iteration 44Q (1452.631646 sec): 3 clusters Score: Raw -1165591.325522 + Penalty 917.876853 = -1164673.448669 nChanged 23 SP:Iteration 45Q (1452.662393 sec): 3 clusters Score: Raw -1165592.495712 + Penalty 917.876853 = -1164674.618858 nChanged 20 SP:Iteration 46Q (1452.692980 sec): 3 clusters Score: Raw -1165593.594658 + Penalty 917.876853 = -1164675.717804 nChanged 18 SP:Iteration 47Q (1452.723751 sec): 3 clusters Score: Raw -1165594.529050 + Penalty 917.876853 = -1164676.652197 nChanged 19 SP:Iteration 48Q (1452.754379 sec): 3 clusters Score: Raw -1165595.325857 + Penalty 917.876853 = -1164677.449004 nChanged 16 SP:Iteration 49Q (1452.785046 sec): 3 clusters Score: Raw -1165595.909203 + Penalty 917.876853 = -1164678.032350 nChanged 13 SP:Iteration 50Q (1452.815673 sec): 3 clusters Score: Raw -1165596.569523 + Penalty 917.876853 = -1164678.692670 nChanged 20 SP:Iteration 51Q (1452.846501 sec): 3 clusters Score: Raw -1165597.361113 + Penalty 917.876853 = -1164679.484260 nChanged 13 SP:Iteration 52Q (1452.877021 sec): 3 clusters Score: Raw -1165597.690359 + Penalty 917.876853 = -1164679.813506 nChanged 12 SP:Iteration 53Q (1452.907779 sec): 3 clusters Score: Raw -1165598.238193 + Penalty 917.876853 = -1164680.361339 nChanged 16 SP:Iteration 54Q (1452.938406 sec): 3 clusters Score: Raw -1165599.360172 + Penalty 917.876853 = -1164681.483319 nChanged 19 SP:Iteration 55Q (1452.969120 sec): 3 clusters Score: Raw -1165600.800983 + Penalty 917.876853 = -1164682.924130 nChanged 15 SP:Iteration 56Q (1452.999630 sec): 3 clusters Score: Raw -1165601.613833 + Penalty 917.876853 = -1164683.736980 nChanged 16 SP:Iteration 57Q (1453.030207 sec): 3 clusters Score: Raw -1165602.222639 + Penalty 917.876853 = -1164684.345786 nChanged 11 SP:Iteration 58Q (1453.060800 sec): 3 clusters Score: Raw -1165602.780631 + Penalty 917.876853 = -1164684.903778 nChanged 11 SP:Iteration 59Q (1453.091409 sec): 3 clusters Score: Raw -1165603.585885 + Penalty 917.876853 = -1164685.709032 nChanged 14 SP:Iteration 60F (1453.122752 sec): 3 clusters Score: Raw -1165604.505430 + Penalty 917.876853 = -1164686.628576 nChanged 13 SP:Iteration 61Q (1453.153712 sec): 3 clusters Score: Raw -1165605.088412 + Penalty 917.876853 = -1164687.211558 nChanged 10 SP:Iteration 62Q (1453.184327 sec): 3 clusters Score: Raw -1165605.439358 + Penalty 917.876853 = -1164687.562505 nChanged 14 SP:Iteration 63Q (1453.214950 sec): 3 clusters Score: Raw -1165605.893869 + Penalty 917.876853 = -1164688.017016 nChanged 10 SP:Iteration 64Q (1453.245475 sec): 3 clusters Score: Raw -1165606.113129 + Penalty 917.876853 = -1164688.236276 nChanged 8 SP:Iteration 65Q (1453.276091 sec): 3 clusters Score: Raw -1165606.410859 + Penalty 917.876853 = -1164688.534006 nChanged 10 SP:Iteration 66Q (1453.306913 sec): 3 clusters Score: Raw -1165606.799195 + Penalty 917.876853 = -1164688.922342 nChanged 10 SP:Iteration 67Q (1453.337481 sec): 3 clusters Score: Raw -1165607.115274 + Penalty 917.876853 = -1164689.238421 nChanged 11 SP:Iteration 68Q (1453.367922 sec): 3 clusters Score: Raw -1165607.495611 + Penalty 917.876853 = -1164689.618758 nChanged 9 SP:Iteration 69Q (1453.398603 sec): 3 clusters Score: Raw -1165607.830115 + Penalty 917.876853 = -1164689.953261 nChanged 12 SP:Iteration 70Q (1453.429242 sec): 3 clusters Score: Raw -1165608.299253 + Penalty 917.876853 = -1164690.422400 nChanged 10 SP:Iteration 71Q (1453.459815 sec): 3 clusters Score: Raw -1165608.577633 + Penalty 917.876853 = -1164690.700780 nChanged 10 SP:Iteration 72Q (1453.490320 sec): 3 clusters Score: Raw -1165608.903092 + Penalty 917.876853 = -1164691.026238 nChanged 10 SP:Iteration 73Q (1453.521044 sec): 3 clusters Score: Raw -1165609.291530 + Penalty 917.876853 = -1164691.414677 nChanged 13 SP:Iteration 74Q (1453.551561 sec): 3 clusters Score: Raw -1165609.778330 + Penalty 917.876853 = -1164691.901477 nChanged 7 SP:Iteration 75Q (1453.582276 sec): 3 clusters Score: Raw -1165609.973082 + Penalty 917.876853 = -1164692.096229 nChanged 6 SP:Iteration 76Q (1453.612817 sec): 3 clusters Score: Raw -1165610.177934 + Penalty 917.876853 = -1164692.301080 nChanged 10 SP:Iteration 77Q (1453.643386 sec): 3 clusters Score: Raw -1165610.540775 + Penalty 917.876853 = -1164692.663922 nChanged 10 SP:Iteration 78Q (1453.673895 sec): 3 clusters Score: Raw -1165610.879514 + Penalty 917.876853 = -1164693.002660 nChanged 10 SP:Iteration 79Q (1453.704537 sec): 3 clusters Score: Raw -1165611.224878 + Penalty 917.876853 = -1164693.348025 nChanged 10 SP:Iteration 80F (1453.735870 sec): 3 clusters Score: Raw -1165611.531397 + Penalty 917.876853 = -1164693.654543 nChanged 9 SP:Iteration 81Q (1453.766576 sec): 3 clusters Score: Raw -1165611.899515 + Penalty 917.876853 = -1164694.022662 nChanged 11 SP:Iteration 82Q (1453.797069 sec): 3 clusters Score: Raw -1165612.265741 + Penalty 917.876853 = -1164694.388888 nChanged 12 SP:Iteration 83Q (1453.827699 sec): 3 clusters Score: Raw -1165612.717914 + Penalty 917.876853 = -1164694.841061 nChanged 9 SP:Iteration 84Q (1453.858216 sec): 3 clusters Score: Raw -1165613.121776 + Penalty 917.876853 = -1164695.244922 nChanged 13 SP:Iteration 85Q (1453.888858 sec): 3 clusters Score: Raw -1165613.635899 + Penalty 917.876853 = -1164695.759046 nChanged 10 SP:Iteration 86Q (1453.919394 sec): 3 clusters Score: Raw -1165614.054576 + Penalty 917.876853 = -1164696.177723 nChanged 10 SP:Iteration 87Q (1453.950042 sec): 3 clusters Score: Raw -1165614.382217 + Penalty 917.876853 = -1164696.505364 nChanged 10 SP:Iteration 88Q (1453.980570 sec): 3 clusters Score: Raw -1165614.951995 + Penalty 917.876853 = -1164697.075142 nChanged 16 SP:Iteration 89Q (1454.011183 sec): 3 clusters Score: Raw -1165616.281535 + Penalty 917.876853 = -1164698.404682 nChanged 19 SP:Iteration 90Q (1454.041709 sec): 3 clusters Score: Raw -1165618.091381 + Penalty 917.876853 = -1164700.214528 nChanged 13 SP:Iteration 91Q (1454.072326 sec): 3 clusters Score: Raw -1165618.902186 + Penalty 917.876853 = -1164701.025332 nChanged 8 SP:Iteration 92Q (1454.102958 sec): 3 clusters Score: Raw -1165619.330498 + Penalty 917.876853 = -1164701.453644 nChanged 9 SP:Iteration 93Q (1454.133568 sec): 3 clusters Score: Raw -1165619.763636 + Penalty 917.876853 = -1164701.886782 nChanged 9 SP:Iteration 94Q (1454.164224 sec): 3 clusters Score: Raw -1165620.184438 + Penalty 917.876853 = -1164702.307584 nChanged 12 SP:Iteration 95Q (1454.194926 sec): 3 clusters Score: Raw -1165620.660320 + Penalty 917.876853 = -1164702.783467 nChanged 8 SP:Iteration 96Q (1454.225330 sec): 3 clusters Score: Raw -1165620.957879 + Penalty 917.876853 = -1164703.081026 nChanged 7 SP:Iteration 97Q (1454.256007 sec): 3 clusters Score: Raw -1165621.108579 + Penalty 917.876853 = -1164703.231725 nChanged 6 SP:Iteration 98Q (1454.286480 sec): 3 clusters Score: Raw -1165621.359133 + Penalty 917.876853 = -1164703.482280 nChanged 8 SP:Iteration 99Q (1454.317110 sec): 3 clusters Score: Raw -1165621.563974 + Penalty 917.876853 = -1164703.687121 nChanged 5 SP:Iteration 100F (1454.348487 sec): 3 clusters Score: Raw -1165621.746080 + Penalty 917.876853 = -1164703.869226 nChanged 5 SP:Iteration 101Q (1454.379158 sec): 3 clusters Score: Raw -1165621.888148 + Penalty 917.876853 = -1164704.011294 nChanged 3 SP:Iteration 102Q (1454.409644 sec): 3 clusters Score: Raw -1165622.017862 + Penalty 917.876853 = -1164704.141009 nChanged 5 SP:Iteration 103Q (1454.440220 sec): 3 clusters Score: Raw -1165622.282320 + Penalty 917.876853 = -1164704.405467 nChanged 4 SP:Iteration 104Q (1454.470475 sec): 3 clusters Score: Raw -1165622.604783 + Penalty 917.876853 = -1164704.727930 nChanged 8 SP:Iteration 105Q (1454.501768 sec): 3 clusters Score: Raw -1165623.194694 + Penalty 917.876853 = -1164705.317841 nChanged 8 SP:Iteration 106Q (1454.532099 sec): 3 clusters Score: Raw -1165623.664861 + Penalty 917.876853 = -1164705.788008 nChanged 8 SP:Iteration 107Q (1454.562604 sec): 3 clusters Score: Raw -1165624.019926 + Penalty 917.876853 = -1164706.143073 nChanged 8 SP:Iteration 108Q (1454.593001 sec): 3 clusters Score: Raw -1165624.234792 + Penalty 917.876853 = -1164706.357939 nChanged 6 SP:Iteration 109Q (1454.623551 sec): 3 clusters Score: Raw -1165624.546193 + Penalty 917.876853 = -1164706.669339 nChanged 9 SP:Iteration 110Q (1454.654012 sec): 3 clusters Score: Raw -1165625.011987 + Penalty 917.876853 = -1164707.135134 nChanged 9 SP:Iteration 111Q (1454.684560 sec): 3 clusters Score: Raw -1165625.638752 + Penalty 917.876853 = -1164707.761898 nChanged 9 SP:Iteration 112Q (1454.715002 sec): 3 clusters Score: Raw -1165625.938433 + Penalty 917.876853 = -1164708.061580 nChanged 7 SP:Iteration 113Q (1454.745635 sec): 3 clusters Score: Raw -1165626.129982 + Penalty 917.876853 = -1164708.253129 nChanged 6 SP:Iteration 114Q (1454.776183 sec): 3 clusters Score: Raw -1165626.373315 + Penalty 917.876853 = -1164708.496462 nChanged 7 SP:Iteration 115Q (1454.806909 sec): 3 clusters Score: Raw -1165626.599218 + Penalty 917.876853 = -1164708.722364 nChanged 6 SP:Iteration 116Q (1454.837082 sec): 3 clusters Score: Raw -1165626.786749 + Penalty 917.876853 = -1164708.909895 nChanged 5 SP:Iteration 117Q (1454.867804 sec): 3 clusters Score: Raw -1165626.936737 + Penalty 917.876853 = -1164709.059884 nChanged 5 SP:Iteration 118Q (1454.898602 sec): 3 clusters Score: Raw -1165627.226720 + Penalty 917.876853 = -1164709.349867 nChanged 5 SP:Iteration 119Q (1454.929118 sec): 3 clusters Score: Raw -1165627.532088 + Penalty 917.876853 = -1164709.655234 nChanged 10 SP:Iteration 120F (1454.960485 sec): 3 clusters Score: Raw -1165628.377638 + Penalty 917.876853 = -1164710.500785 nChanged 8 SP:Iteration 121Q (1454.991093 sec): 3 clusters Score: Raw -1165628.819895 + Penalty 917.876853 = -1164710.943042 nChanged 7 SP:Iteration 122Q (1455.021574 sec): 3 clusters Score: Raw -1165629.136070 + Penalty 917.876853 = -1164711.259217 nChanged 7 SP:Iteration 123Q (1455.052145 sec): 3 clusters Score: Raw -1165629.363289 + Penalty 917.876853 = -1164711.486435 nChanged 7 SP:Iteration 124Q (1455.082537 sec): 3 clusters Score: Raw -1165629.593190 + Penalty 917.876853 = -1164711.716337 nChanged 10 SP:Iteration 125Q (1455.113035 sec): 3 clusters Score: Raw -1165629.926554 + Penalty 917.876853 = -1164712.049700 nChanged 10 SP:Iteration 126Q (1455.143627 sec): 3 clusters Score: Raw -1165630.344581 + Penalty 917.876853 = -1164712.467727 nChanged 7 SP:Iteration 127Q (1455.174225 sec): 3 clusters Score: Raw -1165630.588693 + Penalty 917.876853 = -1164712.711839 nChanged 5 SP:Iteration 128Q (1455.204635 sec): 3 clusters Score: Raw -1165630.706996 + Penalty 917.876853 = -1164712.830142 nChanged 6 SP:Iteration 129Q (1455.235227 sec): 3 clusters Score: Raw -1165630.893428 + Penalty 917.876853 = -1164713.016575 nChanged 5 SP:Iteration 130Q (1455.265611 sec): 3 clusters Score: Raw -1165631.066514 + Penalty 917.876853 = -1164713.189661 nChanged 6 SP:Iteration 131Q (1455.296159 sec): 3 clusters Score: Raw -1165631.263627 + Penalty 917.876853 = -1164713.386773 nChanged 3 SP:Iteration 132Q (1455.326580 sec): 3 clusters Score: Raw -1165631.401759 + Penalty 917.876853 = -1164713.524905 nChanged 1 SP:Iteration 133Q (1455.389321 sec): 3 clusters Score: Raw -1165631.455231 + Penalty 917.876853 = -1164713.578378 nChanged 0 SP:Iteration 134F (1455.457592 sec): 3 clusters Score: Raw -1165631.455231 + Penalty 917.876853 = -1164713.578378 nChanged 0 Trying to split cluster 10 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.478768 sec): 2 clusters Score: Raw -7003.033676 + Penalty 243.293393 = -6759.740283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.515741 sec): 3 clusters Score: Raw -6977.732990 + Penalty 486.586785 = -6491.146204 nChanged 44 SP:Iteration 1F (1455.549541 sec): 3 clusters Score: Raw -7048.818429 + Penalty 486.586785 = -6562.231644 nChanged 13 SP:Iteration 2F (1455.591763 sec): 3 clusters Score: Raw -7081.702439 + Penalty 486.586785 = -6595.115653 nChanged 8 SP:Iteration 3Q (1455.633361 sec): 3 clusters Score: Raw -7096.148685 + Penalty 486.586785 = -6609.561900 nChanged 5 SP:Iteration 4Q (1455.673251 sec): 3 clusters Score: Raw -7104.545634 + Penalty 486.586785 = -6617.958849 nChanged 4 SP:Iteration 5Q (1455.715916 sec): 3 clusters Score: Raw -7109.360073 + Penalty 486.586785 = -6622.773288 nChanged 1 SP:Iteration 6Q (1455.766059 sec): 3 clusters Score: Raw -7110.716127 + Penalty 486.586785 = -6624.129341 nChanged 2 SP:Iteration 7Q (1455.815086 sec): 3 clusters Score: Raw -7114.419862 + Penalty 486.586785 = -6627.833077 nChanged 0 SP:Iteration 8F (1455.862153 sec): 3 clusters Score: Raw -7114.419862 + Penalty 486.586785 = -6627.833077 nChanged 0 Trying to split cluster 11 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.888452 sec): 2 clusters Score: Raw -71041.408711 + Penalty 329.709748 = -70711.698963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.938160 sec): 3 clusters Score: Raw -70313.715789 + Penalty 659.419495 = -69654.296294 nChanged 571 SP:Iteration 1F (1455.989064 sec): 3 clusters Score: Raw -70631.804755 + Penalty 659.419495 = -69972.385260 nChanged 104 SP:Iteration 2F (1456.028853 sec): 3 clusters Score: Raw -70679.963571 + Penalty 659.419495 = -70020.544076 nChanged 59 SP:Iteration 3Q (1456.078781 sec): 3 clusters Score: Raw -70709.027150 + Penalty 659.419495 = -70049.607655 nChanged 54 SP:Iteration 4Q (1456.124810 sec): 3 clusters Score: Raw -70738.081760 + Penalty 659.419495 = -70078.662264 nChanged 62 SP:Iteration 5Q (1456.168369 sec): 3 clusters Score: Raw -70784.874265 + Penalty 659.419495 = -70125.454770 nChanged 63 SP:Iteration 6Q (1456.218611 sec): 3 clusters Score: Raw -70833.221059 + Penalty 659.419495 = -70173.801564 nChanged 55 SP:Iteration 7Q (1456.263986 sec): 3 clusters Score: Raw -70868.940790 + Penalty 659.419495 = -70209.521295 nChanged 48 SP:Iteration 8Q (1456.322785 sec): 3 clusters Score: Raw -70906.211599 + Penalty 659.419495 = -70246.792104 nChanged 49 SP:Iteration 9Q (1456.362927 sec): 3 clusters Score: Raw -70938.682293 + Penalty 659.419495 = -70279.262798 nChanged 31 SP:Iteration 10Q (1456.411965 sec): 3 clusters Score: Raw -70954.621689 + Penalty 659.419495 = -70295.202194 nChanged 20 SP:Iteration 11Q (1456.452450 sec): 3 clusters Score: Raw -70964.126443 + Penalty 659.419495 = -70304.706947 nChanged 13 SP:Iteration 12Q (1456.496749 sec): 3 clusters Score: Raw -70975.964005 + Penalty 659.419495 = -70316.544510 nChanged 18 SP:Iteration 13Q (1456.500864 sec): 3 clusters Score: Raw -70993.110791 + Penalty 659.419495 = -70333.691295 nChanged 23 SP:Iteration 14Q (1456.504810 sec): 3 clusters Score: Raw -71006.384560 + Penalty 659.419495 = -70346.965065 nChanged 22 SP:Iteration 15Q (1456.508725 sec): 3 clusters Score: Raw -71016.347760 + Penalty 659.419495 = -70356.928265 nChanged 10 SP:Iteration 16Q (1456.512628 sec): 3 clusters Score: Raw -71027.282085 + Penalty 659.419495 = -70367.862590 nChanged 11 SP:Iteration 17Q (1456.516517 sec): 3 clusters Score: Raw -71034.587816 + Penalty 659.419495 = -70375.168321 nChanged 8 SP:Iteration 18Q (1456.520392 sec): 3 clusters Score: Raw -71039.389535 + Penalty 659.419495 = -70379.970040 nChanged 9 SP:Iteration 19Q (1456.524271 sec): 3 clusters Score: Raw -71043.525628 + Penalty 659.419495 = -70384.106133 nChanged 10 SP:Iteration 20F (1456.528406 sec): 3 clusters Score: Raw -71048.538702 + Penalty 659.419495 = -70389.119206 nChanged 8 SP:Iteration 21Q (1456.532393 sec): 3 clusters Score: Raw -71053.789831 + Penalty 659.419495 = -70394.370336 nChanged 9 SP:Iteration 22Q (1456.536265 sec): 3 clusters Score: Raw -71064.127014 + Penalty 659.419495 = -70404.707519 nChanged 11 SP:Iteration 23Q (1456.540136 sec): 3 clusters Score: Raw -71072.126291 + Penalty 659.419495 = -70412.706796 nChanged 6 SP:Iteration 24Q (1456.543998 sec): 3 clusters Score: Raw -71076.620283 + Penalty 659.419495 = -70417.200788 nChanged 11 SP:Iteration 25Q (1456.547850 sec): 3 clusters Score: Raw -71083.616495 + Penalty 659.419495 = -70424.197000 nChanged 6 SP:Iteration 26Q (1456.551706 sec): 3 clusters Score: Raw -71088.746012 + Penalty 659.419495 = -70429.326516 nChanged 8 SP:Iteration 27Q (1456.555555 sec): 3 clusters Score: Raw -71092.124854 + Penalty 659.419495 = -70432.705359 nChanged 4 SP:Iteration 28Q (1456.559398 sec): 3 clusters Score: Raw -71094.160447 + Penalty 659.419495 = -70434.740952 nChanged 4 SP:Iteration 29Q (1456.563271 sec): 3 clusters Score: Raw -71095.821829 + Penalty 659.419495 = -70436.402334 nChanged 0 SP:Iteration 30F (1456.567223 sec): 3 clusters Score: Raw -71095.821829 + Penalty 659.419495 = -70436.402334 nChanged 0 Trying to split cluster 12 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.574745 sec): 2 clusters Score: Raw -53149.738517 + Penalty 315.868130 = -52833.870387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.578211 sec): 3 clusters Score: Raw -52618.799728 + Penalty 631.736260 = -51987.063467 nChanged 413 SP:Iteration 1F (1456.581322 sec): 3 clusters Score: Raw -52882.892874 + Penalty 631.736260 = -52251.156614 nChanged 100 SP:Iteration 2F (1456.584399 sec): 3 clusters Score: Raw -52951.496302 + Penalty 631.736260 = -52319.760041 nChanged 47 SP:Iteration 3Q (1456.587508 sec): 3 clusters Score: Raw -52980.731106 + Penalty 631.736260 = -52348.994846 nChanged 39 SP:Iteration 4Q (1456.590622 sec): 3 clusters Score: Raw -53023.335840 + Penalty 631.736260 = -52391.599579 nChanged 34 SP:Iteration 5Q (1456.593767 sec): 3 clusters Score: Raw -53052.724207 + Penalty 631.736260 = -52420.987947 nChanged 31 SP:Iteration 6Q (1456.596875 sec): 3 clusters Score: Raw -53072.820349 + Penalty 631.736260 = -52441.084089 nChanged 23 SP:Iteration 7Q (1456.599968 sec): 3 clusters Score: Raw -53085.723997 + Penalty 631.736260 = -52453.987737 nChanged 20 SP:Iteration 8Q (1456.603064 sec): 3 clusters Score: Raw -53101.031218 + Penalty 631.736260 = -52469.294957 nChanged 21 SP:Iteration 9Q (1456.606145 sec): 3 clusters Score: Raw -53115.295390 + Penalty 631.736260 = -52483.559130 nChanged 22 SP:Iteration 10Q (1456.609224 sec): 3 clusters Score: Raw -53130.837648 + Penalty 631.736260 = -52499.101388 nChanged 26 SP:Iteration 11Q (1456.612299 sec): 3 clusters Score: Raw -53143.068749 + Penalty 631.736260 = -52511.332489 nChanged 15 SP:Iteration 12Q (1456.615370 sec): 3 clusters Score: Raw -53147.642835 + Penalty 631.736260 = -52515.906575 nChanged 6 SP:Iteration 13Q (1456.618434 sec): 3 clusters Score: Raw -53148.790678 + Penalty 631.736260 = -52517.054417 nChanged 5 SP:Iteration 14Q (1456.621492 sec): 3 clusters Score: Raw -53152.093550 + Penalty 631.736260 = -52520.357289 nChanged 6 SP:Iteration 15Q (1456.624579 sec): 3 clusters Score: Raw -53154.345979 + Penalty 631.736260 = -52522.609719 nChanged 6 SP:Iteration 16Q (1456.627649 sec): 3 clusters Score: Raw -53155.364175 + Penalty 631.736260 = -52523.627915 nChanged 3 SP:Iteration 17Q (1456.630719 sec): 3 clusters Score: Raw -53155.746940 + Penalty 631.736260 = -52524.010680 nChanged 1 SP:Iteration 18Q (1456.633775 sec): 3 clusters Score: Raw -53155.793684 + Penalty 631.736260 = -52524.057424 nChanged 0 SP:Iteration 19F (1456.636841 sec): 3 clusters Score: Raw -53155.793684 + Penalty 631.736260 = -52524.057424 nChanged 0 Trying to split cluster 13 (1745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.647428 sec): 2 clusters Score: Raw -79396.569196 + Penalty 339.635197 = -79056.933999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.652784 sec): 3 clusters Score: Raw -78487.812047 + Penalty 679.270395 = -77808.541652 nChanged 718 SP:Iteration 1F (1456.657613 sec): 3 clusters Score: Raw -78872.608207 + Penalty 679.270395 = -78193.337812 nChanged 129 SP:Iteration 2F (1456.662423 sec): 3 clusters Score: Raw -78955.508167 + Penalty 679.270395 = -78276.237772 nChanged 113 SP:Iteration 3F (1456.667222 sec): 3 clusters Score: Raw -79024.380878 + Penalty 679.270395 = -78345.110483 nChanged 86 SP:Iteration 4Q (1456.672060 sec): 3 clusters Score: Raw -79073.653606 + Penalty 679.270395 = -78394.383211 nChanged 73 SP:Iteration 5Q (1456.676904 sec): 3 clusters Score: Raw -79132.800650 + Penalty 679.270395 = -78453.530255 nChanged 92 SP:Iteration 6F (1456.681702 sec): 3 clusters Score: Raw -79207.761272 + Penalty 679.270395 = -78528.490877 nChanged 68 SP:Iteration 7Q (1456.686527 sec): 3 clusters Score: Raw -79273.528886 + Penalty 679.270395 = -78594.258491 nChanged 75 SP:Iteration 8Q (1456.691396 sec): 3 clusters Score: Raw -79335.001856 + Penalty 679.270395 = -78655.731461 nChanged 75 SP:Iteration 9Q (1456.696237 sec): 3 clusters Score: Raw -79389.992277 + Penalty 679.270395 = -78710.721882 nChanged 76 SP:Iteration 10Q (1456.701060 sec): 3 clusters Score: Raw -79442.439317 + Penalty 679.270395 = -78763.168922 nChanged 60 SP:Iteration 11Q (1456.705862 sec): 3 clusters Score: Raw -79475.439262 + Penalty 679.270395 = -78796.168867 nChanged 46 SP:Iteration 12Q (1456.710675 sec): 3 clusters Score: Raw -79499.810591 + Penalty 679.270395 = -78820.540196 nChanged 28 SP:Iteration 13Q (1456.715475 sec): 3 clusters Score: Raw -79514.421094 + Penalty 679.270395 = -78835.150699 nChanged 28 SP:Iteration 14Q (1456.720273 sec): 3 clusters Score: Raw -79532.941669 + Penalty 679.270395 = -78853.671274 nChanged 21 SP:Iteration 15Q (1456.725109 sec): 3 clusters Score: Raw -79545.962766 + Penalty 679.270395 = -78866.692371 nChanged 15 SP:Iteration 16Q (1456.729909 sec): 3 clusters Score: Raw -79555.984700 + Penalty 679.270395 = -78876.714305 nChanged 17 SP:Iteration 17Q (1456.734701 sec): 3 clusters Score: Raw -79567.939813 + Penalty 679.270395 = -78888.669418 nChanged 14 SP:Iteration 18Q (1456.739486 sec): 3 clusters Score: Raw -79575.051896 + Penalty 679.270395 = -78895.781501 nChanged 16 SP:Iteration 19Q (1456.744268 sec): 3 clusters Score: Raw -79581.330508 + Penalty 679.270395 = -78902.060113 nChanged 11 SP:Iteration 20F (1456.749036 sec): 3 clusters Score: Raw -79587.212997 + Penalty 679.270395 = -78907.942602 nChanged 18 SP:Iteration 21Q (1456.753838 sec): 3 clusters Score: Raw -79597.586919 + Penalty 679.270395 = -78918.316524 nChanged 17 SP:Iteration 22Q (1456.758606 sec): 3 clusters Score: Raw -79607.988184 + Penalty 679.270395 = -78928.717789 nChanged 16 SP:Iteration 23Q (1456.763377 sec): 3 clusters Score: Raw -79619.362971 + Penalty 679.270395 = -78940.092576 nChanged 14 SP:Iteration 24Q (1456.768129 sec): 3 clusters Score: Raw -79628.275345 + Penalty 679.270395 = -78949.004950 nChanged 14 SP:Iteration 25Q (1456.772871 sec): 3 clusters Score: Raw -79633.941701 + Penalty 679.270395 = -78954.671306 nChanged 4 SP:Iteration 26Q (1456.777614 sec): 3 clusters Score: Raw -79634.701159 + Penalty 679.270395 = -78955.430764 nChanged 4 SP:Iteration 27Q (1456.782335 sec): 3 clusters Score: Raw -79636.394901 + Penalty 679.270395 = -78957.124506 nChanged 5 SP:Iteration 28Q (1456.787103 sec): 3 clusters Score: Raw -79638.062513 + Penalty 679.270395 = -78958.792118 nChanged 4 SP:Iteration 29Q (1456.791837 sec): 3 clusters Score: Raw -79639.152667 + Penalty 679.270395 = -78959.882272 nChanged 4 SP:Iteration 30Q (1456.796556 sec): 3 clusters Score: Raw -79639.681845 + Penalty 679.270395 = -78960.411450 nChanged 3 SP:Iteration 31Q (1456.801274 sec): 3 clusters Score: Raw -79640.054156 + Penalty 679.270395 = -78960.783761 nChanged 1 SP:Iteration 32Q (1456.805993 sec): 3 clusters Score: Raw -79640.180558 + Penalty 679.270395 = -78960.910163 nChanged 1 SP:Iteration 33Q (1456.810709 sec): 3 clusters Score: Raw -79640.533754 + Penalty 679.270395 = -78961.263359 nChanged 0 SP:Iteration 34F (1456.815453 sec): 3 clusters Score: Raw -79640.533754 + Penalty 679.270395 = -78961.263359 nChanged 0 Trying to split cluster 14 (68478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.891502 sec): 2 clusters Score: Raw -3365255.680289 + Penalty 506.609185 = -3364749.071104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.960587 sec): 3 clusters Score: Raw -3319499.647888 + Penalty 1013.218370 = -3318486.429518 nChanged 33257 SP:Iteration 1F (1457.027417 sec): 3 clusters Score: Raw -3339781.930102 + Penalty 1013.218370 = -3338768.711731 nChanged 3157 SP:Iteration 2Q (1457.100774 sec): 3 clusters Score: Raw -3341037.964382 + Penalty 1013.218370 = -3340024.746012 nChanged 3721 SP:Iteration 3F (1457.167927 sec): 3 clusters Score: Raw -3343161.974655 + Penalty 1013.218370 = -3342148.756285 nChanged 4464 SP:Iteration 4F (1457.234910 sec): 3 clusters Score: Raw -3346773.473530 + Penalty 1013.218370 = -3345760.255160 nChanged 4928 SP:Iteration 5F (1457.301609 sec): 3 clusters Score: Raw -3351481.118318 + Penalty 1013.218370 = -3350467.899948 nChanged 4353 SP:Iteration 6F (1457.393019 sec): 3 clusters Score: Raw -3355402.260904 + Penalty 1013.218370 = -3354389.042534 nChanged 3260 SP:Iteration 7Q (1457.465229 sec): 3 clusters Score: Raw -3357361.653748 + Penalty 1013.218370 = -3356348.435378 nChanged 1956 SP:Iteration 8Q (1457.535694 sec): 3 clusters Score: Raw -3358158.789003 + Penalty 1013.218370 = -3357145.570633 nChanged 1345 SP:Iteration 9Q (1457.605779 sec): 3 clusters Score: Raw -3358667.975040 + Penalty 1013.218370 = -3357654.756670 nChanged 1140 SP:Iteration 10Q (1457.675371 sec): 3 clusters Score: Raw -3359119.179335 + Penalty 1013.218370 = -3358105.960965 nChanged 1116 SP:Iteration 11Q (1457.744558 sec): 3 clusters Score: Raw -3359573.268404 + Penalty 1013.218370 = -3358560.050034 nChanged 1157 SP:Iteration 12Q (1457.814003 sec): 3 clusters Score: Raw -3360064.690368 + Penalty 1013.218370 = -3359051.471998 nChanged 1126 SP:Iteration 13Q (1457.883053 sec): 3 clusters Score: Raw -3360559.091544 + Penalty 1013.218370 = -3359545.873174 nChanged 1096 SP:Iteration 14Q (1457.951963 sec): 3 clusters Score: Raw -3361049.314143 + Penalty 1013.218370 = -3360036.095773 nChanged 1018 SP:Iteration 15Q (1458.020642 sec): 3 clusters Score: Raw -3361493.172530 + Penalty 1013.218370 = -3360479.954160 nChanged 953 SP:Iteration 16Q (1458.089252 sec): 3 clusters Score: Raw -3361914.010394 + Penalty 1013.218370 = -3360900.792024 nChanged 873 SP:Iteration 17Q (1458.157744 sec): 3 clusters Score: Raw -3362297.938896 + Penalty 1013.218370 = -3361284.720526 nChanged 772 SP:Iteration 18Q (1458.225781 sec): 3 clusters Score: Raw -3362625.248005 + Penalty 1013.218370 = -3361612.029635 nChanged 686 SP:Iteration 19Q (1458.293385 sec): 3 clusters Score: Raw -3362913.046280 + Penalty 1013.218370 = -3361899.827910 nChanged 640 SP:Iteration 20F (1458.364972 sec): 3 clusters Score: Raw -3363178.630370 + Penalty 1013.218370 = -3362165.412000 nChanged 555 SP:Iteration 21Q (1458.432114 sec): 3 clusters Score: Raw -3363404.017483 + Penalty 1013.218370 = -3362390.799112 nChanged 519 SP:Iteration 22Q (1458.498839 sec): 3 clusters Score: Raw -3363614.218219 + Penalty 1013.218370 = -3362600.999849 nChanged 476 SP:Iteration 23Q (1458.565035 sec): 3 clusters Score: Raw -3363810.108542 + Penalty 1013.218370 = -3362796.890172 nChanged 456 SP:Iteration 24Q (1458.631090 sec): 3 clusters Score: Raw -3364002.739247 + Penalty 1013.218370 = -3362989.520877 nChanged 416 SP:Iteration 25Q (1458.697184 sec): 3 clusters Score: Raw -3364181.938233 + Penalty 1013.218370 = -3363168.719863 nChanged 389 SP:Iteration 26Q (1458.762977 sec): 3 clusters Score: Raw -3364347.155586 + Penalty 1013.218370 = -3363333.937216 nChanged 355 SP:Iteration 27Q (1458.828938 sec): 3 clusters Score: Raw -3364508.868342 + Penalty 1013.218370 = -3363495.649972 nChanged 322 SP:Iteration 28Q (1458.894485 sec): 3 clusters Score: Raw -3364647.482687 + Penalty 1013.218370 = -3363634.264317 nChanged 287 SP:Iteration 29Q (1458.960221 sec): 3 clusters Score: Raw -3364766.392658 + Penalty 1013.218370 = -3363753.174288 nChanged 267 SP:Iteration 30Q (1459.024724 sec): 3 clusters Score: Raw -3364880.130087 + Penalty 1013.218370 = -3363866.911717 nChanged 245 SP:Iteration 31Q (1459.088787 sec): 3 clusters Score: Raw -3364980.283160 + Penalty 1013.218370 = -3363967.064790 nChanged 194 SP:Iteration 32Q (1459.153148 sec): 3 clusters Score: Raw -3365065.739928 + Penalty 1013.218370 = -3364052.521558 nChanged 175 SP:Iteration 33Q (1459.217396 sec): 3 clusters Score: Raw -3365136.620590 + Penalty 1013.218370 = -3364123.402220 nChanged 147 SP:Iteration 34Q (1459.281172 sec): 3 clusters Score: Raw -3365189.260566 + Penalty 1013.218370 = -3364176.042196 nChanged 112 SP:Iteration 35Q (1459.344701 sec): 3 clusters Score: Raw -3365226.786888 + Penalty 1013.218370 = -3364213.568518 nChanged 98 SP:Iteration 36Q (1459.408265 sec): 3 clusters Score: Raw -3365262.163663 + Penalty 1013.218370 = -3364248.945293 nChanged 86 SP:Iteration 37Q (1459.471681 sec): 3 clusters Score: Raw -3365290.577695 + Penalty 1013.218370 = -3364277.359325 nChanged 69 SP:Iteration 38Q (1459.535662 sec): 3 clusters Score: Raw -3365314.268770 + Penalty 1013.218370 = -3364301.050399 nChanged 72 SP:Iteration 39Q (1459.599333 sec): 3 clusters Score: Raw -3365336.228386 + Penalty 1013.218370 = -3364323.010016 nChanged 46 SP:Iteration 40F (1459.665350 sec): 3 clusters Score: Raw -3365349.696975 + Penalty 1013.218370 = -3364336.478605 nChanged 40 SP:Iteration 41Q (1459.728607 sec): 3 clusters Score: Raw -3365361.040225 + Penalty 1013.218370 = -3364347.821855 nChanged 35 SP:Iteration 42Q (1459.791797 sec): 3 clusters Score: Raw -3365368.657784 + Penalty 1013.218370 = -3364355.439414 nChanged 26 SP:Iteration 43Q (1459.855084 sec): 3 clusters Score: Raw -3365374.464322 + Penalty 1013.218370 = -3364361.245952 nChanged 21 SP:Iteration 44Q (1459.918066 sec): 3 clusters Score: Raw -3365378.219829 + Penalty 1013.218370 = -3364365.001459 nChanged 14 SP:Iteration 45Q (1459.981162 sec): 3 clusters Score: Raw -3365380.541898 + Penalty 1013.218370 = -3364367.323527 nChanged 13 SP:Iteration 46Q (1460.044288 sec): 3 clusters Score: Raw -3365383.426527 + Penalty 1013.218370 = -3364370.208156 nChanged 12 SP:Iteration 47Q (1460.107419 sec): 3 clusters Score: Raw -3365386.676606 + Penalty 1013.218370 = -3364373.458236 nChanged 12 SP:Iteration 48Q (1460.170594 sec): 3 clusters Score: Raw -3365389.581540 + Penalty 1013.218370 = -3364376.363170 nChanged 10 SP:Iteration 49Q (1460.234024 sec): 3 clusters Score: Raw -3365391.477427 + Penalty 1013.218370 = -3364378.259057 nChanged 3 SP:Iteration 50Q (1460.295939 sec): 3 clusters Score: Raw -3365391.929180 + Penalty 1013.218370 = -3364378.710810 nChanged 3 SP:Iteration 51Q (1460.360889 sec): 3 clusters Score: Raw -3365392.890022 + Penalty 1013.218370 = -3364379.671652 nChanged 6 SP:Iteration 52Q (1460.424350 sec): 3 clusters Score: Raw -3365394.748043 + Penalty 1013.218370 = -3364381.529673 nChanged 10 SP:Iteration 53Q (1460.487806 sec): 3 clusters Score: Raw -3365396.629540 + Penalty 1013.218370 = -3364383.411170 nChanged 5 SP:Iteration 54Q (1460.551048 sec): 3 clusters Score: Raw -3365397.809155 + Penalty 1013.218370 = -3364384.590785 nChanged 8 SP:Iteration 55Q (1460.614262 sec): 3 clusters Score: Raw -3365400.057247 + Penalty 1013.218370 = -3364386.838877 nChanged 9 SP:Iteration 56Q (1460.677617 sec): 3 clusters Score: Raw -3365402.846439 + Penalty 1013.218370 = -3364389.628068 nChanged 9 SP:Iteration 57Q (1460.740769 sec): 3 clusters Score: Raw -3365406.310769 + Penalty 1013.218370 = -3364393.092399 nChanged 12 SP:Iteration 58Q (1460.803912 sec): 3 clusters Score: Raw -3365409.240487 + Penalty 1013.218370 = -3364396.022116 nChanged 10 SP:Iteration 59Q (1460.881459 sec): 3 clusters Score: Raw -3365411.633960 + Penalty 1013.218370 = -3364398.415590 nChanged 6 SP:Iteration 60F (1460.947513 sec): 3 clusters Score: Raw -3365412.926014 + Penalty 1013.218370 = -3364399.707644 nChanged 7 SP:Iteration 61Q (1461.010671 sec): 3 clusters Score: Raw -3365414.358794 + Penalty 1013.218370 = -3364401.140424 nChanged 6 SP:Iteration 62Q (1461.073937 sec): 3 clusters Score: Raw -3365415.989194 + Penalty 1013.218370 = -3364402.770823 nChanged 5 SP:Iteration 63Q (1461.137390 sec): 3 clusters Score: Raw -3365417.417237 + Penalty 1013.218370 = -3364404.198867 nChanged 5 SP:Iteration 64Q (1461.200819 sec): 3 clusters Score: Raw -3365418.156332 + Penalty 1013.218370 = -3364404.937961 nChanged 3 SP:Iteration 65Q (1461.264254 sec): 3 clusters Score: Raw -3365418.836591 + Penalty 1013.218370 = -3364405.618220 nChanged 1 SP:Iteration 66Q (1461.327632 sec): 3 clusters Score: Raw -3365418.956078 + Penalty 1013.218370 = -3364405.737708 nChanged 3 SP:Iteration 67Q (1461.391039 sec): 3 clusters Score: Raw -3365419.299820 + Penalty 1013.218370 = -3364406.081450 nChanged 2 SP:Iteration 68Q (1461.454342 sec): 3 clusters Score: Raw -3365419.603405 + Penalty 1013.218370 = -3364406.385035 nChanged 4 SP:Iteration 69Q (1461.517404 sec): 3 clusters Score: Raw -3365420.404179 + Penalty 1013.218370 = -3364407.185809 nChanged 3 SP:Iteration 70Q (1461.581319 sec): 3 clusters Score: Raw -3365421.060646 + Penalty 1013.218370 = -3364407.842276 nChanged 6 SP:Iteration 71Q (1461.644608 sec): 3 clusters Score: Raw -3365422.109467 + Penalty 1013.218370 = -3364408.891097 nChanged 4 SP:Iteration 72Q (1461.707833 sec): 3 clusters Score: Raw -3365423.302409 + Penalty 1013.218370 = -3364410.084039 nChanged 4 SP:Iteration 73Q (1461.771360 sec): 3 clusters Score: Raw -3365424.964289 + Penalty 1013.218370 = -3364411.745918 nChanged 4 SP:Iteration 74Q (1461.834738 sec): 3 clusters Score: Raw -3365425.621214 + Penalty 1013.218370 = -3364412.402844 nChanged 3 SP:Iteration 75Q (1461.897757 sec): 3 clusters Score: Raw -3365425.889205 + Penalty 1013.218370 = -3364412.670835 nChanged 3 SP:Iteration 76Q (1461.960923 sec): 3 clusters Score: Raw -3365426.459344 + Penalty 1013.218370 = -3364413.240974 nChanged 4 SP:Iteration 77Q (1462.024284 sec): 3 clusters Score: Raw -3365427.262820 + Penalty 1013.218370 = -3364414.044450 nChanged 3 SP:Iteration 78Q (1462.087652 sec): 3 clusters Score: Raw -3365428.276200 + Penalty 1013.218370 = -3364415.057830 nChanged 2 SP:Iteration 79Q (1462.151047 sec): 3 clusters Score: Raw -3365428.740379 + Penalty 1013.218370 = -3364415.522009 nChanged 2 SP:Iteration 80F (1462.217626 sec): 3 clusters Score: Raw -3365428.912679 + Penalty 1013.218370 = -3364415.694309 nChanged 3 SP:Iteration 81Q (1462.280907 sec): 3 clusters Score: Raw -3365429.871107 + Penalty 1013.218370 = -3364416.652736 nChanged 2 SP:Iteration 82Q (1462.344361 sec): 3 clusters Score: Raw -3365430.817812 + Penalty 1013.218370 = -3364417.599442 nChanged 3 SP:Iteration 83Q (1462.407623 sec): 3 clusters Score: Raw -3365431.246439 + Penalty 1013.218370 = -3364418.028069 nChanged 1 SP:Iteration 84Q (1462.470857 sec): 3 clusters Score: Raw -3365431.382716 + Penalty 1013.218370 = -3364418.164346 nChanged 0 SP:Iteration 85F (1462.536823 sec): 3 clusters Score: Raw -3365431.382716 + Penalty 1013.218370 = -3364418.164346 nChanged 0 Trying to split cluster 15 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.542261 sec): 2 clusters Score: Raw -72425.971421 + Penalty 328.825589 = -72097.145832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.546720 sec): 3 clusters Score: Raw -71687.757376 + Penalty 657.651178 = -71030.106198 nChanged 566 SP:Iteration 1F (1462.550665 sec): 3 clusters Score: Raw -72027.735962 + Penalty 657.651178 = -71370.084784 nChanged 104 SP:Iteration 2F (1462.554649 sec): 3 clusters Score: Raw -72079.842685 + Penalty 657.651178 = -71422.191507 nChanged 79 SP:Iteration 3F (1462.558529 sec): 3 clusters Score: Raw -72111.200661 + Penalty 657.651178 = -71453.549483 nChanged 70 SP:Iteration 4F (1462.562567 sec): 3 clusters Score: Raw -72139.836850 + Penalty 657.651178 = -71482.185672 nChanged 47 SP:Iteration 5Q (1462.566573 sec): 3 clusters Score: Raw -72157.890211 + Penalty 657.651178 = -71500.239033 nChanged 38 SP:Iteration 6Q (1462.570533 sec): 3 clusters Score: Raw -72177.814243 + Penalty 657.651178 = -71520.163065 nChanged 56 SP:Iteration 7Q (1462.574495 sec): 3 clusters Score: Raw -72206.295460 + Penalty 657.651178 = -71548.644282 nChanged 55 SP:Iteration 8Q (1462.578459 sec): 3 clusters Score: Raw -72230.825433 + Penalty 657.651178 = -71573.174255 nChanged 48 SP:Iteration 9Q (1462.582417 sec): 3 clusters Score: Raw -72256.341327 + Penalty 657.651178 = -71598.690149 nChanged 40 SP:Iteration 10Q (1462.586364 sec): 3 clusters Score: Raw -72280.394182 + Penalty 657.651178 = -71622.743004 nChanged 37 SP:Iteration 11Q (1462.590308 sec): 3 clusters Score: Raw -72300.640376 + Penalty 657.651178 = -71642.989198 nChanged 36 SP:Iteration 12Q (1462.594239 sec): 3 clusters Score: Raw -72319.592241 + Penalty 657.651178 = -71661.941063 nChanged 37 SP:Iteration 13Q (1462.598218 sec): 3 clusters Score: Raw -72347.406574 + Penalty 657.651178 = -71689.755396 nChanged 43 SP:Iteration 14Q (1462.602152 sec): 3 clusters Score: Raw -72371.731226 + Penalty 657.651178 = -71714.080049 nChanged 33 SP:Iteration 15Q (1462.606082 sec): 3 clusters Score: Raw -72392.446522 + Penalty 657.651178 = -71734.795345 nChanged 25 SP:Iteration 16Q (1462.610007 sec): 3 clusters Score: Raw -72410.423696 + Penalty 657.651178 = -71752.772518 nChanged 26 SP:Iteration 17Q (1462.613939 sec): 3 clusters Score: Raw -72426.078347 + Penalty 657.651178 = -71768.427169 nChanged 24 SP:Iteration 18Q (1462.617874 sec): 3 clusters Score: Raw -72442.317914 + Penalty 657.651178 = -71784.666736 nChanged 24 SP:Iteration 19Q (1462.621777 sec): 3 clusters Score: Raw -72456.185901 + Penalty 657.651178 = -71798.534723 nChanged 22 SP:Iteration 20F (1462.625735 sec): 3 clusters Score: Raw -72474.683975 + Penalty 657.651178 = -71817.032797 nChanged 24 SP:Iteration 21Q (1462.629679 sec): 3 clusters Score: Raw -72495.060830 + Penalty 657.651178 = -71837.409652 nChanged 21 SP:Iteration 22Q (1462.633534 sec): 3 clusters Score: Raw -72511.156414 + Penalty 657.651178 = -71853.505236 nChanged 20 SP:Iteration 23Q (1462.637366 sec): 3 clusters Score: Raw -72530.133425 + Penalty 657.651178 = -71872.482247 nChanged 17 SP:Iteration 24Q (1462.641198 sec): 3 clusters Score: Raw -72542.621146 + Penalty 657.651178 = -71884.969969 nChanged 16 SP:Iteration 25Q (1462.645015 sec): 3 clusters Score: Raw -72552.486722 + Penalty 657.651178 = -71894.835544 nChanged 11 SP:Iteration 26Q (1462.648833 sec): 3 clusters Score: Raw -72563.760372 + Penalty 657.651178 = -71906.109195 nChanged 8 SP:Iteration 27Q (1462.652633 sec): 3 clusters Score: Raw -72571.591703 + Penalty 657.651178 = -71913.940526 nChanged 4 SP:Iteration 28Q (1462.656419 sec): 3 clusters Score: Raw -72573.299067 + Penalty 657.651178 = -71915.647890 nChanged 3 SP:Iteration 29Q (1462.660259 sec): 3 clusters Score: Raw -72573.749151 + Penalty 657.651178 = -71916.097973 nChanged 1 SP:Iteration 30Q (1462.664060 sec): 3 clusters Score: Raw -72574.340382 + Penalty 657.651178 = -71916.689205 nChanged 2 SP:Iteration 31Q (1462.667850 sec): 3 clusters Score: Raw -72575.827705 + Penalty 657.651178 = -71918.176527 nChanged 2 SP:Iteration 32Q (1462.671646 sec): 3 clusters Score: Raw -72576.716148 + Penalty 657.651178 = -71919.064970 nChanged 3 SP:Iteration 33Q (1462.675450 sec): 3 clusters Score: Raw -72578.515369 + Penalty 657.651178 = -71920.864191 nChanged 0 SP:Iteration 34F (1462.679331 sec): 3 clusters Score: Raw -72578.515369 + Penalty 657.651178 = -71920.864191 nChanged 0 Trying to split cluster 16 (6386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.696997 sec): 2 clusters Score: Raw -314414.475019 + Penalty 398.664783 = -314015.810235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.714975 sec): 3 clusters Score: Raw -310576.011263 + Penalty 797.329567 = -309778.681696 nChanged 2886 SP:Iteration 1F (1462.731088 sec): 3 clusters Score: Raw -312380.045745 + Penalty 797.329567 = -311582.716178 nChanged 441 SP:Iteration 2F (1462.747054 sec): 3 clusters Score: Raw -312710.972828 + Penalty 797.329567 = -311913.643261 nChanged 433 SP:Iteration 3F (1462.763136 sec): 3 clusters Score: Raw -313081.778154 + Penalty 797.329567 = -312284.448587 nChanged 408 SP:Iteration 4F (1462.779137 sec): 3 clusters Score: Raw -313487.905828 + Penalty 797.329567 = -312690.576261 nChanged 350 SP:Iteration 5F (1462.830746 sec): 3 clusters Score: Raw -313750.812468 + Penalty 797.329567 = -312953.482901 nChanged 255 SP:Iteration 6Q (1462.873224 sec): 3 clusters Score: Raw -313877.296646 + Penalty 797.329567 = -313079.967079 nChanged 140 SP:Iteration 7Q (1462.925837 sec): 3 clusters Score: Raw -313937.999560 + Penalty 797.329567 = -313140.669993 nChanged 102 SP:Iteration 8Q (1462.977997 sec): 3 clusters Score: Raw -313983.360322 + Penalty 797.329567 = -313186.030755 nChanged 87 SP:Iteration 9Q (1463.028481 sec): 3 clusters Score: Raw -314023.434268 + Penalty 797.329567 = -313226.104701 nChanged 84 SP:Iteration 10Q (1463.077932 sec): 3 clusters Score: Raw -314064.123123 + Penalty 797.329567 = -313266.793556 nChanged 94 SP:Iteration 11Q (1463.126408 sec): 3 clusters Score: Raw -314099.841487 + Penalty 797.329567 = -313302.511920 nChanged 73 SP:Iteration 12Q (1463.180503 sec): 3 clusters Score: Raw -314128.363208 + Penalty 797.329567 = -313331.033641 nChanged 74 SP:Iteration 13Q (1463.234095 sec): 3 clusters Score: Raw -314158.868531 + Penalty 797.329567 = -313361.538964 nChanged 64 SP:Iteration 14Q (1463.288202 sec): 3 clusters Score: Raw -314180.392356 + Penalty 797.329567 = -313383.062789 nChanged 43 SP:Iteration 15Q (1463.337206 sec): 3 clusters Score: Raw -314190.963774 + Penalty 797.329567 = -313393.634207 nChanged 36 SP:Iteration 16Q (1463.389085 sec): 3 clusters Score: Raw -314196.501111 + Penalty 797.329567 = -313399.171544 nChanged 24 SP:Iteration 17Q (1463.442482 sec): 3 clusters Score: Raw -314201.439481 + Penalty 797.329567 = -313404.109914 nChanged 29 SP:Iteration 18Q (1463.497142 sec): 3 clusters Score: Raw -314206.989751 + Penalty 797.329567 = -313409.660184 nChanged 25 SP:Iteration 19Q (1463.550435 sec): 3 clusters Score: Raw -314213.046535 + Penalty 797.329567 = -313415.716968 nChanged 27 SP:Iteration 20F (1463.602064 sec): 3 clusters Score: Raw -314222.395948 + Penalty 797.329567 = -313425.066381 nChanged 38 SP:Iteration 21Q (1463.654368 sec): 3 clusters Score: Raw -314233.176380 + Penalty 797.329567 = -313435.846814 nChanged 39 SP:Iteration 22Q (1463.705366 sec): 3 clusters Score: Raw -314244.803565 + Penalty 797.329567 = -313447.473998 nChanged 31 SP:Iteration 23Q (1463.757725 sec): 3 clusters Score: Raw -314252.378840 + Penalty 797.329567 = -313455.049273 nChanged 31 SP:Iteration 24Q (1463.810126 sec): 3 clusters Score: Raw -314260.482052 + Penalty 797.329567 = -313463.152485 nChanged 26 SP:Iteration 25Q (1463.862884 sec): 3 clusters Score: Raw -314267.454574 + Penalty 797.329567 = -313470.125007 nChanged 29 SP:Iteration 26Q (1463.909642 sec): 3 clusters Score: Raw -314274.470895 + Penalty 797.329567 = -313477.141328 nChanged 28 SP:Iteration 27Q (1463.962258 sec): 3 clusters Score: Raw -314281.641169 + Penalty 797.329567 = -313484.311602 nChanged 32 SP:Iteration 28Q (1464.014427 sec): 3 clusters Score: Raw -314290.197155 + Penalty 797.329567 = -313492.867588 nChanged 28 SP:Iteration 29Q (1464.062664 sec): 3 clusters Score: Raw -314296.628450 + Penalty 797.329567 = -313499.298883 nChanged 35 SP:Iteration 30Q (1464.114489 sec): 3 clusters Score: Raw -314304.304596 + Penalty 797.329567 = -313506.975029 nChanged 28 SP:Iteration 31Q (1464.134521 sec): 3 clusters Score: Raw -314311.006152 + Penalty 797.329567 = -313513.676585 nChanged 25 SP:Iteration 32Q (1464.150089 sec): 3 clusters Score: Raw -314317.377097 + Penalty 797.329567 = -313520.047530 nChanged 34 SP:Iteration 33Q (1464.165571 sec): 3 clusters Score: Raw -314327.956495 + Penalty 797.329567 = -313530.626928 nChanged 30 SP:Iteration 34Q (1464.181353 sec): 3 clusters Score: Raw -314336.371494 + Penalty 797.329567 = -313539.041927 nChanged 24 SP:Iteration 35Q (1464.196868 sec): 3 clusters Score: Raw -314341.295166 + Penalty 797.329567 = -313543.965599 nChanged 18 SP:Iteration 36Q (1464.212593 sec): 3 clusters Score: Raw -314344.661151 + Penalty 797.329567 = -313547.331584 nChanged 17 SP:Iteration 37Q (1464.228047 sec): 3 clusters Score: Raw -314348.128237 + Penalty 797.329567 = -313550.798670 nChanged 10 SP:Iteration 38Q (1464.243529 sec): 3 clusters Score: Raw -314349.821542 + Penalty 797.329567 = -313552.491975 nChanged 12 SP:Iteration 39Q (1464.258987 sec): 3 clusters Score: Raw -314351.482011 + Penalty 797.329567 = -313554.152444 nChanged 9 SP:Iteration 40F (1464.274983 sec): 3 clusters Score: Raw -314352.724362 + Penalty 797.329567 = -313555.394795 nChanged 7 SP:Iteration 41Q (1464.290389 sec): 3 clusters Score: Raw -314354.317396 + Penalty 797.329567 = -313556.987829 nChanged 12 SP:Iteration 42Q (1464.305849 sec): 3 clusters Score: Raw -314357.844044 + Penalty 797.329567 = -313560.514477 nChanged 15 SP:Iteration 43Q (1464.321322 sec): 3 clusters Score: Raw -314363.241324 + Penalty 797.329567 = -313565.911757 nChanged 14 SP:Iteration 44Q (1464.336738 sec): 3 clusters Score: Raw -314366.996807 + Penalty 797.329567 = -313569.667240 nChanged 15 SP:Iteration 45Q (1464.352145 sec): 3 clusters Score: Raw -314371.208930 + Penalty 797.329567 = -313573.879363 nChanged 19 SP:Iteration 46Q (1464.367636 sec): 3 clusters Score: Raw -314376.070197 + Penalty 797.329567 = -313578.740630 nChanged 16 SP:Iteration 47Q (1464.383049 sec): 3 clusters Score: Raw -314381.195608 + Penalty 797.329567 = -313583.866041 nChanged 23 SP:Iteration 48Q (1464.398444 sec): 3 clusters Score: Raw -314390.269664 + Penalty 797.329567 = -313592.940097 nChanged 21 SP:Iteration 49Q (1464.413848 sec): 3 clusters Score: Raw -314397.638482 + Penalty 797.329567 = -313600.308915 nChanged 18 SP:Iteration 50Q (1464.429169 sec): 3 clusters Score: Raw -314404.602524 + Penalty 797.329567 = -313607.272957 nChanged 14 SP:Iteration 51Q (1464.444632 sec): 3 clusters Score: Raw -314408.344863 + Penalty 797.329567 = -313611.015296 nChanged 14 SP:Iteration 52Q (1464.460064 sec): 3 clusters Score: Raw -314411.872333 + Penalty 797.329567 = -313614.542766 nChanged 12 SP:Iteration 53Q (1464.475393 sec): 3 clusters Score: Raw -314414.163964 + Penalty 797.329567 = -313616.834397 nChanged 9 SP:Iteration 54Q (1464.490746 sec): 3 clusters Score: Raw -314416.716972 + Penalty 797.329567 = -313619.387405 nChanged 6 SP:Iteration 55Q (1464.506173 sec): 3 clusters Score: Raw -314418.735542 + Penalty 797.329567 = -313621.405975 nChanged 7 SP:Iteration 56Q (1464.521515 sec): 3 clusters Score: Raw -314420.454715 + Penalty 797.329567 = -313623.125148 nChanged 9 SP:Iteration 57Q (1464.536859 sec): 3 clusters Score: Raw -314423.736805 + Penalty 797.329567 = -313626.407238 nChanged 10 SP:Iteration 58Q (1464.552198 sec): 3 clusters Score: Raw -314426.182356 + Penalty 797.329567 = -313628.852789 nChanged 6 SP:Iteration 59Q (1464.567536 sec): 3 clusters Score: Raw -314427.834736 + Penalty 797.329567 = -313630.505169 nChanged 9 SP:Iteration 60F (1464.583485 sec): 3 clusters Score: Raw -314430.651725 + Penalty 797.329567 = -313633.322158 nChanged 10 SP:Iteration 61Q (1464.598805 sec): 3 clusters Score: Raw -314433.660291 + Penalty 797.329567 = -313636.330724 nChanged 8 SP:Iteration 62Q (1464.614183 sec): 3 clusters Score: Raw -314435.559617 + Penalty 797.329567 = -313638.230050 nChanged 9 SP:Iteration 63Q (1464.629530 sec): 3 clusters Score: Raw -314438.431557 + Penalty 797.329567 = -313641.101990 nChanged 10 SP:Iteration 64Q (1464.644829 sec): 3 clusters Score: Raw -314441.992076 + Penalty 797.329567 = -313644.662509 nChanged 9 SP:Iteration 65Q (1464.660142 sec): 3 clusters Score: Raw -314443.971546 + Penalty 797.329567 = -313646.641979 nChanged 6 SP:Iteration 66Q (1464.675400 sec): 3 clusters Score: Raw -314445.676266 + Penalty 797.329567 = -313648.346699 nChanged 7 SP:Iteration 67Q (1464.690726 sec): 3 clusters Score: Raw -314446.895916 + Penalty 797.329567 = -313649.566349 nChanged 4 SP:Iteration 68Q (1464.706001 sec): 3 clusters Score: Raw -314447.687399 + Penalty 797.329567 = -313650.357832 nChanged 3 SP:Iteration 69Q (1464.721309 sec): 3 clusters Score: Raw -314448.236177 + Penalty 797.329567 = -313650.906610 nChanged 2 SP:Iteration 70Q (1464.736657 sec): 3 clusters Score: Raw -314448.733417 + Penalty 797.329567 = -313651.403850 nChanged 3 SP:Iteration 71Q (1464.751964 sec): 3 clusters Score: Raw -314449.567886 + Penalty 797.329567 = -313652.238319 nChanged 3 SP:Iteration 72Q (1464.767249 sec): 3 clusters Score: Raw -314450.710394 + Penalty 797.329567 = -313653.380827 nChanged 5 SP:Iteration 73Q (1464.782531 sec): 3 clusters Score: Raw -314454.463188 + Penalty 797.329567 = -313657.133621 nChanged 4 SP:Iteration 74Q (1464.797797 sec): 3 clusters Score: Raw -314455.511203 + Penalty 797.329567 = -313658.181636 nChanged 5 SP:Iteration 75Q (1464.813110 sec): 3 clusters Score: Raw -314456.992730 + Penalty 797.329567 = -313659.663163 nChanged 6 SP:Iteration 76Q (1464.828406 sec): 3 clusters Score: Raw -314459.084584 + Penalty 797.329567 = -313661.755017 nChanged 7 SP:Iteration 77Q (1464.843668 sec): 3 clusters Score: Raw -314461.971076 + Penalty 797.329567 = -313664.641509 nChanged 8 SP:Iteration 78Q (1464.858929 sec): 3 clusters Score: Raw -314464.744482 + Penalty 797.329567 = -313667.414915 nChanged 5 SP:Iteration 79Q (1464.874241 sec): 3 clusters Score: Raw -314466.733622 + Penalty 797.329567 = -313669.404055 nChanged 5 SP:Iteration 80F (1464.890187 sec): 3 clusters Score: Raw -314468.098243 + Penalty 797.329567 = -313670.768676 nChanged 5 SP:Iteration 81Q (1464.905462 sec): 3 clusters Score: Raw -314470.618819 + Penalty 797.329567 = -313673.289252 nChanged 6 SP:Iteration 82Q (1464.920697 sec): 3 clusters Score: Raw -314472.332661 + Penalty 797.329567 = -313675.003094 nChanged 7 SP:Iteration 83Q (1464.935936 sec): 3 clusters Score: Raw -314473.974973 + Penalty 797.329567 = -313676.645406 nChanged 6 SP:Iteration 84Q (1464.951222 sec): 3 clusters Score: Raw -314476.187792 + Penalty 797.329567 = -313678.858225 nChanged 3 SP:Iteration 85Q (1464.966517 sec): 3 clusters Score: Raw -314476.901993 + Penalty 797.329567 = -313679.572426 nChanged 3 SP:Iteration 86Q (1464.981807 sec): 3 clusters Score: Raw -314477.286415 + Penalty 797.329567 = -313679.956848 nChanged 1 SP:Iteration 87Q (1464.997016 sec): 3 clusters Score: Raw -314477.429304 + Penalty 797.329567 = -313680.099737 nChanged 0 SP:Iteration 88F (1465.013042 sec): 3 clusters Score: Raw -314477.429304 + Penalty 797.329567 = -313680.099737 nChanged 0 Trying to split cluster 17 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.029114 sec): 2 clusters Score: Raw -251037.950349 + Penalty 389.604670 = -250648.345679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.044024 sec): 3 clusters Score: Raw -247926.956760 + Penalty 779.209341 = -247147.747419 nChanged 2373 SP:Iteration 1F (1465.057477 sec): 3 clusters Score: Raw -249217.736570 + Penalty 779.209341 = -248438.527229 nChanged 332 SP:Iteration 2F (1465.070878 sec): 3 clusters Score: Raw -249379.691579 + Penalty 779.209341 = -248600.482238 nChanged 290 SP:Iteration 3F (1465.084229 sec): 3 clusters Score: Raw -249552.698850 + Penalty 779.209341 = -248773.489510 nChanged 320 SP:Iteration 4F (1465.097612 sec): 3 clusters Score: Raw -249777.788601 + Penalty 779.209341 = -248998.579260 nChanged 318 SP:Iteration 5F (1465.110940 sec): 3 clusters Score: Raw -250007.933857 + Penalty 779.209341 = -249228.724516 nChanged 301 SP:Iteration 6F (1465.124311 sec): 3 clusters Score: Raw -250231.964120 + Penalty 779.209341 = -249452.754779 nChanged 295 SP:Iteration 7F (1465.137548 sec): 3 clusters Score: Raw -250468.123314 + Penalty 779.209341 = -249688.913973 nChanged 245 SP:Iteration 8Q (1465.150721 sec): 3 clusters Score: Raw -250662.717806 + Penalty 779.209341 = -249883.508465 nChanged 170 SP:Iteration 9Q (1465.163856 sec): 3 clusters Score: Raw -250786.822204 + Penalty 779.209341 = -250007.612864 nChanged 128 SP:Iteration 10Q (1465.176907 sec): 3 clusters Score: Raw -250869.966169 + Penalty 779.209341 = -250090.756828 nChanged 94 SP:Iteration 11Q (1465.190002 sec): 3 clusters Score: Raw -250928.796594 + Penalty 779.209341 = -250149.587253 nChanged 62 SP:Iteration 12Q (1465.202979 sec): 3 clusters Score: Raw -250962.118105 + Penalty 779.209341 = -250182.908765 nChanged 38 SP:Iteration 13Q (1465.215952 sec): 3 clusters Score: Raw -250983.560901 + Penalty 779.209341 = -250204.351560 nChanged 35 SP:Iteration 14Q (1465.228893 sec): 3 clusters Score: Raw -251004.340587 + Penalty 779.209341 = -250225.131246 nChanged 36 SP:Iteration 15Q (1465.241783 sec): 3 clusters Score: Raw -251024.840530 + Penalty 779.209341 = -250245.631189 nChanged 27 SP:Iteration 16Q (1465.254722 sec): 3 clusters Score: Raw -251042.402933 + Penalty 779.209341 = -250263.193592 nChanged 19 SP:Iteration 17Q (1465.267578 sec): 3 clusters Score: Raw -251054.326418 + Penalty 779.209341 = -250275.117077 nChanged 13 SP:Iteration 18Q (1465.280373 sec): 3 clusters Score: Raw -251062.779935 + Penalty 779.209341 = -250283.570594 nChanged 5 SP:Iteration 19Q (1465.293138 sec): 3 clusters Score: Raw -251066.727628 + Penalty 779.209341 = -250287.518287 nChanged 4 SP:Iteration 20F (1465.306333 sec): 3 clusters Score: Raw -251069.828632 + Penalty 779.209341 = -250290.619292 nChanged 6 SP:Iteration 21Q (1465.319145 sec): 3 clusters Score: Raw -251074.282909 + Penalty 779.209341 = -250295.073568 nChanged 6 SP:Iteration 22Q (1465.331899 sec): 3 clusters Score: Raw -251077.951877 + Penalty 779.209341 = -250298.742536 nChanged 4 SP:Iteration 23Q (1465.344638 sec): 3 clusters Score: Raw -251079.018100 + Penalty 779.209341 = -250299.808759 nChanged 4 SP:Iteration 24Q (1465.357388 sec): 3 clusters Score: Raw -251080.634595 + Penalty 779.209341 = -250301.425254 nChanged 7 SP:Iteration 25Q (1465.370105 sec): 3 clusters Score: Raw -251084.748402 + Penalty 779.209341 = -250305.539061 nChanged 5 SP:Iteration 26Q (1465.382865 sec): 3 clusters Score: Raw -251089.174322 + Penalty 779.209341 = -250309.964982 nChanged 3 SP:Iteration 27Q (1465.395574 sec): 3 clusters Score: Raw -251092.002022 + Penalty 779.209341 = -250312.792681 nChanged 5 SP:Iteration 28Q (1465.408310 sec): 3 clusters Score: Raw -251096.241654 + Penalty 779.209341 = -250317.032313 nChanged 6 SP:Iteration 29Q (1465.421029 sec): 3 clusters Score: Raw -251099.603481 + Penalty 779.209341 = -250320.394141 nChanged 4 SP:Iteration 30Q (1465.433730 sec): 3 clusters Score: Raw -251102.679496 + Penalty 779.209341 = -250323.470155 nChanged 2 SP:Iteration 31Q (1465.446535 sec): 3 clusters Score: Raw -251103.575608 + Penalty 779.209341 = -250324.366268 nChanged 0 SP:Iteration 32F (1465.459704 sec): 3 clusters Score: Raw -251103.575608 + Penalty 779.209341 = -250324.366268 nChanged 0 Trying to split cluster 18 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.467215 sec): 2 clusters Score: Raw -23545.256644 + Penalty 288.325571 = -23256.931073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.469373 sec): 3 clusters Score: Raw -23302.507441 + Penalty 576.651142 = -22725.856299 nChanged 203 SP:Iteration 1F (1465.471315 sec): 3 clusters Score: Raw -23443.369888 + Penalty 576.651142 = -22866.718746 nChanged 47 SP:Iteration 2F (1465.473215 sec): 3 clusters Score: Raw -23492.995303 + Penalty 576.651142 = -22916.344162 nChanged 24 SP:Iteration 3Q (1465.475121 sec): 3 clusters Score: Raw -23517.046155 + Penalty 576.651142 = -22940.395013 nChanged 25 SP:Iteration 4Q (1465.477030 sec): 3 clusters Score: Raw -23539.988358 + Penalty 576.651142 = -22963.337216 nChanged 29 SP:Iteration 5F (1465.478921 sec): 3 clusters Score: Raw -23571.510316 + Penalty 576.651142 = -22994.859175 nChanged 25 SP:Iteration 6Q (1465.480811 sec): 3 clusters Score: Raw -23588.040923 + Penalty 576.651142 = -23011.389782 nChanged 14 SP:Iteration 7Q (1465.482709 sec): 3 clusters Score: Raw -23598.888902 + Penalty 576.651142 = -23022.237760 nChanged 9 SP:Iteration 8Q (1465.484597 sec): 3 clusters Score: Raw -23604.238990 + Penalty 576.651142 = -23027.587849 nChanged 13 SP:Iteration 9Q (1465.486492 sec): 3 clusters Score: Raw -23618.039550 + Penalty 576.651142 = -23041.388409 nChanged 16 SP:Iteration 10Q (1465.488370 sec): 3 clusters Score: Raw -23634.091459 + Penalty 576.651142 = -23057.440318 nChanged 9 SP:Iteration 11Q (1465.490246 sec): 3 clusters Score: Raw -23644.091636 + Penalty 576.651142 = -23067.440494 nChanged 7 SP:Iteration 12Q (1465.492117 sec): 3 clusters Score: Raw -23647.955580 + Penalty 576.651142 = -23071.304439 nChanged 1 SP:Iteration 13Q (1465.493983 sec): 3 clusters Score: Raw -23648.287758 + Penalty 576.651142 = -23071.636617 nChanged 0 SP:Iteration 14F (1465.495857 sec): 3 clusters Score: Raw -23648.287758 + Penalty 576.651142 = -23071.636617 nChanged 0 Trying to split cluster 19 (49184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.546944 sec): 2 clusters Score: Raw -2243575.038005 + Penalty 491.551226 = -2243083.486779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.605040 sec): 3 clusters Score: Raw -2211128.685446 + Penalty 983.102452 = -2210145.582995 nChanged 23782 SP:Iteration 1F (1465.656436 sec): 3 clusters Score: Raw -2226468.200707 + Penalty 983.102452 = -2225485.098255 nChanged 2903 SP:Iteration 2F (1465.708205 sec): 3 clusters Score: Raw -2227769.484831 + Penalty 983.102452 = -2226786.382379 nChanged 3008 SP:Iteration 3F (1465.759788 sec): 3 clusters Score: Raw -2229522.180665 + Penalty 983.102452 = -2228539.078213 nChanged 3262 SP:Iteration 4F (1465.811127 sec): 3 clusters Score: Raw -2231860.774526 + Penalty 983.102452 = -2230877.672074 nChanged 3250 SP:Iteration 5F (1465.862583 sec): 3 clusters Score: Raw -2234403.638151 + Penalty 983.102452 = -2233420.535700 nChanged 2858 SP:Iteration 6F (1465.914086 sec): 3 clusters Score: Raw -2236291.197418 + Penalty 983.102452 = -2235308.094966 nChanged 1974 SP:Iteration 7Q (1465.968424 sec): 3 clusters Score: Raw -2237076.477197 + Penalty 983.102452 = -2236093.374745 nChanged 1153 SP:Iteration 8Q (1466.022013 sec): 3 clusters Score: Raw -2237362.743438 + Penalty 983.102452 = -2236379.640986 nChanged 726 SP:Iteration 9Q (1466.075087 sec): 3 clusters Score: Raw -2237526.258846 + Penalty 983.102452 = -2236543.156394 nChanged 613 SP:Iteration 10Q (1466.128550 sec): 3 clusters Score: Raw -2237666.784255 + Penalty 983.102452 = -2236683.681803 nChanged 581 SP:Iteration 11Q (1466.181615 sec): 3 clusters Score: Raw -2237806.050260 + Penalty 983.102452 = -2236822.947808 nChanged 577 SP:Iteration 12Q (1466.234560 sec): 3 clusters Score: Raw -2237938.033525 + Penalty 983.102452 = -2236954.931073 nChanged 551 SP:Iteration 13Q (1466.287266 sec): 3 clusters Score: Raw -2238054.682950 + Penalty 983.102452 = -2237071.580498 nChanged 538 SP:Iteration 14Q (1466.340050 sec): 3 clusters Score: Raw -2238174.495924 + Penalty 983.102452 = -2237191.393472 nChanged 537 SP:Iteration 15Q (1466.392284 sec): 3 clusters Score: Raw -2238292.501710 + Penalty 983.102452 = -2237309.399259 nChanged 549 SP:Iteration 16Q (1466.444558 sec): 3 clusters Score: Raw -2238426.820485 + Penalty 983.102452 = -2237443.718033 nChanged 543 SP:Iteration 17Q (1466.496745 sec): 3 clusters Score: Raw -2238555.125152 + Penalty 983.102452 = -2237572.022700 nChanged 560 SP:Iteration 18Q (1466.548924 sec): 3 clusters Score: Raw -2238682.536081 + Penalty 983.102452 = -2237699.433629 nChanged 523 SP:Iteration 19Q (1466.600765 sec): 3 clusters Score: Raw -2238800.306541 + Penalty 983.102452 = -2237817.204089 nChanged 531 SP:Iteration 20F (1466.651292 sec): 3 clusters Score: Raw -2238921.743915 + Penalty 983.102452 = -2237938.641463 nChanged 517 SP:Iteration 21Q (1466.703904 sec): 3 clusters Score: Raw -2239038.842557 + Penalty 983.102452 = -2238055.740105 nChanged 506 SP:Iteration 22Q (1466.756105 sec): 3 clusters Score: Raw -2239139.710611 + Penalty 983.102452 = -2238156.608159 nChanged 474 SP:Iteration 23Q (1466.808014 sec): 3 clusters Score: Raw -2239230.373215 + Penalty 983.102452 = -2238247.270764 nChanged 464 SP:Iteration 24Q (1466.859856 sec): 3 clusters Score: Raw -2239318.859234 + Penalty 983.102452 = -2238335.756783 nChanged 527 SP:Iteration 25Q (1466.911714 sec): 3 clusters Score: Raw -2239431.069068 + Penalty 983.102452 = -2238447.966616 nChanged 527 SP:Iteration 26Q (1466.963479 sec): 3 clusters Score: Raw -2239545.614847 + Penalty 983.102452 = -2238562.512395 nChanged 509 SP:Iteration 27Q (1467.015373 sec): 3 clusters Score: Raw -2239655.541136 + Penalty 983.102452 = -2238672.438684 nChanged 522 SP:Iteration 28Q (1467.067293 sec): 3 clusters Score: Raw -2239773.300328 + Penalty 983.102452 = -2238790.197877 nChanged 518 SP:Iteration 29Q (1467.119062 sec): 3 clusters Score: Raw -2239897.387993 + Penalty 983.102452 = -2238914.285541 nChanged 497 SP:Iteration 30Q (1467.170864 sec): 3 clusters Score: Raw -2240011.307802 + Penalty 983.102452 = -2239028.205351 nChanged 472 SP:Iteration 31Q (1467.222628 sec): 3 clusters Score: Raw -2240115.232737 + Penalty 983.102452 = -2239132.130285 nChanged 493 SP:Iteration 32Q (1467.274135 sec): 3 clusters Score: Raw -2240231.195717 + Penalty 983.102452 = -2239248.093265 nChanged 501 SP:Iteration 33Q (1467.325768 sec): 3 clusters Score: Raw -2240359.089301 + Penalty 983.102452 = -2239375.986849 nChanged 525 SP:Iteration 34Q (1467.377291 sec): 3 clusters Score: Raw -2240499.657416 + Penalty 983.102452 = -2239516.554964 nChanged 487 SP:Iteration 35Q (1467.428692 sec): 3 clusters Score: Raw -2240620.921910 + Penalty 983.102452 = -2239637.819459 nChanged 452 SP:Iteration 36Q (1467.480068 sec): 3 clusters Score: Raw -2240734.120144 + Penalty 983.102452 = -2239751.017692 nChanged 432 SP:Iteration 37Q (1467.531057 sec): 3 clusters Score: Raw -2240845.199560 + Penalty 983.102452 = -2239862.097108 nChanged 453 SP:Iteration 38Q (1467.582407 sec): 3 clusters Score: Raw -2240977.933788 + Penalty 983.102452 = -2239994.831336 nChanged 482 SP:Iteration 39Q (1467.633102 sec): 3 clusters Score: Raw -2241124.527759 + Penalty 983.102452 = -2240141.425307 nChanged 464 SP:Iteration 40F (1467.683772 sec): 3 clusters Score: Raw -2241276.932405 + Penalty 983.102452 = -2240293.829953 nChanged 465 SP:Iteration 41Q (1467.734897 sec): 3 clusters Score: Raw -2241436.283536 + Penalty 983.102452 = -2240453.181084 nChanged 469 SP:Iteration 42Q (1467.785124 sec): 3 clusters Score: Raw -2241599.412829 + Penalty 983.102452 = -2240616.310378 nChanged 466 SP:Iteration 43Q (1467.835377 sec): 3 clusters Score: Raw -2241779.653299 + Penalty 983.102452 = -2240796.550847 nChanged 483 SP:Iteration 44Q (1467.885348 sec): 3 clusters Score: Raw -2241996.987468 + Penalty 983.102452 = -2241013.885017 nChanged 512 SP:Iteration 45Q (1467.935078 sec): 3 clusters Score: Raw -2242252.581825 + Penalty 983.102452 = -2241269.479373 nChanged 498 SP:Iteration 46Q (1467.984720 sec): 3 clusters Score: Raw -2242521.515846 + Penalty 983.102452 = -2241538.413394 nChanged 423 SP:Iteration 47Q (1468.033962 sec): 3 clusters Score: Raw -2242741.018784 + Penalty 983.102452 = -2241757.916332 nChanged 367 SP:Iteration 48Q (1468.083194 sec): 3 clusters Score: Raw -2242933.114792 + Penalty 983.102452 = -2241950.012340 nChanged 296 SP:Iteration 49Q (1468.131668 sec): 3 clusters Score: Raw -2243086.425556 + Penalty 983.102452 = -2242103.323104 nChanged 247 SP:Iteration 50Q (1468.180191 sec): 3 clusters Score: Raw -2243211.696124 + Penalty 983.102452 = -2242228.593672 nChanged 207 SP:Iteration 51Q (1468.254465 sec): 3 clusters Score: Raw -2243315.649926 + Penalty 983.102452 = -2242332.547475 nChanged 177 SP:Iteration 52Q (1468.335346 sec): 3 clusters Score: Raw -2243407.753200 + Penalty 983.102452 = -2242424.650749 nChanged 135 SP:Iteration 53Q (1468.383445 sec): 3 clusters Score: Raw -2243477.679928 + Penalty 983.102452 = -2242494.577476 nChanged 91 SP:Iteration 54Q (1468.431541 sec): 3 clusters Score: Raw -2243521.107291 + Penalty 983.102452 = -2242538.004839 nChanged 59 SP:Iteration 55Q (1468.479486 sec): 3 clusters Score: Raw -2243549.751880 + Penalty 983.102452 = -2242566.649428 nChanged 43 SP:Iteration 56Q (1468.527440 sec): 3 clusters Score: Raw -2243566.687213 + Penalty 983.102452 = -2242583.584761 nChanged 34 SP:Iteration 57Q (1468.575324 sec): 3 clusters Score: Raw -2243579.657348 + Penalty 983.102452 = -2242596.554896 nChanged 31 SP:Iteration 58Q (1468.623254 sec): 3 clusters Score: Raw -2243596.561788 + Penalty 983.102452 = -2242613.459337 nChanged 33 SP:Iteration 59Q (1468.671586 sec): 3 clusters Score: Raw -2243614.952860 + Penalty 983.102452 = -2242631.850408 nChanged 19 SP:Iteration 60F (1468.721594 sec): 3 clusters Score: Raw -2243625.659331 + Penalty 983.102452 = -2242642.556879 nChanged 19 SP:Iteration 61Q (1468.770393 sec): 3 clusters Score: Raw -2243635.678732 + Penalty 983.102452 = -2242652.576281 nChanged 15 SP:Iteration 62Q (1468.818469 sec): 3 clusters Score: Raw -2243642.737947 + Penalty 983.102452 = -2242659.635495 nChanged 11 SP:Iteration 63Q (1468.866482 sec): 3 clusters Score: Raw -2243646.414589 + Penalty 983.102452 = -2242663.312137 nChanged 7 SP:Iteration 64Q (1468.914602 sec): 3 clusters Score: Raw -2243647.924686 + Penalty 983.102452 = -2242664.822234 nChanged 8 SP:Iteration 65Q (1468.962604 sec): 3 clusters Score: Raw -2243652.602344 + Penalty 983.102452 = -2242669.499892 nChanged 10 SP:Iteration 66Q (1469.010688 sec): 3 clusters Score: Raw -2243656.475213 + Penalty 983.102452 = -2242673.372761 nChanged 4 SP:Iteration 67Q (1469.058666 sec): 3 clusters Score: Raw -2243658.617927 + Penalty 983.102452 = -2242675.515475 nChanged 9 SP:Iteration 68Q (1469.106611 sec): 3 clusters Score: Raw -2243660.693998 + Penalty 983.102452 = -2242677.591546 nChanged 4 SP:Iteration 69Q (1469.154469 sec): 3 clusters Score: Raw -2243662.963129 + Penalty 983.102452 = -2242679.860677 nChanged 4 SP:Iteration 70Q (1469.202615 sec): 3 clusters Score: Raw -2243666.347858 + Penalty 983.102452 = -2242683.245406 nChanged 6 SP:Iteration 71Q (1469.250552 sec): 3 clusters Score: Raw -2243669.417469 + Penalty 983.102452 = -2242686.315017 nChanged 3 SP:Iteration 72Q (1469.298651 sec): 3 clusters Score: Raw -2243670.406174 + Penalty 983.102452 = -2242687.303722 nChanged 1 SP:Iteration 73Q (1469.346771 sec): 3 clusters Score: Raw -2243670.571684 + Penalty 983.102452 = -2242687.469233 nChanged 0 SP:Iteration 74F (1469.396553 sec): 3 clusters Score: Raw -2243670.571684 + Penalty 983.102452 = -2242687.469233 nChanged 0 Trying to split cluster 20 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.402558 sec): 2 clusters Score: Raw -46464.325477 + Penalty 314.120500 = -46150.204977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.405959 sec): 3 clusters Score: Raw -45974.066206 + Penalty 628.241000 = -45345.825206 nChanged 377 SP:Iteration 1F (1469.408973 sec): 3 clusters Score: Raw -46201.568742 + Penalty 628.241000 = -45573.327742 nChanged 85 SP:Iteration 2F (1469.411983 sec): 3 clusters Score: Raw -46262.535625 + Penalty 628.241000 = -45634.294625 nChanged 56 SP:Iteration 3F (1469.414979 sec): 3 clusters Score: Raw -46303.182205 + Penalty 628.241000 = -45674.941205 nChanged 38 SP:Iteration 4Q (1469.418013 sec): 3 clusters Score: Raw -46327.289948 + Penalty 628.241000 = -45699.048948 nChanged 34 SP:Iteration 5Q (1469.421011 sec): 3 clusters Score: Raw -46344.346155 + Penalty 628.241000 = -45716.105154 nChanged 15 SP:Iteration 6Q (1469.424014 sec): 3 clusters Score: Raw -46355.273241 + Penalty 628.241000 = -45727.032240 nChanged 17 SP:Iteration 7Q (1469.427071 sec): 3 clusters Score: Raw -46360.822566 + Penalty 628.241000 = -45732.581566 nChanged 7 SP:Iteration 8Q (1469.430085 sec): 3 clusters Score: Raw -46364.620216 + Penalty 628.241000 = -45736.379215 nChanged 12 SP:Iteration 9Q (1469.433072 sec): 3 clusters Score: Raw -46368.391866 + Penalty 628.241000 = -45740.150866 nChanged 7 SP:Iteration 10Q (1469.436013 sec): 3 clusters Score: Raw -46370.139639 + Penalty 628.241000 = -45741.898638 nChanged 3 SP:Iteration 11Q (1469.438972 sec): 3 clusters Score: Raw -46370.921857 + Penalty 628.241000 = -45742.680856 nChanged 3 SP:Iteration 12Q (1469.441955 sec): 3 clusters Score: Raw -46371.279792 + Penalty 628.241000 = -45743.038792 nChanged 0 SP:Iteration 13F (1469.444940 sec): 3 clusters Score: Raw -46371.279792 + Penalty 628.241000 = -45743.038792 nChanged 0 Trying to split cluster 21 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.450661 sec): 2 clusters Score: Raw -15560.534172 + Penalty 269.431818 = -15291.102354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.452279 sec): 3 clusters Score: Raw -15415.196288 + Penalty 538.863636 = -14876.332652 nChanged 135 SP:Iteration 1F (1469.453701 sec): 3 clusters Score: Raw -15525.021943 + Penalty 538.863636 = -14986.158307 nChanged 30 SP:Iteration 2F (1469.455110 sec): 3 clusters Score: Raw -15559.268868 + Penalty 538.863636 = -15020.405232 nChanged 16 SP:Iteration 3Q (1469.456526 sec): 3 clusters Score: Raw -15573.356167 + Penalty 538.863636 = -15034.492531 nChanged 7 SP:Iteration 4Q (1469.457997 sec): 3 clusters Score: Raw -15578.425524 + Penalty 538.863636 = -15039.561888 nChanged 4 SP:Iteration 5Q (1469.459412 sec): 3 clusters Score: Raw -15580.039452 + Penalty 538.863636 = -15041.175816 nChanged 3 SP:Iteration 6Q (1469.460821 sec): 3 clusters Score: Raw -15581.083983 + Penalty 538.863636 = -15042.220347 nChanged 1 SP:Iteration 7Q (1469.462226 sec): 3 clusters Score: Raw -15581.394355 + Penalty 538.863636 = -15042.530719 nChanged 0 SP:Iteration 8F (1469.463627 sec): 3 clusters Score: Raw -15581.394355 + Penalty 538.863636 = -15042.530719 nChanged 0 Trying to split cluster 22 (14155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.486295 sec): 2 clusters Score: Raw -687030.673137 + Penalty 434.880955 = -686595.792182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.511739 sec): 3 clusters Score: Raw -678096.143974 + Penalty 869.761911 = -677226.382063 nChanged 6572 SP:Iteration 1F (1469.535881 sec): 3 clusters Score: Raw -682028.338504 + Penalty 869.761911 = -681158.576593 nChanged 900 SP:Iteration 2F (1469.560034 sec): 3 clusters Score: Raw -682497.824413 + Penalty 869.761911 = -681628.062503 nChanged 1030 SP:Iteration 3F (1469.584021 sec): 3 clusters Score: Raw -683203.471440 + Penalty 869.761911 = -682333.709529 nChanged 1082 SP:Iteration 4F (1469.637450 sec): 3 clusters Score: Raw -684143.975713 + Penalty 869.761911 = -683274.213803 nChanged 1019 SP:Iteration 5F (1469.668116 sec): 3 clusters Score: Raw -685214.175986 + Penalty 869.761911 = -684344.414075 nChanged 856 SP:Iteration 6F (1469.692193 sec): 3 clusters Score: Raw -686200.270415 + Penalty 869.761911 = -685330.508504 nChanged 589 SP:Iteration 7Q (1469.716063 sec): 3 clusters Score: Raw -686698.267238 + Penalty 869.761911 = -685828.505327 nChanged 309 SP:Iteration 8Q (1469.739950 sec): 3 clusters Score: Raw -686866.061684 + Penalty 869.761911 = -685996.299773 nChanged 198 SP:Iteration 9Q (1469.763524 sec): 3 clusters Score: Raw -686948.753300 + Penalty 869.761911 = -686078.991389 nChanged 131 SP:Iteration 10Q (1469.786923 sec): 3 clusters Score: Raw -686986.869175 + Penalty 869.761911 = -686117.107264 nChanged 101 SP:Iteration 11Q (1469.810393 sec): 3 clusters Score: Raw -687007.169005 + Penalty 869.761911 = -686137.407094 nChanged 62 SP:Iteration 12Q (1469.833853 sec): 3 clusters Score: Raw -687015.927852 + Penalty 869.761911 = -686146.165941 nChanged 34 SP:Iteration 13Q (1469.857292 sec): 3 clusters Score: Raw -687019.745530 + Penalty 869.761911 = -686149.983619 nChanged 26 SP:Iteration 14Q (1469.880714 sec): 3 clusters Score: Raw -687022.393301 + Penalty 869.761911 = -686152.631390 nChanged 24 SP:Iteration 15Q (1469.904037 sec): 3 clusters Score: Raw -687025.309216 + Penalty 869.761911 = -686155.547305 nChanged 25 SP:Iteration 16Q (1469.927298 sec): 3 clusters Score: Raw -687028.100470 + Penalty 869.761911 = -686158.338559 nChanged 22 SP:Iteration 17Q (1469.950809 sec): 3 clusters Score: Raw -687030.995742 + Penalty 869.761911 = -686161.233831 nChanged 27 SP:Iteration 18Q (1469.974153 sec): 3 clusters Score: Raw -687033.169386 + Penalty 869.761911 = -686163.407475 nChanged 21 SP:Iteration 19Q (1469.997545 sec): 3 clusters Score: Raw -687035.065443 + Penalty 869.761911 = -686165.303532 nChanged 22 SP:Iteration 20F (1470.021581 sec): 3 clusters Score: Raw -687037.406959 + Penalty 869.761911 = -686167.645048 nChanged 20 SP:Iteration 21Q (1470.045025 sec): 3 clusters Score: Raw -687038.938694 + Penalty 869.761911 = -686169.176783 nChanged 17 SP:Iteration 22Q (1470.068605 sec): 3 clusters Score: Raw -687040.088683 + Penalty 869.761911 = -686170.326772 nChanged 16 SP:Iteration 23Q (1470.091983 sec): 3 clusters Score: Raw -687041.167520 + Penalty 869.761911 = -686171.405609 nChanged 14 SP:Iteration 24Q (1470.115160 sec): 3 clusters Score: Raw -687041.733927 + Penalty 869.761911 = -686171.972016 nChanged 7 SP:Iteration 25Q (1470.138534 sec): 3 clusters Score: Raw -687042.027138 + Penalty 869.761911 = -686172.265227 nChanged 8 SP:Iteration 26Q (1470.161844 sec): 3 clusters Score: Raw -687042.513270 + Penalty 869.761911 = -686172.751359 nChanged 8 SP:Iteration 27Q (1470.185187 sec): 3 clusters Score: Raw -687043.269400 + Penalty 869.761911 = -686173.507489 nChanged 9 SP:Iteration 28Q (1470.208457 sec): 3 clusters Score: Raw -687043.891024 + Penalty 869.761911 = -686174.129113 nChanged 6 SP:Iteration 29Q (1470.231675 sec): 3 clusters Score: Raw -687044.090712 + Penalty 869.761911 = -686174.328801 nChanged 5 SP:Iteration 30Q (1470.254889 sec): 3 clusters Score: Raw -687044.240921 + Penalty 869.761911 = -686174.479010 nChanged 3 SP:Iteration 31Q (1470.278329 sec): 3 clusters Score: Raw -687044.369960 + Penalty 869.761911 = -686174.608049 nChanged 5 SP:Iteration 32Q (1470.301739 sec): 3 clusters Score: Raw -687044.689455 + Penalty 869.761911 = -686174.927544 nChanged 5 SP:Iteration 33Q (1470.325388 sec): 3 clusters Score: Raw -687044.832668 + Penalty 869.761911 = -686175.070757 nChanged 5 SP:Iteration 34Q (1470.348832 sec): 3 clusters Score: Raw -687045.058045 + Penalty 869.761911 = -686175.296134 nChanged 4 SP:Iteration 35Q (1470.372165 sec): 3 clusters Score: Raw -687045.170329 + Penalty 869.761911 = -686175.408418 nChanged 2 SP:Iteration 36Q (1470.395679 sec): 3 clusters Score: Raw -687045.246972 + Penalty 869.761911 = -686175.485061 nChanged 2 SP:Iteration 37Q (1470.418857 sec): 3 clusters Score: Raw -687045.351885 + Penalty 869.761911 = -686175.589974 nChanged 1 SP:Iteration 38Q (1470.442289 sec): 3 clusters Score: Raw -687045.375726 + Penalty 869.761911 = -686175.613815 nChanged 0 SP:Iteration 39F (1470.466392 sec): 3 clusters Score: Raw -687045.375726 + Penalty 869.761911 = -686175.613815 nChanged 0 Trying to split cluster 23 (5392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.482118 sec): 2 clusters Score: Raw -237231.741524 + Penalty 390.966560 = -236840.774964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.497559 sec): 3 clusters Score: Raw -234018.096433 + Penalty 781.933120 = -233236.163313 nChanged 2405 SP:Iteration 1F (1470.511514 sec): 3 clusters Score: Raw -235436.058851 + Penalty 781.933120 = -234654.125731 nChanged 326 SP:Iteration 2F (1470.525356 sec): 3 clusters Score: Raw -235603.835252 + Penalty 781.933120 = -234821.902131 nChanged 308 SP:Iteration 3F (1470.539319 sec): 3 clusters Score: Raw -235797.710625 + Penalty 781.933120 = -235015.777504 nChanged 317 SP:Iteration 4F (1470.553021 sec): 3 clusters Score: Raw -236011.792240 + Penalty 781.933120 = -235229.859120 nChanged 329 SP:Iteration 5F (1470.566760 sec): 3 clusters Score: Raw -236255.151997 + Penalty 781.933120 = -235473.218877 nChanged 266 SP:Iteration 6Q (1470.580533 sec): 3 clusters Score: Raw -236446.069451 + Penalty 781.933120 = -235664.136330 nChanged 237 SP:Iteration 7Q (1470.594480 sec): 3 clusters Score: Raw -236598.018882 + Penalty 781.933120 = -235816.085762 nChanged 191 SP:Iteration 8Q (1470.608209 sec): 3 clusters Score: Raw -236722.136690 + Penalty 781.933120 = -235940.203570 nChanged 143 SP:Iteration 9Q (1470.621834 sec): 3 clusters Score: Raw -236797.544683 + Penalty 781.933120 = -236015.611563 nChanged 119 SP:Iteration 10Q (1470.635333 sec): 3 clusters Score: Raw -236844.983501 + Penalty 781.933120 = -236063.050381 nChanged 86 SP:Iteration 11Q (1470.648812 sec): 3 clusters Score: Raw -236879.517532 + Penalty 781.933120 = -236097.584412 nChanged 88 SP:Iteration 12Q (1470.662280 sec): 3 clusters Score: Raw -236922.508857 + Penalty 781.933120 = -236140.575736 nChanged 89 SP:Iteration 13Q (1470.675710 sec): 3 clusters Score: Raw -236970.443397 + Penalty 781.933120 = -236188.510276 nChanged 97 SP:Iteration 14Q (1470.689136 sec): 3 clusters Score: Raw -237022.024485 + Penalty 781.933120 = -236240.091364 nChanged 88 SP:Iteration 15Q (1470.702536 sec): 3 clusters Score: Raw -237075.439891 + Penalty 781.933120 = -236293.506770 nChanged 77 SP:Iteration 16Q (1470.715776 sec): 3 clusters Score: Raw -237119.935476 + Penalty 781.933120 = -236338.002356 nChanged 53 SP:Iteration 17Q (1470.729022 sec): 3 clusters Score: Raw -237143.641387 + Penalty 781.933120 = -236361.708266 nChanged 45 SP:Iteration 18Q (1470.742120 sec): 3 clusters Score: Raw -237167.387884 + Penalty 781.933120 = -236385.454763 nChanged 34 SP:Iteration 19Q (1470.755348 sec): 3 clusters Score: Raw -237189.328655 + Penalty 781.933120 = -236407.395534 nChanged 34 SP:Iteration 20F (1470.769026 sec): 3 clusters Score: Raw -237210.687750 + Penalty 781.933120 = -236428.754630 nChanged 32 SP:Iteration 21Q (1470.782213 sec): 3 clusters Score: Raw -237228.725523 + Penalty 781.933120 = -236446.792403 nChanged 30 SP:Iteration 22Q (1470.795328 sec): 3 clusters Score: Raw -237247.545307 + Penalty 781.933120 = -236465.612186 nChanged 22 SP:Iteration 23Q (1470.808397 sec): 3 clusters Score: Raw -237257.966881 + Penalty 781.933120 = -236476.033760 nChanged 26 SP:Iteration 24Q (1470.821546 sec): 3 clusters Score: Raw -237273.776617 + Penalty 781.933120 = -236491.843497 nChanged 17 SP:Iteration 25Q (1470.834564 sec): 3 clusters Score: Raw -237283.966136 + Penalty 781.933120 = -236502.033016 nChanged 21 SP:Iteration 26Q (1470.847640 sec): 3 clusters Score: Raw -237302.009626 + Penalty 781.933120 = -236520.076506 nChanged 11 SP:Iteration 27Q (1470.860676 sec): 3 clusters Score: Raw -237309.666212 + Penalty 781.933120 = -236527.733092 nChanged 7 SP:Iteration 28Q (1470.873658 sec): 3 clusters Score: Raw -237313.124596 + Penalty 781.933120 = -236531.191475 nChanged 2 SP:Iteration 29Q (1470.886537 sec): 3 clusters Score: Raw -237314.515968 + Penalty 781.933120 = -236532.582847 nChanged 4 SP:Iteration 30Q (1470.899412 sec): 3 clusters Score: Raw -237316.938259 + Penalty 781.933120 = -236535.005138 nChanged 3 SP:Iteration 31Q (1470.912237 sec): 3 clusters Score: Raw -237318.474404 + Penalty 781.933120 = -236536.541284 nChanged 2 SP:Iteration 32Q (1470.925005 sec): 3 clusters Score: Raw -237319.616865 + Penalty 781.933120 = -236537.683745 nChanged 1 SP:Iteration 33Q (1470.937754 sec): 3 clusters Score: Raw -237320.245115 + Penalty 781.933120 = -236538.311994 nChanged 1 SP:Iteration 34Q (1470.950597 sec): 3 clusters Score: Raw -237320.467827 + Penalty 781.933120 = -236538.534706 nChanged 1 SP:Iteration 35Q (1470.963431 sec): 3 clusters Score: Raw -237320.536124 + Penalty 781.933120 = -236538.603003 nChanged 0 SP:Iteration 36F (1470.977045 sec): 3 clusters Score: Raw -237320.536124 + Penalty 781.933120 = -236538.603003 nChanged 0 Trying to split cluster 24 (6163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.005605 sec): 2 clusters Score: Raw -308471.498207 + Penalty 397.047512 = -308074.450695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.026920 sec): 3 clusters Score: Raw -304799.418414 + Penalty 794.095025 = -304005.323390 nChanged 2792 SP:Iteration 1F (1471.042590 sec): 3 clusters Score: Raw -306704.629347 + Penalty 794.095025 = -305910.534322 nChanged 364 SP:Iteration 2F (1471.058177 sec): 3 clusters Score: Raw -306872.821869 + Penalty 794.095025 = -306078.726845 nChanged 294 SP:Iteration 3Q (1471.073919 sec): 3 clusters Score: Raw -306994.290185 + Penalty 794.095025 = -306200.195161 nChanged 246 SP:Iteration 4Q (1471.089668 sec): 3 clusters Score: Raw -307069.247259 + Penalty 794.095025 = -306275.152235 nChanged 184 SP:Iteration 5Q (1471.105343 sec): 3 clusters Score: Raw -307124.521337 + Penalty 794.095025 = -306330.426312 nChanged 171 SP:Iteration 6Q (1471.121075 sec): 3 clusters Score: Raw -307184.001577 + Penalty 794.095025 = -306389.906553 nChanged 182 SP:Iteration 7Q (1471.136718 sec): 3 clusters Score: Raw -307248.086354 + Penalty 794.095025 = -306453.991330 nChanged 161 SP:Iteration 8Q (1471.152404 sec): 3 clusters Score: Raw -307305.512500 + Penalty 794.095025 = -306511.417476 nChanged 166 SP:Iteration 9Q (1471.168101 sec): 3 clusters Score: Raw -307380.563021 + Penalty 794.095025 = -306586.467997 nChanged 202 SP:Iteration 10Q (1471.183835 sec): 3 clusters Score: Raw -307488.179777 + Penalty 794.095025 = -306694.084753 nChanged 223 SP:Iteration 11Q (1471.199502 sec): 3 clusters Score: Raw -307624.283354 + Penalty 794.095025 = -306830.188329 nChanged 247 SP:Iteration 12Q (1471.215077 sec): 3 clusters Score: Raw -307796.228463 + Penalty 794.095025 = -307002.133438 nChanged 246 SP:Iteration 13Q (1471.230663 sec): 3 clusters Score: Raw -307979.564841 + Penalty 794.095025 = -307185.469817 nChanged 208 SP:Iteration 14Q (1471.246030 sec): 3 clusters Score: Raw -308122.292998 + Penalty 794.095025 = -307328.197974 nChanged 192 SP:Iteration 15Q (1471.261404 sec): 3 clusters Score: Raw -308269.260029 + Penalty 794.095025 = -307475.165005 nChanged 146 SP:Iteration 16Q (1471.276561 sec): 3 clusters Score: Raw -308364.628030 + Penalty 794.095025 = -307570.533006 nChanged 102 SP:Iteration 17Q (1471.291774 sec): 3 clusters Score: Raw -308428.174243 + Penalty 794.095025 = -307634.079218 nChanged 70 SP:Iteration 18Q (1471.306890 sec): 3 clusters Score: Raw -308471.894145 + Penalty 794.095025 = -307677.799121 nChanged 60 SP:Iteration 19Q (1471.322017 sec): 3 clusters Score: Raw -308515.703408 + Penalty 794.095025 = -307721.608383 nChanged 43 SP:Iteration 20F (1471.337375 sec): 3 clusters Score: Raw -308541.648968 + Penalty 794.095025 = -307747.553943 nChanged 29 SP:Iteration 21Q (1471.352483 sec): 3 clusters Score: Raw -308561.907473 + Penalty 794.095025 = -307767.812448 nChanged 17 SP:Iteration 22Q (1471.367322 sec): 3 clusters Score: Raw -308570.575977 + Penalty 794.095025 = -307776.480952 nChanged 10 SP:Iteration 23Q (1471.382222 sec): 3 clusters Score: Raw -308577.471753 + Penalty 794.095025 = -307783.376729 nChanged 10 SP:Iteration 24Q (1471.397070 sec): 3 clusters Score: Raw -308585.555394 + Penalty 794.095025 = -307791.460369 nChanged 8 SP:Iteration 25Q (1471.411832 sec): 3 clusters Score: Raw -308591.672868 + Penalty 794.095025 = -307797.577843 nChanged 5 SP:Iteration 26Q (1471.426617 sec): 3 clusters Score: Raw -308595.002952 + Penalty 794.095025 = -307800.907928 nChanged 4 SP:Iteration 27Q (1471.441360 sec): 3 clusters Score: Raw -308595.601478 + Penalty 794.095025 = -307801.506454 nChanged 0 SP:Iteration 28F (1471.456644 sec): 3 clusters Score: Raw -308595.601478 + Penalty 794.095025 = -307801.506454 nChanged 0 Trying to split cluster 25 (1833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.469900 sec): 2 clusters Score: Raw -83336.531402 + Penalty 341.873771 = -82994.657631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.475672 sec): 3 clusters Score: Raw -82334.091931 + Penalty 683.747542 = -81650.344390 nChanged 766 SP:Iteration 1F (1471.480797 sec): 3 clusters Score: Raw -82800.995845 + Penalty 683.747542 = -82117.248304 nChanged 163 SP:Iteration 2F (1471.485907 sec): 3 clusters Score: Raw -82908.555607 + Penalty 683.747542 = -82224.808066 nChanged 116 SP:Iteration 3F (1471.490983 sec): 3 clusters Score: Raw -82967.967538 + Penalty 683.747542 = -82284.219996 nChanged 84 SP:Iteration 4Q (1471.496107 sec): 3 clusters Score: Raw -83009.237051 + Penalty 683.747542 = -82325.489509 nChanged 78 SP:Iteration 5Q (1471.501231 sec): 3 clusters Score: Raw -83045.524635 + Penalty 683.747542 = -82361.777094 nChanged 69 SP:Iteration 6Q (1471.506362 sec): 3 clusters Score: Raw -83086.741091 + Penalty 683.747542 = -82402.993549 nChanged 68 SP:Iteration 7Q (1471.511269 sec): 3 clusters Score: Raw -83130.351013 + Penalty 683.747542 = -82446.603471 nChanged 78 SP:Iteration 8Q (1471.516361 sec): 3 clusters Score: Raw -83183.509636 + Penalty 683.747542 = -82499.762094 nChanged 78 SP:Iteration 9Q (1471.521465 sec): 3 clusters Score: Raw -83234.824330 + Penalty 683.747542 = -82551.076788 nChanged 65 SP:Iteration 10Q (1471.526552 sec): 3 clusters Score: Raw -83273.179207 + Penalty 683.747542 = -82589.431666 nChanged 42 SP:Iteration 11Q (1471.531643 sec): 3 clusters Score: Raw -83295.712406 + Penalty 683.747542 = -82611.964865 nChanged 39 SP:Iteration 12Q (1471.536762 sec): 3 clusters Score: Raw -83314.775231 + Penalty 683.747542 = -82631.027689 nChanged 32 SP:Iteration 13Q (1471.541844 sec): 3 clusters Score: Raw -83332.609226 + Penalty 683.747542 = -82648.861684 nChanged 33 SP:Iteration 14Q (1471.546911 sec): 3 clusters Score: Raw -83349.635373 + Penalty 683.747542 = -82665.887831 nChanged 25 SP:Iteration 15Q (1471.551956 sec): 3 clusters Score: Raw -83357.045206 + Penalty 683.747542 = -82673.297664 nChanged 14 SP:Iteration 16Q (1471.557019 sec): 3 clusters Score: Raw -83361.632502 + Penalty 683.747542 = -82677.884960 nChanged 9 SP:Iteration 17Q (1471.562087 sec): 3 clusters Score: Raw -83364.400191 + Penalty 683.747542 = -82680.652650 nChanged 4 SP:Iteration 18Q (1471.567117 sec): 3 clusters Score: Raw -83365.976890 + Penalty 683.747542 = -82682.229348 nChanged 7 SP:Iteration 19Q (1471.572208 sec): 3 clusters Score: Raw -83368.859443 + Penalty 683.747542 = -82685.111901 nChanged 4 SP:Iteration 20F (1471.577296 sec): 3 clusters Score: Raw -83369.482994 + Penalty 683.747542 = -82685.735453 nChanged 3 SP:Iteration 21Q (1471.582317 sec): 3 clusters Score: Raw -83370.812677 + Penalty 683.747542 = -82687.065136 nChanged 1 SP:Iteration 22Q (1471.587356 sec): 3 clusters Score: Raw -83371.079338 + Penalty 683.747542 = -82687.331796 nChanged 1 SP:Iteration 23Q (1471.592408 sec): 3 clusters Score: Raw -83371.116027 + Penalty 683.747542 = -82687.368486 nChanged 0 SP:Iteration 24F (1471.597485 sec): 3 clusters Score: Raw -83371.116027 + Penalty 683.747542 = -82687.368486 nChanged 0 Trying to split cluster 26 (27315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.628805 sec): 2 clusters Score: Raw -1328205.467267 + Penalty 464.791203 = -1327740.676064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.666315 sec): 3 clusters Score: Raw -1310385.145437 + Penalty 929.582407 = -1309455.563031 nChanged 13083 SP:Iteration 1F (1471.699821 sec): 3 clusters Score: Raw -1318099.343788 + Penalty 929.582407 = -1317169.761382 nChanged 1335 SP:Iteration 2Q (1471.734871 sec): 3 clusters Score: Raw -1318585.866152 + Penalty 929.582407 = -1317656.283745 nChanged 1528 SP:Iteration 3F (1471.768779 sec): 3 clusters Score: Raw -1319317.374471 + Penalty 929.582407 = -1318387.792065 nChanged 1848 SP:Iteration 4F (1471.802549 sec): 3 clusters Score: Raw -1320495.281267 + Penalty 929.582407 = -1319565.698860 nChanged 2118 SP:Iteration 5F (1471.836421 sec): 3 clusters Score: Raw -1322221.816590 + Penalty 929.582407 = -1321292.234183 nChanged 2187 SP:Iteration 6F (1471.870243 sec): 3 clusters Score: Raw -1324330.228134 + Penalty 929.582407 = -1323400.645728 nChanged 1763 SP:Iteration 7F (1471.904414 sec): 3 clusters Score: Raw -1326098.569619 + Penalty 929.582407 = -1325168.987212 nChanged 1119 SP:Iteration 8Q (1471.938723 sec): 3 clusters Score: Raw -1327197.752185 + Penalty 929.582407 = -1326268.169779 nChanged 584 SP:Iteration 9Q (1471.971849 sec): 3 clusters Score: Raw -1327750.478224 + Penalty 929.582407 = -1326820.895818 nChanged 266 SP:Iteration 10Q (1472.004256 sec): 3 clusters Score: Raw -1327984.192205 + Penalty 929.582407 = -1327054.609799 nChanged 150 SP:Iteration 11Q (1472.036385 sec): 3 clusters Score: Raw -1328111.782325 + Penalty 929.582407 = -1327182.199919 nChanged 81 SP:Iteration 12Q (1472.068219 sec): 3 clusters Score: Raw -1328187.515166 + Penalty 929.582407 = -1327257.932759 nChanged 41 SP:Iteration 13Q (1472.100140 sec): 3 clusters Score: Raw -1328225.205277 + Penalty 929.582407 = -1327295.622870 nChanged 26 SP:Iteration 14Q (1472.131986 sec): 3 clusters Score: Raw -1328244.470219 + Penalty 929.582407 = -1327314.887813 nChanged 19 SP:Iteration 15Q (1472.163516 sec): 3 clusters Score: Raw -1328262.421591 + Penalty 929.582407 = -1327332.839184 nChanged 16 SP:Iteration 16Q (1472.195246 sec): 3 clusters Score: Raw -1328277.939398 + Penalty 929.582407 = -1327348.356992 nChanged 6 SP:Iteration 17Q (1472.227006 sec): 3 clusters Score: Raw -1328285.803362 + Penalty 929.582407 = -1327356.220955 nChanged 7 SP:Iteration 18Q (1472.258617 sec): 3 clusters Score: Raw -1328293.307435 + Penalty 929.582407 = -1327363.725028 nChanged 6 SP:Iteration 19Q (1472.290285 sec): 3 clusters Score: Raw -1328297.810622 + Penalty 929.582407 = -1327368.228216 nChanged 4 SP:Iteration 20F (1472.323681 sec): 3 clusters Score: Raw -1328303.205742 + Penalty 929.582407 = -1327373.623336 nChanged 7 SP:Iteration 21Q (1472.355726 sec): 3 clusters Score: Raw -1328309.039624 + Penalty 929.582407 = -1327379.457218 nChanged 3 SP:Iteration 22Q (1472.387565 sec): 3 clusters Score: Raw -1328310.273031 + Penalty 929.582407 = -1327380.690624 nChanged 2 SP:Iteration 23Q (1472.419213 sec): 3 clusters Score: Raw -1328310.824919 + Penalty 929.582407 = -1327381.242513 nChanged 0 SP:Iteration 24F (1472.452705 sec): 3 clusters Score: Raw -1328310.824919 + Penalty 929.582407 = -1327381.242513 nChanged 0 Trying to split cluster 27 (8577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.469747 sec): 2 clusters Score: Raw -401239.307388 + Penalty 412.086196 = -400827.221192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.490831 sec): 3 clusters Score: Raw -395891.325692 + Penalty 824.172393 = -395067.153299 nChanged 3959 SP:Iteration 1F (1472.511191 sec): 3 clusters Score: Raw -398161.074350 + Penalty 824.172393 = -397336.901957 nChanged 511 SP:Iteration 2F (1472.531441 sec): 3 clusters Score: Raw -398387.384296 + Penalty 824.172393 = -397563.211903 nChanged 558 SP:Iteration 3F (1472.551882 sec): 3 clusters Score: Raw -398733.449481 + Penalty 824.172393 = -397909.277088 nChanged 611 SP:Iteration 4F (1472.572245 sec): 3 clusters Score: Raw -399167.301272 + Penalty 824.172393 = -398343.128879 nChanged 608 SP:Iteration 5F (1472.593022 sec): 3 clusters Score: Raw -399678.241325 + Penalty 824.172393 = -398854.068933 nChanged 579 SP:Iteration 6F (1472.613227 sec): 3 clusters Score: Raw -400176.652454 + Penalty 824.172393 = -399352.480061 nChanged 498 SP:Iteration 7F (1472.633466 sec): 3 clusters Score: Raw -400620.533758 + Penalty 824.172393 = -399796.361365 nChanged 360 SP:Iteration 8Q (1472.653371 sec): 3 clusters Score: Raw -400944.542750 + Penalty 824.172393 = -400120.370357 nChanged 199 SP:Iteration 9Q (1472.673009 sec): 3 clusters Score: Raw -401118.553899 + Penalty 824.172393 = -400294.381506 nChanged 93 SP:Iteration 10Q (1472.692891 sec): 3 clusters Score: Raw -401208.168900 + Penalty 824.172393 = -400383.996507 nChanged 43 SP:Iteration 11Q (1472.712155 sec): 3 clusters Score: Raw -401261.213717 + Penalty 824.172393 = -400437.041324 nChanged 21 SP:Iteration 12Q (1472.731098 sec): 3 clusters Score: Raw -401290.160572 + Penalty 824.172393 = -400465.988179 nChanged 6 SP:Iteration 13Q (1472.750274 sec): 3 clusters Score: Raw -401294.380518 + Penalty 824.172393 = -400470.208125 nChanged 3 SP:Iteration 14Q (1472.769207 sec): 3 clusters Score: Raw -401297.122368 + Penalty 824.172393 = -400472.949975 nChanged 0 SP:Iteration 15F (1472.789217 sec): 3 clusters Score: Raw -401297.122368 + Penalty 824.172393 = -400472.949975 nChanged 0 Trying to split cluster 28 (10250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.808400 sec): 2 clusters Score: Raw -478262.864165 + Penalty 420.194001 = -477842.670165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.830436 sec): 3 clusters Score: Raw -471859.896868 + Penalty 840.388002 = -471019.508866 nChanged 4786 SP:Iteration 1F (1472.851469 sec): 3 clusters Score: Raw -474751.850816 + Penalty 840.388002 = -473911.462814 nChanged 599 SP:Iteration 2F (1472.872704 sec): 3 clusters Score: Raw -475132.348578 + Penalty 840.388002 = -474291.960577 nChanged 695 SP:Iteration 3F (1472.893843 sec): 3 clusters Score: Raw -475655.134406 + Penalty 840.388002 = -474814.746404 nChanged 740 SP:Iteration 4F (1472.915057 sec): 3 clusters Score: Raw -476335.691419 + Penalty 840.388002 = -475495.303418 nChanged 703 SP:Iteration 5F (1472.936123 sec): 3 clusters Score: Raw -477052.120217 + Penalty 840.388002 = -476211.732215 nChanged 594 SP:Iteration 6F (1472.957215 sec): 3 clusters Score: Raw -477492.676062 + Penalty 840.388002 = -476652.288060 nChanged 381 SP:Iteration 7Q (1472.978284 sec): 3 clusters Score: Raw -477683.656385 + Penalty 840.388002 = -476843.268384 nChanged 227 SP:Iteration 8Q (1472.999587 sec): 3 clusters Score: Raw -477769.143509 + Penalty 840.388002 = -476928.755507 nChanged 176 SP:Iteration 9Q (1473.020561 sec): 3 clusters Score: Raw -477825.116818 + Penalty 840.388002 = -476984.728816 nChanged 128 SP:Iteration 10Q (1473.041667 sec): 3 clusters Score: Raw -477863.398039 + Penalty 840.388002 = -477023.010037 nChanged 142 SP:Iteration 11Q (1473.062527 sec): 3 clusters Score: Raw -477905.861625 + Penalty 840.388002 = -477065.473623 nChanged 128 SP:Iteration 12Q (1473.083669 sec): 3 clusters Score: Raw -477937.763919 + Penalty 840.388002 = -477097.375918 nChanged 91 SP:Iteration 13Q (1473.104684 sec): 3 clusters Score: Raw -477957.796092 + Penalty 840.388002 = -477117.408091 nChanged 88 SP:Iteration 14Q (1473.125627 sec): 3 clusters Score: Raw -477977.471124 + Penalty 840.388002 = -477137.083122 nChanged 76 SP:Iteration 15Q (1473.146374 sec): 3 clusters Score: Raw -477993.643317 + Penalty 840.388002 = -477153.255315 nChanged 78 SP:Iteration 16Q (1473.167220 sec): 3 clusters Score: Raw -478011.087635 + Penalty 840.388002 = -477170.699633 nChanged 69 SP:Iteration 17Q (1473.187985 sec): 3 clusters Score: Raw -478023.703727 + Penalty 840.388002 = -477183.315725 nChanged 70 SP:Iteration 18Q (1473.208645 sec): 3 clusters Score: Raw -478039.390260 + Penalty 840.388002 = -477199.002258 nChanged 69 SP:Iteration 19Q (1473.229582 sec): 3 clusters Score: Raw -478053.852472 + Penalty 840.388002 = -477213.464471 nChanged 68 SP:Iteration 20F (1473.250709 sec): 3 clusters Score: Raw -478066.765295 + Penalty 840.388002 = -477226.377294 nChanged 67 SP:Iteration 21Q (1473.271509 sec): 3 clusters Score: Raw -478081.030561 + Penalty 840.388002 = -477240.642560 nChanged 63 SP:Iteration 22Q (1473.292229 sec): 3 clusters Score: Raw -478094.262111 + Penalty 840.388002 = -477253.874109 nChanged 73 SP:Iteration 23Q (1473.312922 sec): 3 clusters Score: Raw -478107.736815 + Penalty 840.388002 = -477267.348814 nChanged 58 SP:Iteration 24Q (1473.333542 sec): 3 clusters Score: Raw -478117.459301 + Penalty 840.388002 = -477277.071300 nChanged 58 SP:Iteration 25Q (1473.354324 sec): 3 clusters Score: Raw -478128.498251 + Penalty 840.388002 = -477288.110249 nChanged 58 SP:Iteration 26Q (1473.374994 sec): 3 clusters Score: Raw -478139.792759 + Penalty 840.388002 = -477299.404757 nChanged 71 SP:Iteration 27Q (1473.395919 sec): 3 clusters Score: Raw -478153.925833 + Penalty 840.388002 = -477313.537831 nChanged 72 SP:Iteration 28Q (1473.416568 sec): 3 clusters Score: Raw -478167.488183 + Penalty 840.388002 = -477327.100182 nChanged 53 SP:Iteration 29Q (1473.437383 sec): 3 clusters Score: Raw -478177.762679 + Penalty 840.388002 = -477337.374677 nChanged 46 SP:Iteration 30Q (1473.458091 sec): 3 clusters Score: Raw -478186.201616 + Penalty 840.388002 = -477345.813614 nChanged 46 SP:Iteration 31Q (1473.478850 sec): 3 clusters Score: Raw -478194.956448 + Penalty 840.388002 = -477354.568447 nChanged 46 SP:Iteration 32Q (1473.499495 sec): 3 clusters Score: Raw -478202.042833 + Penalty 840.388002 = -477361.654831 nChanged 46 SP:Iteration 33Q (1473.520310 sec): 3 clusters Score: Raw -478210.142646 + Penalty 840.388002 = -477369.754645 nChanged 41 SP:Iteration 34Q (1473.541148 sec): 3 clusters Score: Raw -478216.174194 + Penalty 840.388002 = -477375.786193 nChanged 37 SP:Iteration 35Q (1473.561856 sec): 3 clusters Score: Raw -478223.097474 + Penalty 840.388002 = -477382.709473 nChanged 41 SP:Iteration 36Q (1473.582545 sec): 3 clusters Score: Raw -478230.446413 + Penalty 840.388002 = -477390.058411 nChanged 36 SP:Iteration 37Q (1473.603507 sec): 3 clusters Score: Raw -478235.461524 + Penalty 840.388002 = -477395.073522 nChanged 26 SP:Iteration 38Q (1473.624183 sec): 3 clusters Score: Raw -478237.705233 + Penalty 840.388002 = -477397.317231 nChanged 22 SP:Iteration 39Q (1473.644936 sec): 3 clusters Score: Raw -478239.952992 + Penalty 840.388002 = -477399.564990 nChanged 25 SP:Iteration 40F (1473.665928 sec): 3 clusters Score: Raw -478243.247105 + Penalty 840.388002 = -477402.859103 nChanged 27 SP:Iteration 41Q (1473.686464 sec): 3 clusters Score: Raw -478247.569577 + Penalty 840.388002 = -477407.181575 nChanged 40 SP:Iteration 42Q (1473.707000 sec): 3 clusters Score: Raw -478255.169785 + Penalty 840.388002 = -477414.781783 nChanged 45 SP:Iteration 43Q (1473.727590 sec): 3 clusters Score: Raw -478262.617428 + Penalty 840.388002 = -477422.229426 nChanged 45 SP:Iteration 44Q (1473.748071 sec): 3 clusters Score: Raw -478270.042388 + Penalty 840.388002 = -477429.654386 nChanged 49 SP:Iteration 45Q (1473.768708 sec): 3 clusters Score: Raw -478279.555762 + Penalty 840.388002 = -477439.167761 nChanged 49 SP:Iteration 46Q (1473.789102 sec): 3 clusters Score: Raw -478290.288369 + Penalty 840.388002 = -477449.900368 nChanged 41 SP:Iteration 47Q (1473.809509 sec): 3 clusters Score: Raw -478300.044996 + Penalty 840.388002 = -477459.656995 nChanged 52 SP:Iteration 48Q (1473.829919 sec): 3 clusters Score: Raw -478310.746269 + Penalty 840.388002 = -477470.358267 nChanged 51 SP:Iteration 49Q (1473.850572 sec): 3 clusters Score: Raw -478320.491093 + Penalty 840.388002 = -477480.103092 nChanged 45 SP:Iteration 50Q (1473.903442 sec): 3 clusters Score: Raw -478328.412348 + Penalty 840.388002 = -477488.024346 nChanged 35 SP:Iteration 51Q (1473.939902 sec): 3 clusters Score: Raw -478334.505450 + Penalty 840.388002 = -477494.117448 nChanged 37 SP:Iteration 52Q (1473.960323 sec): 3 clusters Score: Raw -478342.136061 + Penalty 840.388002 = -477501.748059 nChanged 38 SP:Iteration 53Q (1473.980957 sec): 3 clusters Score: Raw -478349.003937 + Penalty 840.388002 = -477508.615935 nChanged 32 SP:Iteration 54Q (1474.001332 sec): 3 clusters Score: Raw -478354.322945 + Penalty 840.388002 = -477513.934944 nChanged 30 SP:Iteration 55Q (1474.021665 sec): 3 clusters Score: Raw -478359.802141 + Penalty 840.388002 = -477519.414140 nChanged 39 SP:Iteration 56Q (1474.042196 sec): 3 clusters Score: Raw -478366.820575 + Penalty 840.388002 = -477526.432574 nChanged 34 SP:Iteration 57Q (1474.062755 sec): 3 clusters Score: Raw -478373.755652 + Penalty 840.388002 = -477533.367650 nChanged 36 SP:Iteration 58Q (1474.083168 sec): 3 clusters Score: Raw -478379.757626 + Penalty 840.388002 = -477539.369625 nChanged 32 SP:Iteration 59Q (1474.103340 sec): 3 clusters Score: Raw -478385.898366 + Penalty 840.388002 = -477545.510364 nChanged 29 SP:Iteration 60F (1474.124341 sec): 3 clusters Score: Raw -478391.659120 + Penalty 840.388002 = -477551.271118 nChanged 29 SP:Iteration 61Q (1474.144799 sec): 3 clusters Score: Raw -478396.398806 + Penalty 840.388002 = -477556.010805 nChanged 25 SP:Iteration 62Q (1474.165050 sec): 3 clusters Score: Raw -478401.464655 + Penalty 840.388002 = -477561.076654 nChanged 27 SP:Iteration 63Q (1474.185294 sec): 3 clusters Score: Raw -478407.973672 + Penalty 840.388002 = -477567.585671 nChanged 35 SP:Iteration 64Q (1474.205548 sec): 3 clusters Score: Raw -478417.094661 + Penalty 840.388002 = -477576.706660 nChanged 38 SP:Iteration 65Q (1474.225718 sec): 3 clusters Score: Raw -478424.628903 + Penalty 840.388002 = -477584.240901 nChanged 21 SP:Iteration 66Q (1474.245981 sec): 3 clusters Score: Raw -478429.621210 + Penalty 840.388002 = -477589.233208 nChanged 20 SP:Iteration 67Q (1474.266087 sec): 3 clusters Score: Raw -478433.848569 + Penalty 840.388002 = -477593.460567 nChanged 19 SP:Iteration 68Q (1474.286348 sec): 3 clusters Score: Raw -478437.540122 + Penalty 840.388002 = -477597.152120 nChanged 16 SP:Iteration 69Q (1474.306489 sec): 3 clusters Score: Raw -478440.221601 + Penalty 840.388002 = -477599.833599 nChanged 11 SP:Iteration 70Q (1474.326678 sec): 3 clusters Score: Raw -478441.885349 + Penalty 840.388002 = -477601.497347 nChanged 13 SP:Iteration 71Q (1474.346816 sec): 3 clusters Score: Raw -478443.552962 + Penalty 840.388002 = -477603.164960 nChanged 7 SP:Iteration 72Q (1474.367104 sec): 3 clusters Score: Raw -478444.109726 + Penalty 840.388002 = -477603.721724 nChanged 6 SP:Iteration 73Q (1474.387389 sec): 3 clusters Score: Raw -478444.761344 + Penalty 840.388002 = -477604.373343 nChanged 6 SP:Iteration 74Q (1474.407594 sec): 3 clusters Score: Raw -478445.186339 + Penalty 840.388002 = -477604.798338 nChanged 7 SP:Iteration 75Q (1474.427761 sec): 3 clusters Score: Raw -478445.998813 + Penalty 840.388002 = -477605.610812 nChanged 5 SP:Iteration 76Q (1474.447955 sec): 3 clusters Score: Raw -478446.540854 + Penalty 840.388002 = -477606.152853 nChanged 6 SP:Iteration 77Q (1474.468248 sec): 3 clusters Score: Raw -478447.311516 + Penalty 840.388002 = -477606.923514 nChanged 6 SP:Iteration 78Q (1474.488362 sec): 3 clusters Score: Raw -478448.294749 + Penalty 840.388002 = -477607.906748 nChanged 9 SP:Iteration 79Q (1474.508513 sec): 3 clusters Score: Raw -478449.501178 + Penalty 840.388002 = -477609.113176 nChanged 5 SP:Iteration 80F (1474.529561 sec): 3 clusters Score: Raw -478449.989104 + Penalty 840.388002 = -477609.601102 nChanged 4 SP:Iteration 81Q (1474.549648 sec): 3 clusters Score: Raw -478450.319711 + Penalty 840.388002 = -477609.931709 nChanged 3 SP:Iteration 82Q (1474.569742 sec): 3 clusters Score: Raw -478450.624174 + Penalty 840.388002 = -477610.236173 nChanged 2 SP:Iteration 83Q (1474.589982 sec): 3 clusters Score: Raw -478450.845655 + Penalty 840.388002 = -477610.457654 nChanged 1 SP:Iteration 84Q (1474.610104 sec): 3 clusters Score: Raw -478451.003030 + Penalty 840.388002 = -477610.615029 nChanged 1 SP:Iteration 85Q (1474.630369 sec): 3 clusters Score: Raw -478451.052686 + Penalty 840.388002 = -477610.664684 nChanged 0 SP:Iteration 86F (1474.651708 sec): 3 clusters Score: Raw -478451.052686 + Penalty 840.388002 = -477610.664684 nChanged 0 Iteration 219F (1477.561033 sec): 29 clusters Score: Raw -13972401.646975 + Penalty 16105.647264 = -13956295.999711 nChanged 0 Compute initial score before splitting: Score: Raw -13972401.646975 + Penalty 16105.647264 = -13956295.999711 Trying to split cluster 1 (10517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.612502 sec): 2 clusters Score: Raw -510128.066898 + Penalty 421.364046 = -509706.702851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.669638 sec): 3 clusters Score: Raw -503503.158355 + Penalty 842.728093 = -502660.430262 nChanged 4934 SP:Iteration 1F (1477.726629 sec): 3 clusters Score: Raw -506557.193885 + Penalty 842.728093 = -505714.465792 nChanged 758 SP:Iteration 2F (1477.784044 sec): 3 clusters Score: Raw -507003.932926 + Penalty 842.728093 = -506161.204833 nChanged 761 SP:Iteration 3F (1477.804019 sec): 3 clusters Score: Raw -507547.470090 + Penalty 842.728093 = -506704.741997 nChanged 773 SP:Iteration 4F (1477.825488 sec): 3 clusters Score: Raw -508172.076034 + Penalty 842.728093 = -507329.347941 nChanged 665 SP:Iteration 5F (1477.847038 sec): 3 clusters Score: Raw -508769.334842 + Penalty 842.728093 = -507926.606749 nChanged 532 SP:Iteration 6F (1477.868514 sec): 3 clusters Score: Raw -509229.374811 + Penalty 842.728093 = -508386.646718 nChanged 346 SP:Iteration 7Q (1477.889497 sec): 3 clusters Score: Raw -509459.389731 + Penalty 842.728093 = -508616.661638 nChanged 222 SP:Iteration 8Q (1477.910540 sec): 3 clusters Score: Raw -509571.325812 + Penalty 842.728093 = -508728.597719 nChanged 162 SP:Iteration 9Q (1477.931553 sec): 3 clusters Score: Raw -509641.106726 + Penalty 842.728093 = -508798.378633 nChanged 139 SP:Iteration 10Q (1477.952541 sec): 3 clusters Score: Raw -509696.557774 + Penalty 842.728093 = -508853.829681 nChanged 125 SP:Iteration 11Q (1477.973391 sec): 3 clusters Score: Raw -509748.394604 + Penalty 842.728093 = -508905.666511 nChanged 119 SP:Iteration 12Q (1477.994149 sec): 3 clusters Score: Raw -509796.389701 + Penalty 842.728093 = -508953.661608 nChanged 114 SP:Iteration 13Q (1478.014949 sec): 3 clusters Score: Raw -509841.902377 + Penalty 842.728093 = -508999.174284 nChanged 98 SP:Iteration 14Q (1478.035772 sec): 3 clusters Score: Raw -509883.847429 + Penalty 842.728093 = -509041.119336 nChanged 80 SP:Iteration 15Q (1478.056627 sec): 3 clusters Score: Raw -509917.653358 + Penalty 842.728093 = -509074.925265 nChanged 80 SP:Iteration 16Q (1478.077284 sec): 3 clusters Score: Raw -509949.125176 + Penalty 842.728093 = -509106.397083 nChanged 66 SP:Iteration 17Q (1478.097828 sec): 3 clusters Score: Raw -509965.887854 + Penalty 842.728093 = -509123.159761 nChanged 48 SP:Iteration 18Q (1478.118465 sec): 3 clusters Score: Raw -509977.727297 + Penalty 842.728093 = -509134.999204 nChanged 44 SP:Iteration 19Q (1478.139112 sec): 3 clusters Score: Raw -509987.676602 + Penalty 842.728093 = -509144.948509 nChanged 36 SP:Iteration 20F (1478.160509 sec): 3 clusters Score: Raw -509997.719294 + Penalty 842.728093 = -509154.991201 nChanged 45 SP:Iteration 21Q (1478.181103 sec): 3 clusters Score: Raw -510010.984841 + Penalty 842.728093 = -509168.256748 nChanged 41 SP:Iteration 22Q (1478.201585 sec): 3 clusters Score: Raw -510021.841237 + Penalty 842.728093 = -509179.113144 nChanged 36 SP:Iteration 23Q (1478.222117 sec): 3 clusters Score: Raw -510030.234650 + Penalty 842.728093 = -509187.506557 nChanged 26 SP:Iteration 24Q (1478.242484 sec): 3 clusters Score: Raw -510036.039609 + Penalty 842.728093 = -509193.311516 nChanged 26 SP:Iteration 25Q (1478.262920 sec): 3 clusters Score: Raw -510043.182384 + Penalty 842.728093 = -509200.454291 nChanged 29 SP:Iteration 26Q (1478.283484 sec): 3 clusters Score: Raw -510054.386918 + Penalty 842.728093 = -509211.658825 nChanged 30 SP:Iteration 27Q (1478.303945 sec): 3 clusters Score: Raw -510065.593775 + Penalty 842.728093 = -509222.865682 nChanged 31 SP:Iteration 28Q (1478.324324 sec): 3 clusters Score: Raw -510074.728043 + Penalty 842.728093 = -509231.999950 nChanged 27 SP:Iteration 29Q (1478.344670 sec): 3 clusters Score: Raw -510083.047179 + Penalty 842.728093 = -509240.319087 nChanged 25 SP:Iteration 30Q (1478.365203 sec): 3 clusters Score: Raw -510090.318038 + Penalty 842.728093 = -509247.589945 nChanged 23 SP:Iteration 31Q (1478.385644 sec): 3 clusters Score: Raw -510096.087926 + Penalty 842.728093 = -509253.359833 nChanged 20 SP:Iteration 32Q (1478.405965 sec): 3 clusters Score: Raw -510103.541295 + Penalty 842.728093 = -509260.813202 nChanged 28 SP:Iteration 33Q (1478.426409 sec): 3 clusters Score: Raw -510114.142752 + Penalty 842.728093 = -509271.414659 nChanged 23 SP:Iteration 34Q (1478.446822 sec): 3 clusters Score: Raw -510121.617488 + Penalty 842.728093 = -509278.889395 nChanged 24 SP:Iteration 35Q (1478.467186 sec): 3 clusters Score: Raw -510129.011778 + Penalty 842.728093 = -509286.283685 nChanged 26 SP:Iteration 36Q (1478.487567 sec): 3 clusters Score: Raw -510137.984901 + Penalty 842.728093 = -509295.256808 nChanged 16 SP:Iteration 37Q (1478.507858 sec): 3 clusters Score: Raw -510142.838412 + Penalty 842.728093 = -509300.110319 nChanged 11 SP:Iteration 38Q (1478.528241 sec): 3 clusters Score: Raw -510147.275322 + Penalty 842.728093 = -509304.547229 nChanged 20 SP:Iteration 39Q (1478.548498 sec): 3 clusters Score: Raw -510154.966649 + Penalty 842.728093 = -509312.238556 nChanged 18 SP:Iteration 40F (1478.569995 sec): 3 clusters Score: Raw -510163.061942 + Penalty 842.728093 = -509320.333849 nChanged 8 SP:Iteration 41Q (1478.590136 sec): 3 clusters Score: Raw -510165.590621 + Penalty 842.728093 = -509322.862529 nChanged 10 SP:Iteration 42Q (1478.610449 sec): 3 clusters Score: Raw -510168.843135 + Penalty 842.728093 = -509326.115042 nChanged 9 SP:Iteration 43Q (1478.630749 sec): 3 clusters Score: Raw -510171.805050 + Penalty 842.728093 = -509329.076957 nChanged 7 SP:Iteration 44Q (1478.651011 sec): 3 clusters Score: Raw -510174.046784 + Penalty 842.728093 = -509331.318691 nChanged 4 SP:Iteration 45Q (1478.671106 sec): 3 clusters Score: Raw -510174.719068 + Penalty 842.728093 = -509331.990975 nChanged 4 SP:Iteration 46Q (1478.691377 sec): 3 clusters Score: Raw -510175.610923 + Penalty 842.728093 = -509332.882830 nChanged 6 SP:Iteration 47Q (1478.711634 sec): 3 clusters Score: Raw -510177.447960 + Penalty 842.728093 = -509334.719867 nChanged 6 SP:Iteration 48Q (1478.731941 sec): 3 clusters Score: Raw -510179.004171 + Penalty 842.728093 = -509336.276078 nChanged 2 SP:Iteration 49Q (1478.752188 sec): 3 clusters Score: Raw -510179.910402 + Penalty 842.728093 = -509337.182309 nChanged 4 SP:Iteration 50Q (1478.772421 sec): 3 clusters Score: Raw -510180.889042 + Penalty 842.728093 = -509338.160949 nChanged 2 SP:Iteration 51Q (1478.792669 sec): 3 clusters Score: Raw -510181.173358 + Penalty 842.728093 = -509338.445265 nChanged 1 SP:Iteration 52Q (1478.812814 sec): 3 clusters Score: Raw -510181.630604 + Penalty 842.728093 = -509338.902511 nChanged 3 SP:Iteration 53Q (1478.832972 sec): 3 clusters Score: Raw -510184.189338 + Penalty 842.728093 = -509341.461245 nChanged 5 SP:Iteration 54Q (1478.853283 sec): 3 clusters Score: Raw -510187.367372 + Penalty 842.728093 = -509344.639279 nChanged 2 SP:Iteration 55Q (1478.873331 sec): 3 clusters Score: Raw -510187.832323 + Penalty 842.728093 = -509345.104230 nChanged 2 SP:Iteration 56Q (1478.893421 sec): 3 clusters Score: Raw -510188.186662 + Penalty 842.728093 = -509345.458569 nChanged 1 SP:Iteration 57Q (1478.913628 sec): 3 clusters Score: Raw -510188.460887 + Penalty 842.728093 = -509345.732794 nChanged 1 SP:Iteration 58Q (1478.933810 sec): 3 clusters Score: Raw -510188.582957 + Penalty 842.728093 = -509345.854864 nChanged 0 SP:Iteration 59F (1478.954945 sec): 3 clusters Score: Raw -510188.582957 + Penalty 842.728093 = -509345.854864 nChanged 0 Trying to split cluster 2 (2843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1478.969413 sec): 2 clusters Score: Raw -124483.063482 + Penalty 361.843988 = -124121.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1478.977964 sec): 3 clusters Score: Raw -122850.593462 + Penalty 723.687975 = -122126.905487 nChanged 1245 SP:Iteration 1F (1478.985553 sec): 3 clusters Score: Raw -123678.520407 + Penalty 723.687975 = -122954.832431 nChanged 210 SP:Iteration 2F (1478.993105 sec): 3 clusters Score: Raw -123878.508963 + Penalty 723.687975 = -123154.820987 nChanged 218 SP:Iteration 3F (1479.000665 sec): 3 clusters Score: Raw -124094.331142 + Penalty 723.687975 = -123370.643167 nChanged 185 SP:Iteration 4F (1479.008283 sec): 3 clusters Score: Raw -124246.166067 + Penalty 723.687975 = -123522.478092 nChanged 152 SP:Iteration 5F (1479.015871 sec): 3 clusters Score: Raw -124372.533114 + Penalty 723.687975 = -123648.845138 nChanged 140 SP:Iteration 6Q (1479.023507 sec): 3 clusters Score: Raw -124470.526993 + Penalty 723.687975 = -123746.839018 nChanged 121 SP:Iteration 7Q (1479.031097 sec): 3 clusters Score: Raw -124549.994168 + Penalty 723.687975 = -123826.306193 nChanged 91 SP:Iteration 8Q (1479.038679 sec): 3 clusters Score: Raw -124611.690245 + Penalty 723.687975 = -123888.002270 nChanged 88 SP:Iteration 9Q (1479.046291 sec): 3 clusters Score: Raw -124654.967239 + Penalty 723.687975 = -123931.279263 nChanged 63 SP:Iteration 10Q (1479.053850 sec): 3 clusters Score: Raw -124676.079596 + Penalty 723.687975 = -123952.391620 nChanged 51 SP:Iteration 11Q (1479.061402 sec): 3 clusters Score: Raw -124698.357049 + Penalty 723.687975 = -123974.669074 nChanged 50 SP:Iteration 12Q (1479.068952 sec): 3 clusters Score: Raw -124720.724260 + Penalty 723.687975 = -123997.036285 nChanged 35 SP:Iteration 13Q (1479.076524 sec): 3 clusters Score: Raw -124736.733285 + Penalty 723.687975 = -124013.045309 nChanged 38 SP:Iteration 14Q (1479.084082 sec): 3 clusters Score: Raw -124746.840775 + Penalty 723.687975 = -124023.152799 nChanged 31 SP:Iteration 15Q (1479.091659 sec): 3 clusters Score: Raw -124754.013623 + Penalty 723.687975 = -124030.325648 nChanged 24 SP:Iteration 16Q (1479.099235 sec): 3 clusters Score: Raw -124762.794205 + Penalty 723.687975 = -124039.106229 nChanged 29 SP:Iteration 17Q (1479.106793 sec): 3 clusters Score: Raw -124771.290491 + Penalty 723.687975 = -124047.602516 nChanged 25 SP:Iteration 18Q (1479.114318 sec): 3 clusters Score: Raw -124778.881490 + Penalty 723.687975 = -124055.193514 nChanged 18 SP:Iteration 19Q (1479.121839 sec): 3 clusters Score: Raw -124782.679339 + Penalty 723.687975 = -124058.991364 nChanged 14 SP:Iteration 20F (1479.129398 sec): 3 clusters Score: Raw -124785.517665 + Penalty 723.687975 = -124061.829690 nChanged 19 SP:Iteration 21Q (1479.136956 sec): 3 clusters Score: Raw -124788.721447 + Penalty 723.687975 = -124065.033471 nChanged 15 SP:Iteration 22Q (1479.144493 sec): 3 clusters Score: Raw -124791.517950 + Penalty 723.687975 = -124067.829975 nChanged 11 SP:Iteration 23Q (1479.152042 sec): 3 clusters Score: Raw -124793.677125 + Penalty 723.687975 = -124069.989150 nChanged 14 SP:Iteration 24Q (1479.159602 sec): 3 clusters Score: Raw -124796.652895 + Penalty 723.687975 = -124072.964919 nChanged 10 SP:Iteration 25Q (1479.167113 sec): 3 clusters Score: Raw -124799.044415 + Penalty 723.687975 = -124075.356440 nChanged 13 SP:Iteration 26Q (1479.174706 sec): 3 clusters Score: Raw -124801.344722 + Penalty 723.687975 = -124077.656747 nChanged 17 SP:Iteration 27Q (1479.182216 sec): 3 clusters Score: Raw -124804.799453 + Penalty 723.687975 = -124081.111478 nChanged 8 SP:Iteration 28Q (1479.189711 sec): 3 clusters Score: Raw -124805.816091 + Penalty 723.687975 = -124082.128116 nChanged 6 SP:Iteration 29Q (1479.197213 sec): 3 clusters Score: Raw -124806.529712 + Penalty 723.687975 = -124082.841736 nChanged 4 SP:Iteration 30Q (1479.204815 sec): 3 clusters Score: Raw -124806.874697 + Penalty 723.687975 = -124083.186721 nChanged 3 SP:Iteration 31Q (1479.212349 sec): 3 clusters Score: Raw -124807.348726 + Penalty 723.687975 = -124083.660751 nChanged 1 SP:Iteration 32Q (1479.219850 sec): 3 clusters Score: Raw -124807.431466 + Penalty 723.687975 = -124083.743491 nChanged 1 SP:Iteration 33Q (1479.227335 sec): 3 clusters Score: Raw -124807.496138 + Penalty 723.687975 = -124083.808163 nChanged 0 SP:Iteration 34F (1479.235000 sec): 3 clusters Score: Raw -124807.496138 + Penalty 723.687975 = -124083.808163 nChanged 0 Trying to split cluster 3 (3805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.250400 sec): 2 clusters Score: Raw -183549.452978 + Penalty 375.105243 = -183174.347735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.261390 sec): 3 clusters Score: Raw -181286.821574 + Penalty 750.210486 = -180536.611089 nChanged 1652 SP:Iteration 1F (1479.271254 sec): 3 clusters Score: Raw -182227.970953 + Penalty 750.210486 = -181477.760468 nChanged 299 SP:Iteration 2F (1479.281132 sec): 3 clusters Score: Raw -182426.608463 + Penalty 750.210486 = -181676.397977 nChanged 265 SP:Iteration 3F (1479.291026 sec): 3 clusters Score: Raw -182613.223216 + Penalty 750.210486 = -181863.012730 nChanged 222 SP:Iteration 4F (1479.300919 sec): 3 clusters Score: Raw -182758.030569 + Penalty 750.210486 = -182007.820083 nChanged 201 SP:Iteration 5F (1479.310806 sec): 3 clusters Score: Raw -182871.582145 + Penalty 750.210486 = -182121.371660 nChanged 163 SP:Iteration 6Q (1479.320737 sec): 3 clusters Score: Raw -182970.333131 + Penalty 750.210486 = -182220.122646 nChanged 151 SP:Iteration 7Q (1479.330684 sec): 3 clusters Score: Raw -183053.760456 + Penalty 750.210486 = -182303.549970 nChanged 122 SP:Iteration 8Q (1479.340601 sec): 3 clusters Score: Raw -183106.453604 + Penalty 750.210486 = -182356.243118 nChanged 81 SP:Iteration 9Q (1479.350499 sec): 3 clusters Score: Raw -183144.758385 + Penalty 750.210486 = -182394.547900 nChanged 75 SP:Iteration 10Q (1479.360419 sec): 3 clusters Score: Raw -183169.251386 + Penalty 750.210486 = -182419.040901 nChanged 62 SP:Iteration 11Q (1479.370308 sec): 3 clusters Score: Raw -183186.218338 + Penalty 750.210486 = -182436.007852 nChanged 61 SP:Iteration 12Q (1479.380190 sec): 3 clusters Score: Raw -183204.046474 + Penalty 750.210486 = -182453.835988 nChanged 56 SP:Iteration 13Q (1479.390171 sec): 3 clusters Score: Raw -183218.893737 + Penalty 750.210486 = -182468.683251 nChanged 54 SP:Iteration 14Q (1479.400107 sec): 3 clusters Score: Raw -183233.992271 + Penalty 750.210486 = -182483.781786 nChanged 44 SP:Iteration 15Q (1479.409982 sec): 3 clusters Score: Raw -183247.650342 + Penalty 750.210486 = -182497.439857 nChanged 47 SP:Iteration 16Q (1479.419857 sec): 3 clusters Score: Raw -183261.177692 + Penalty 750.210486 = -182510.967206 nChanged 45 SP:Iteration 17Q (1479.429790 sec): 3 clusters Score: Raw -183272.825231 + Penalty 750.210486 = -182522.614745 nChanged 41 SP:Iteration 18Q (1479.439669 sec): 3 clusters Score: Raw -183283.374771 + Penalty 750.210486 = -182533.164286 nChanged 50 SP:Iteration 19Q (1479.449534 sec): 3 clusters Score: Raw -183299.135138 + Penalty 750.210486 = -182548.924652 nChanged 46 SP:Iteration 20F (1479.459427 sec): 3 clusters Score: Raw -183314.116307 + Penalty 750.210486 = -182563.905821 nChanged 48 SP:Iteration 21Q (1479.469310 sec): 3 clusters Score: Raw -183327.207598 + Penalty 750.210486 = -182576.997113 nChanged 42 SP:Iteration 22Q (1479.479177 sec): 3 clusters Score: Raw -183338.573404 + Penalty 750.210486 = -182588.362919 nChanged 48 SP:Iteration 23Q (1479.489049 sec): 3 clusters Score: Raw -183357.603337 + Penalty 750.210486 = -182607.392851 nChanged 54 SP:Iteration 24Q (1479.498892 sec): 3 clusters Score: Raw -183375.425534 + Penalty 750.210486 = -182625.215048 nChanged 46 SP:Iteration 25Q (1479.508719 sec): 3 clusters Score: Raw -183392.250537 + Penalty 750.210486 = -182642.040051 nChanged 39 SP:Iteration 26Q (1479.518556 sec): 3 clusters Score: Raw -183407.112657 + Penalty 750.210486 = -182656.902171 nChanged 45 SP:Iteration 27Q (1479.528370 sec): 3 clusters Score: Raw -183422.681160 + Penalty 750.210486 = -182672.470675 nChanged 48 SP:Iteration 28Q (1479.538178 sec): 3 clusters Score: Raw -183441.160802 + Penalty 750.210486 = -182690.950316 nChanged 49 SP:Iteration 29Q (1479.547966 sec): 3 clusters Score: Raw -183458.598496 + Penalty 750.210486 = -182708.388010 nChanged 40 SP:Iteration 30Q (1479.557761 sec): 3 clusters Score: Raw -183472.616772 + Penalty 750.210486 = -182722.406286 nChanged 41 SP:Iteration 31Q (1479.567517 sec): 3 clusters Score: Raw -183489.570595 + Penalty 750.210486 = -182739.360110 nChanged 46 SP:Iteration 32Q (1479.577249 sec): 3 clusters Score: Raw -183507.921593 + Penalty 750.210486 = -182757.711107 nChanged 44 SP:Iteration 33Q (1479.587000 sec): 3 clusters Score: Raw -183522.122041 + Penalty 750.210486 = -182771.911555 nChanged 47 SP:Iteration 34Q (1479.596705 sec): 3 clusters Score: Raw -183538.554040 + Penalty 750.210486 = -182788.343555 nChanged 33 SP:Iteration 35Q (1479.606378 sec): 3 clusters Score: Raw -183547.105762 + Penalty 750.210486 = -182796.895276 nChanged 32 SP:Iteration 36Q (1479.616061 sec): 3 clusters Score: Raw -183554.260639 + Penalty 750.210486 = -182804.050153 nChanged 31 SP:Iteration 37Q (1479.625725 sec): 3 clusters Score: Raw -183563.013107 + Penalty 750.210486 = -182812.802622 nChanged 30 SP:Iteration 38Q (1479.635358 sec): 3 clusters Score: Raw -183571.565920 + Penalty 750.210486 = -182821.355434 nChanged 31 SP:Iteration 39Q (1479.644981 sec): 3 clusters Score: Raw -183579.304316 + Penalty 750.210486 = -182829.093830 nChanged 17 SP:Iteration 40F (1479.654800 sec): 3 clusters Score: Raw -183582.409912 + Penalty 750.210486 = -182832.199427 nChanged 17 SP:Iteration 41Q (1479.664461 sec): 3 clusters Score: Raw -183586.465016 + Penalty 750.210486 = -182836.254531 nChanged 12 SP:Iteration 42Q (1479.674132 sec): 3 clusters Score: Raw -183589.041078 + Penalty 750.210486 = -182838.830592 nChanged 3 SP:Iteration 43Q (1479.683848 sec): 3 clusters Score: Raw -183589.448306 + Penalty 750.210486 = -182839.237820 nChanged 0 SP:Iteration 44F (1479.693643 sec): 3 clusters Score: Raw -183589.448306 + Penalty 750.210486 = -182839.237820 nChanged 0 Trying to split cluster 4 (37367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.732765 sec): 2 clusters Score: Raw -1845340.989164 + Penalty 479.048717 = -1844861.940447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.781270 sec): 3 clusters Score: Raw -1820789.760534 + Penalty 958.097435 = -1819831.663099 nChanged 17972 SP:Iteration 1F (1479.824761 sec): 3 clusters Score: Raw -1832267.237898 + Penalty 958.097435 = -1831309.140463 nChanged 2079 SP:Iteration 2F (1479.868442 sec): 3 clusters Score: Raw -1833224.003606 + Penalty 958.097435 = -1832265.906171 nChanged 2139 SP:Iteration 3F (1479.912300 sec): 3 clusters Score: Raw -1834382.827842 + Penalty 958.097435 = -1833424.730407 nChanged 2160 SP:Iteration 4F (1479.955770 sec): 3 clusters Score: Raw -1835582.193352 + Penalty 958.097435 = -1834624.095917 nChanged 2068 SP:Iteration 5F (1479.999344 sec): 3 clusters Score: Raw -1836778.103265 + Penalty 958.097435 = -1835820.005830 nChanged 1962 SP:Iteration 6F (1480.043072 sec): 3 clusters Score: Raw -1837906.040574 + Penalty 958.097435 = -1836947.943139 nChanged 1778 SP:Iteration 7Q (1480.088201 sec): 3 clusters Score: Raw -1838878.156581 + Penalty 958.097435 = -1837920.059146 nChanged 1505 SP:Iteration 8Q (1480.132312 sec): 3 clusters Score: Raw -1839546.805226 + Penalty 958.097435 = -1838588.707791 nChanged 1113 SP:Iteration 9Q (1480.176679 sec): 3 clusters Score: Raw -1839900.102856 + Penalty 958.097435 = -1838942.005421 nChanged 745 SP:Iteration 10Q (1480.221741 sec): 3 clusters Score: Raw -1840074.306720 + Penalty 958.097435 = -1839116.209285 nChanged 543 SP:Iteration 11Q (1480.265549 sec): 3 clusters Score: Raw -1840197.031904 + Penalty 958.097435 = -1839238.934469 nChanged 496 SP:Iteration 12Q (1480.309698 sec): 3 clusters Score: Raw -1840287.957033 + Penalty 958.097435 = -1839329.859599 nChanged 414 SP:Iteration 13Q (1480.353568 sec): 3 clusters Score: Raw -1840367.050050 + Penalty 958.097435 = -1839408.952615 nChanged 372 SP:Iteration 14Q (1480.397361 sec): 3 clusters Score: Raw -1840435.012941 + Penalty 958.097435 = -1839476.915507 nChanged 380 SP:Iteration 15Q (1480.441430 sec): 3 clusters Score: Raw -1840507.284098 + Penalty 958.097435 = -1839549.186663 nChanged 373 SP:Iteration 16Q (1480.485385 sec): 3 clusters Score: Raw -1840582.865119 + Penalty 958.097435 = -1839624.767684 nChanged 388 SP:Iteration 17Q (1480.529895 sec): 3 clusters Score: Raw -1840651.053196 + Penalty 958.097435 = -1839692.955761 nChanged 358 SP:Iteration 18Q (1480.573837 sec): 3 clusters Score: Raw -1840709.061271 + Penalty 958.097435 = -1839750.963836 nChanged 328 SP:Iteration 19Q (1480.617339 sec): 3 clusters Score: Raw -1840755.698646 + Penalty 958.097435 = -1839797.601211 nChanged 286 SP:Iteration 20F (1480.660627 sec): 3 clusters Score: Raw -1840796.705890 + Penalty 958.097435 = -1839838.608455 nChanged 266 SP:Iteration 21Q (1480.705103 sec): 3 clusters Score: Raw -1840830.573393 + Penalty 958.097435 = -1839872.475958 nChanged 242 SP:Iteration 22Q (1480.749099 sec): 3 clusters Score: Raw -1840857.167723 + Penalty 958.097435 = -1839899.070288 nChanged 213 SP:Iteration 23Q (1480.792868 sec): 3 clusters Score: Raw -1840879.007025 + Penalty 958.097435 = -1839920.909590 nChanged 188 SP:Iteration 24Q (1480.836774 sec): 3 clusters Score: Raw -1840895.204068 + Penalty 958.097435 = -1839937.106633 nChanged 174 SP:Iteration 25Q (1480.880457 sec): 3 clusters Score: Raw -1840910.098075 + Penalty 958.097435 = -1839952.000640 nChanged 142 SP:Iteration 26Q (1480.924442 sec): 3 clusters Score: Raw -1840922.929563 + Penalty 958.097435 = -1839964.832128 nChanged 143 SP:Iteration 27Q (1480.968265 sec): 3 clusters Score: Raw -1840934.420654 + Penalty 958.097435 = -1839976.323219 nChanged 140 SP:Iteration 28Q (1481.011893 sec): 3 clusters Score: Raw -1840944.447342 + Penalty 958.097435 = -1839986.349907 nChanged 135 SP:Iteration 29Q (1481.055842 sec): 3 clusters Score: Raw -1840953.518157 + Penalty 958.097435 = -1839995.420723 nChanged 127 SP:Iteration 30Q (1481.101892 sec): 3 clusters Score: Raw -1840961.603023 + Penalty 958.097435 = -1840003.505588 nChanged 119 SP:Iteration 31Q (1481.145893 sec): 3 clusters Score: Raw -1840969.476049 + Penalty 958.097435 = -1840011.378614 nChanged 113 SP:Iteration 32Q (1481.190100 sec): 3 clusters Score: Raw -1840976.457403 + Penalty 958.097435 = -1840018.359968 nChanged 114 SP:Iteration 33Q (1481.234795 sec): 3 clusters Score: Raw -1840983.942579 + Penalty 958.097435 = -1840025.845144 nChanged 108 SP:Iteration 34Q (1481.278819 sec): 3 clusters Score: Raw -1840990.415535 + Penalty 958.097435 = -1840032.318100 nChanged 102 SP:Iteration 35Q (1481.322335 sec): 3 clusters Score: Raw -1840996.290855 + Penalty 958.097435 = -1840038.193420 nChanged 94 SP:Iteration 36Q (1481.367451 sec): 3 clusters Score: Raw -1841001.232685 + Penalty 958.097435 = -1840043.135251 nChanged 87 SP:Iteration 37Q (1481.411264 sec): 3 clusters Score: Raw -1841006.073827 + Penalty 958.097435 = -1840047.976392 nChanged 102 SP:Iteration 38Q (1481.454995 sec): 3 clusters Score: Raw -1841011.404860 + Penalty 958.097435 = -1840053.307425 nChanged 95 SP:Iteration 39Q (1481.498911 sec): 3 clusters Score: Raw -1841017.092324 + Penalty 958.097435 = -1840058.994889 nChanged 98 SP:Iteration 40F (1481.543619 sec): 3 clusters Score: Raw -1841022.364491 + Penalty 958.097435 = -1840064.267056 nChanged 88 SP:Iteration 41Q (1481.586770 sec): 3 clusters Score: Raw -1841025.514126 + Penalty 958.097435 = -1840067.416691 nChanged 64 SP:Iteration 42Q (1481.630502 sec): 3 clusters Score: Raw -1841027.657607 + Penalty 958.097435 = -1840069.560172 nChanged 61 SP:Iteration 43Q (1481.675100 sec): 3 clusters Score: Raw -1841029.684207 + Penalty 958.097435 = -1840071.586772 nChanged 52 SP:Iteration 44Q (1481.751660 sec): 3 clusters Score: Raw -1841030.985709 + Penalty 958.097435 = -1840072.888274 nChanged 36 SP:Iteration 45Q (1481.806812 sec): 3 clusters Score: Raw -1841031.807373 + Penalty 958.097435 = -1840073.709938 nChanged 30 SP:Iteration 46Q (1481.861580 sec): 3 clusters Score: Raw -1841032.596894 + Penalty 958.097435 = -1840074.499459 nChanged 28 SP:Iteration 47Q (1481.905394 sec): 3 clusters Score: Raw -1841033.119536 + Penalty 958.097435 = -1840075.022101 nChanged 23 SP:Iteration 48Q (1481.949614 sec): 3 clusters Score: Raw -1841033.591018 + Penalty 958.097435 = -1840075.493583 nChanged 23 SP:Iteration 49Q (1481.992949 sec): 3 clusters Score: Raw -1841034.156860 + Penalty 958.097435 = -1840076.059425 nChanged 22 SP:Iteration 50Q (1482.037016 sec): 3 clusters Score: Raw -1841034.749330 + Penalty 958.097435 = -1840076.651895 nChanged 31 SP:Iteration 51Q (1482.080651 sec): 3 clusters Score: Raw -1841035.634856 + Penalty 958.097435 = -1840077.537421 nChanged 31 SP:Iteration 52Q (1482.124456 sec): 3 clusters Score: Raw -1841036.331825 + Penalty 958.097435 = -1840078.234390 nChanged 25 SP:Iteration 53Q (1482.168442 sec): 3 clusters Score: Raw -1841036.888561 + Penalty 958.097435 = -1840078.791126 nChanged 27 SP:Iteration 54Q (1482.212247 sec): 3 clusters Score: Raw -1841037.571584 + Penalty 958.097435 = -1840079.474149 nChanged 33 SP:Iteration 55Q (1482.256139 sec): 3 clusters Score: Raw -1841038.409978 + Penalty 958.097435 = -1840080.312543 nChanged 36 SP:Iteration 56Q (1482.299938 sec): 3 clusters Score: Raw -1841039.172630 + Penalty 958.097435 = -1840081.075195 nChanged 24 SP:Iteration 57Q (1482.343877 sec): 3 clusters Score: Raw -1841039.615489 + Penalty 958.097435 = -1840081.518054 nChanged 23 SP:Iteration 58Q (1482.387789 sec): 3 clusters Score: Raw -1841039.982870 + Penalty 958.097435 = -1840081.885435 nChanged 18 SP:Iteration 59Q (1482.432021 sec): 3 clusters Score: Raw -1841040.438359 + Penalty 958.097435 = -1840082.340924 nChanged 25 SP:Iteration 60F (1482.475497 sec): 3 clusters Score: Raw -1841040.906524 + Penalty 958.097435 = -1840082.809089 nChanged 16 SP:Iteration 61Q (1482.519561 sec): 3 clusters Score: Raw -1841041.079459 + Penalty 958.097435 = -1840082.982024 nChanged 14 SP:Iteration 62Q (1482.563095 sec): 3 clusters Score: Raw -1841041.234234 + Penalty 958.097435 = -1840083.136799 nChanged 12 SP:Iteration 63Q (1482.607009 sec): 3 clusters Score: Raw -1841041.409775 + Penalty 958.097435 = -1840083.312340 nChanged 11 SP:Iteration 64Q (1482.650992 sec): 3 clusters Score: Raw -1841041.551415 + Penalty 958.097435 = -1840083.453981 nChanged 8 SP:Iteration 65Q (1482.694626 sec): 3 clusters Score: Raw -1841041.621967 + Penalty 958.097435 = -1840083.524532 nChanged 5 SP:Iteration 66Q (1482.738367 sec): 3 clusters Score: Raw -1841041.664393 + Penalty 958.097435 = -1840083.566958 nChanged 3 SP:Iteration 67Q (1482.782333 sec): 3 clusters Score: Raw -1841041.694101 + Penalty 958.097435 = -1840083.596666 nChanged 4 SP:Iteration 68Q (1482.826268 sec): 3 clusters Score: Raw -1841041.747898 + Penalty 958.097435 = -1840083.650463 nChanged 5 SP:Iteration 69Q (1482.870052 sec): 3 clusters Score: Raw -1841041.848760 + Penalty 958.097435 = -1840083.751325 nChanged 4 SP:Iteration 70Q (1482.914457 sec): 3 clusters Score: Raw -1841041.891404 + Penalty 958.097435 = -1840083.793969 nChanged 6 SP:Iteration 71Q (1482.958001 sec): 3 clusters Score: Raw -1841041.980030 + Penalty 958.097435 = -1840083.882595 nChanged 6 SP:Iteration 72Q (1483.001959 sec): 3 clusters Score: Raw -1841042.087257 + Penalty 958.097435 = -1840083.989822 nChanged 7 SP:Iteration 73Q (1483.045720 sec): 3 clusters Score: Raw -1841042.174556 + Penalty 958.097435 = -1840084.077122 nChanged 7 SP:Iteration 74Q (1483.089755 sec): 3 clusters Score: Raw -1841042.306313 + Penalty 958.097435 = -1840084.208878 nChanged 7 SP:Iteration 75Q (1483.133678 sec): 3 clusters Score: Raw -1841042.411007 + Penalty 958.097435 = -1840084.313572 nChanged 10 SP:Iteration 76Q (1483.177528 sec): 3 clusters Score: Raw -1841042.486434 + Penalty 958.097435 = -1840084.388999 nChanged 4 SP:Iteration 77Q (1483.221627 sec): 3 clusters Score: Raw -1841042.518860 + Penalty 958.097435 = -1840084.421425 nChanged 1 SP:Iteration 78Q (1483.265494 sec): 3 clusters Score: Raw -1841042.524738 + Penalty 958.097435 = -1840084.427303 nChanged 1 SP:Iteration 79Q (1483.309566 sec): 3 clusters Score: Raw -1841042.528712 + Penalty 958.097435 = -1840084.431277 nChanged 2 SP:Iteration 80F (1483.352948 sec): 3 clusters Score: Raw -1841042.541389 + Penalty 958.097435 = -1840084.443954 nChanged 2 SP:Iteration 81Q (1483.397006 sec): 3 clusters Score: Raw -1841042.563956 + Penalty 958.097435 = -1840084.466521 nChanged 6 SP:Iteration 82Q (1483.440868 sec): 3 clusters Score: Raw -1841042.621580 + Penalty 958.097435 = -1840084.524145 nChanged 9 SP:Iteration 83Q (1483.484809 sec): 3 clusters Score: Raw -1841042.712799 + Penalty 958.097435 = -1840084.615364 nChanged 9 SP:Iteration 84Q (1483.528411 sec): 3 clusters Score: Raw -1841042.848405 + Penalty 958.097435 = -1840084.750970 nChanged 17 SP:Iteration 85Q (1483.572818 sec): 3 clusters Score: Raw -1841043.074217 + Penalty 958.097435 = -1840084.976782 nChanged 13 SP:Iteration 86Q (1483.616492 sec): 3 clusters Score: Raw -1841043.231174 + Penalty 958.097435 = -1840085.133739 nChanged 11 SP:Iteration 87Q (1483.660129 sec): 3 clusters Score: Raw -1841043.321150 + Penalty 958.097435 = -1840085.223715 nChanged 5 SP:Iteration 88Q (1483.704154 sec): 3 clusters Score: Raw -1841043.352274 + Penalty 958.097435 = -1840085.254840 nChanged 2 SP:Iteration 89Q (1483.747764 sec): 3 clusters Score: Raw -1841043.365305 + Penalty 958.097435 = -1840085.267870 nChanged 0 SP:Iteration 90F (1483.791172 sec): 3 clusters Score: Raw -1841043.365305 + Penalty 958.097435 = -1840085.267870 nChanged 0 Trying to split cluster 5 (15454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.808556 sec): 2 clusters Score: Raw -681701.902763 + Penalty 438.875853 = -681263.026910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.835083 sec): 3 clusters Score: Raw -671846.577518 + Penalty 877.751707 = -670968.825812 nChanged 7307 SP:Iteration 1F (1483.859961 sec): 3 clusters Score: Raw -677508.519494 + Penalty 877.751707 = -676630.767788 nChanged 1369 SP:Iteration 2F (1483.884940 sec): 3 clusters Score: Raw -678743.113925 + Penalty 877.751707 = -677865.362219 nChanged 1206 SP:Iteration 3F (1483.909789 sec): 3 clusters Score: Raw -679861.123559 + Penalty 877.751707 = -678983.371853 nChanged 890 SP:Iteration 4F (1483.934681 sec): 3 clusters Score: Raw -680565.639180 + Penalty 877.751707 = -679687.887473 nChanged 565 SP:Iteration 5Q (1483.959695 sec): 3 clusters Score: Raw -680884.821011 + Penalty 877.751707 = -680007.069305 nChanged 385 SP:Iteration 6Q (1483.984752 sec): 3 clusters Score: Raw -681093.432073 + Penalty 877.751707 = -680215.680367 nChanged 331 SP:Iteration 7Q (1484.009622 sec): 3 clusters Score: Raw -681273.444730 + Penalty 877.751707 = -680395.693024 nChanged 264 SP:Iteration 8Q (1484.034411 sec): 3 clusters Score: Raw -681436.697015 + Penalty 877.751707 = -680558.945308 nChanged 254 SP:Iteration 9Q (1484.058953 sec): 3 clusters Score: Raw -681618.798367 + Penalty 877.751707 = -680741.046660 nChanged 243 SP:Iteration 10Q (1484.083528 sec): 3 clusters Score: Raw -681770.369305 + Penalty 877.751707 = -680892.617598 nChanged 229 SP:Iteration 11Q (1484.108004 sec): 3 clusters Score: Raw -681886.471332 + Penalty 877.751707 = -681008.719625 nChanged 210 SP:Iteration 12Q (1484.132379 sec): 3 clusters Score: Raw -681973.592334 + Penalty 877.751707 = -681095.840628 nChanged 163 SP:Iteration 13Q (1484.156805 sec): 3 clusters Score: Raw -682028.646238 + Penalty 877.751707 = -681150.894532 nChanged 116 SP:Iteration 14Q (1484.181108 sec): 3 clusters Score: Raw -682058.580839 + Penalty 877.751707 = -681180.829132 nChanged 78 SP:Iteration 15Q (1484.205394 sec): 3 clusters Score: Raw -682072.720473 + Penalty 877.751707 = -681194.968766 nChanged 61 SP:Iteration 16Q (1484.229737 sec): 3 clusters Score: Raw -682082.090631 + Penalty 877.751707 = -681204.338924 nChanged 44 SP:Iteration 17Q (1484.254095 sec): 3 clusters Score: Raw -682087.864693 + Penalty 877.751707 = -681210.112986 nChanged 33 SP:Iteration 18Q (1484.278433 sec): 3 clusters Score: Raw -682090.760493 + Penalty 877.751707 = -681213.008786 nChanged 25 SP:Iteration 19Q (1484.302713 sec): 3 clusters Score: Raw -682092.404186 + Penalty 877.751707 = -681214.652479 nChanged 22 SP:Iteration 20F (1484.327813 sec): 3 clusters Score: Raw -682094.180652 + Penalty 877.751707 = -681216.428945 nChanged 23 SP:Iteration 21Q (1484.352235 sec): 3 clusters Score: Raw -682095.783877 + Penalty 877.751707 = -681218.032170 nChanged 16 SP:Iteration 22Q (1484.376608 sec): 3 clusters Score: Raw -682096.812046 + Penalty 877.751707 = -681219.060339 nChanged 13 SP:Iteration 23Q (1484.401080 sec): 3 clusters Score: Raw -682097.358032 + Penalty 877.751707 = -681219.606325 nChanged 8 SP:Iteration 24Q (1484.425497 sec): 3 clusters Score: Raw -682097.774475 + Penalty 877.751707 = -681220.022768 nChanged 11 SP:Iteration 25Q (1484.449862 sec): 3 clusters Score: Raw -682098.227931 + Penalty 877.751707 = -681220.476224 nChanged 2 SP:Iteration 26Q (1484.474235 sec): 3 clusters Score: Raw -682098.295757 + Penalty 877.751707 = -681220.544050 nChanged 4 SP:Iteration 27Q (1484.498509 sec): 3 clusters Score: Raw -682098.544291 + Penalty 877.751707 = -681220.792585 nChanged 6 SP:Iteration 28Q (1484.522971 sec): 3 clusters Score: Raw -682098.765337 + Penalty 877.751707 = -681221.013631 nChanged 5 SP:Iteration 29Q (1484.547255 sec): 3 clusters Score: Raw -682099.004950 + Penalty 877.751707 = -681221.253244 nChanged 5 SP:Iteration 30Q (1484.571741 sec): 3 clusters Score: Raw -682099.206078 + Penalty 877.751707 = -681221.454371 nChanged 2 SP:Iteration 31Q (1484.596034 sec): 3 clusters Score: Raw -682099.285508 + Penalty 877.751707 = -681221.533802 nChanged 3 SP:Iteration 32Q (1484.620372 sec): 3 clusters Score: Raw -682099.373279 + Penalty 877.751707 = -681221.621573 nChanged 1 SP:Iteration 33Q (1484.644811 sec): 3 clusters Score: Raw -682099.458164 + Penalty 877.751707 = -681221.706458 nChanged 1 SP:Iteration 34Q (1484.669021 sec): 3 clusters Score: Raw -682099.486993 + Penalty 877.751707 = -681221.735287 nChanged 0 SP:Iteration 35F (1484.694162 sec): 3 clusters Score: Raw -682099.486993 + Penalty 877.751707 = -681221.735287 nChanged 0 Trying to split cluster 6 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.708998 sec): 2 clusters Score: Raw -168259.891969 + Penalty 378.480572 = -167881.411397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.720944 sec): 3 clusters Score: Raw -165876.987664 + Penalty 756.961144 = -165120.026520 nChanged 1791 SP:Iteration 1F (1484.731785 sec): 3 clusters Score: Raw -166839.335643 + Penalty 756.961144 = -166082.374499 nChanged 263 SP:Iteration 2F (1484.742485 sec): 3 clusters Score: Raw -166952.876093 + Penalty 756.961144 = -166195.914949 nChanged 213 SP:Iteration 3F (1484.753228 sec): 3 clusters Score: Raw -167061.898165 + Penalty 756.961144 = -166304.937021 nChanged 225 SP:Iteration 4F (1484.763960 sec): 3 clusters Score: Raw -167237.592951 + Penalty 756.961144 = -166480.631807 nChanged 254 SP:Iteration 5F (1484.774714 sec): 3 clusters Score: Raw -167537.901855 + Penalty 756.961144 = -166780.940711 nChanged 259 SP:Iteration 6F (1484.785468 sec): 3 clusters Score: Raw -167759.688825 + Penalty 756.961144 = -167002.727681 nChanged 227 SP:Iteration 7F (1484.796224 sec): 3 clusters Score: Raw -167900.733338 + Penalty 756.961144 = -167143.772194 nChanged 172 SP:Iteration 8Q (1484.806982 sec): 3 clusters Score: Raw -167983.033000 + Penalty 756.961144 = -167226.071857 nChanged 124 SP:Iteration 9Q (1484.817633 sec): 3 clusters Score: Raw -168028.836962 + Penalty 756.961144 = -167271.875818 nChanged 98 SP:Iteration 10Q (1484.828338 sec): 3 clusters Score: Raw -168068.851730 + Penalty 756.961144 = -167311.890586 nChanged 80 SP:Iteration 11Q (1484.839034 sec): 3 clusters Score: Raw -168096.145357 + Penalty 756.961144 = -167339.184213 nChanged 81 SP:Iteration 12Q (1484.849752 sec): 3 clusters Score: Raw -168124.700520 + Penalty 756.961144 = -167367.739376 nChanged 65 SP:Iteration 13Q (1484.860495 sec): 3 clusters Score: Raw -168141.760438 + Penalty 756.961144 = -167384.799294 nChanged 51 SP:Iteration 14Q (1484.871191 sec): 3 clusters Score: Raw -168154.721139 + Penalty 756.961144 = -167397.759995 nChanged 45 SP:Iteration 15Q (1484.881869 sec): 3 clusters Score: Raw -168164.966709 + Penalty 756.961144 = -167408.005565 nChanged 50 SP:Iteration 16Q (1484.892565 sec): 3 clusters Score: Raw -168175.853845 + Penalty 756.961144 = -167418.892701 nChanged 45 SP:Iteration 17Q (1484.903240 sec): 3 clusters Score: Raw -168186.626675 + Penalty 756.961144 = -167429.665531 nChanged 37 SP:Iteration 18Q (1484.913925 sec): 3 clusters Score: Raw -168196.033703 + Penalty 756.961144 = -167439.072559 nChanged 40 SP:Iteration 19Q (1484.924638 sec): 3 clusters Score: Raw -168204.977365 + Penalty 756.961144 = -167448.016222 nChanged 45 SP:Iteration 20F (1484.935373 sec): 3 clusters Score: Raw -168215.011578 + Penalty 756.961144 = -167458.050434 nChanged 41 SP:Iteration 21Q (1484.946074 sec): 3 clusters Score: Raw -168226.343074 + Penalty 756.961144 = -167469.381930 nChanged 46 SP:Iteration 22Q (1484.956819 sec): 3 clusters Score: Raw -168238.083323 + Penalty 756.961144 = -167481.122179 nChanged 39 SP:Iteration 23Q (1484.967527 sec): 3 clusters Score: Raw -168248.169123 + Penalty 756.961144 = -167491.207979 nChanged 40 SP:Iteration 24Q (1484.978237 sec): 3 clusters Score: Raw -168259.214754 + Penalty 756.961144 = -167502.253610 nChanged 37 SP:Iteration 25Q (1484.988950 sec): 3 clusters Score: Raw -168268.308033 + Penalty 756.961144 = -167511.346889 nChanged 36 SP:Iteration 26Q (1484.999672 sec): 3 clusters Score: Raw -168277.463978 + Penalty 756.961144 = -167520.502834 nChanged 50 SP:Iteration 27Q (1485.010386 sec): 3 clusters Score: Raw -168291.895140 + Penalty 756.961144 = -167534.933996 nChanged 49 SP:Iteration 28Q (1485.021093 sec): 3 clusters Score: Raw -168305.930050 + Penalty 756.961144 = -167548.968906 nChanged 53 SP:Iteration 29Q (1485.031826 sec): 3 clusters Score: Raw -168318.707435 + Penalty 756.961144 = -167561.746291 nChanged 43 SP:Iteration 30Q (1485.042517 sec): 3 clusters Score: Raw -168326.484584 + Penalty 756.961144 = -167569.523440 nChanged 28 SP:Iteration 31Q (1485.053217 sec): 3 clusters Score: Raw -168331.371345 + Penalty 756.961144 = -167574.410201 nChanged 38 SP:Iteration 32Q (1485.063942 sec): 3 clusters Score: Raw -168340.362992 + Penalty 756.961144 = -167583.401848 nChanged 39 SP:Iteration 33Q (1485.098212 sec): 3 clusters Score: Raw -168346.965293 + Penalty 756.961144 = -167590.004149 nChanged 32 SP:Iteration 34Q (1485.110034 sec): 3 clusters Score: Raw -168352.186187 + Penalty 756.961144 = -167595.225043 nChanged 23 SP:Iteration 35Q (1485.120755 sec): 3 clusters Score: Raw -168355.521175 + Penalty 756.961144 = -167598.560031 nChanged 27 SP:Iteration 36Q (1485.131424 sec): 3 clusters Score: Raw -168361.002190 + Penalty 756.961144 = -167604.041046 nChanged 34 SP:Iteration 37Q (1485.142136 sec): 3 clusters Score: Raw -168367.810457 + Penalty 756.961144 = -167610.849313 nChanged 33 SP:Iteration 38Q (1485.152849 sec): 3 clusters Score: Raw -168374.503664 + Penalty 756.961144 = -167617.542520 nChanged 35 SP:Iteration 39Q (1485.163526 sec): 3 clusters Score: Raw -168383.275234 + Penalty 756.961144 = -167626.314090 nChanged 41 SP:Iteration 40F (1485.174242 sec): 3 clusters Score: Raw -168393.670125 + Penalty 756.961144 = -167636.708981 nChanged 42 SP:Iteration 41Q (1485.184950 sec): 3 clusters Score: Raw -168403.245676 + Penalty 756.961144 = -167646.284532 nChanged 35 SP:Iteration 42Q (1485.195648 sec): 3 clusters Score: Raw -168413.057292 + Penalty 756.961144 = -167656.096148 nChanged 27 SP:Iteration 43Q (1485.206388 sec): 3 clusters Score: Raw -168421.005955 + Penalty 756.961144 = -167664.044811 nChanged 34 SP:Iteration 44Q (1485.217115 sec): 3 clusters Score: Raw -168433.118927 + Penalty 756.961144 = -167676.157783 nChanged 43 SP:Iteration 45Q (1485.227859 sec): 3 clusters Score: Raw -168445.805039 + Penalty 756.961144 = -167688.843895 nChanged 41 SP:Iteration 46Q (1485.238554 sec): 3 clusters Score: Raw -168457.239599 + Penalty 756.961144 = -167700.278455 nChanged 36 SP:Iteration 47Q (1485.249305 sec): 3 clusters Score: Raw -168471.229294 + Penalty 756.961144 = -167714.268150 nChanged 38 SP:Iteration 48Q (1485.260017 sec): 3 clusters Score: Raw -168482.595604 + Penalty 756.961144 = -167725.634460 nChanged 42 SP:Iteration 49Q (1485.270760 sec): 3 clusters Score: Raw -168497.439328 + Penalty 756.961144 = -167740.478184 nChanged 42 SP:Iteration 50Q (1485.281490 sec): 3 clusters Score: Raw -168514.939704 + Penalty 756.961144 = -167757.978560 nChanged 43 SP:Iteration 51Q (1485.292215 sec): 3 clusters Score: Raw -168528.667081 + Penalty 756.961144 = -167771.705937 nChanged 42 SP:Iteration 52Q (1485.302986 sec): 3 clusters Score: Raw -168539.990432 + Penalty 756.961144 = -167783.029288 nChanged 30 SP:Iteration 53Q (1485.313667 sec): 3 clusters Score: Raw -168546.175155 + Penalty 756.961144 = -167789.214011 nChanged 26 SP:Iteration 54Q (1485.324378 sec): 3 clusters Score: Raw -168551.392008 + Penalty 756.961144 = -167794.430864 nChanged 20 SP:Iteration 55Q (1485.335139 sec): 3 clusters Score: Raw -168555.334258 + Penalty 756.961144 = -167798.373114 nChanged 30 SP:Iteration 56Q (1485.345870 sec): 3 clusters Score: Raw -168561.420926 + Penalty 756.961144 = -167804.459782 nChanged 29 SP:Iteration 57Q (1485.356573 sec): 3 clusters Score: Raw -168566.569358 + Penalty 756.961144 = -167809.608214 nChanged 22 SP:Iteration 58Q (1485.367321 sec): 3 clusters Score: Raw -168569.286581 + Penalty 756.961144 = -167812.325437 nChanged 20 SP:Iteration 59Q (1485.378000 sec): 3 clusters Score: Raw -168571.874843 + Penalty 756.961144 = -167814.913699 nChanged 20 SP:Iteration 60F (1485.388724 sec): 3 clusters Score: Raw -168574.628559 + Penalty 756.961144 = -167817.667415 nChanged 16 SP:Iteration 61Q (1485.399464 sec): 3 clusters Score: Raw -168576.373113 + Penalty 756.961144 = -167819.411969 nChanged 11 SP:Iteration 62Q (1485.410150 sec): 3 clusters Score: Raw -168577.278409 + Penalty 756.961144 = -167820.317265 nChanged 6 SP:Iteration 63Q (1485.420824 sec): 3 clusters Score: Raw -168577.798604 + Penalty 756.961144 = -167820.837460 nChanged 6 SP:Iteration 64Q (1485.431579 sec): 3 clusters Score: Raw -168578.371609 + Penalty 756.961144 = -167821.410465 nChanged 8 SP:Iteration 65Q (1485.442281 sec): 3 clusters Score: Raw -168579.273901 + Penalty 756.961144 = -167822.312757 nChanged 10 SP:Iteration 66Q (1485.452974 sec): 3 clusters Score: Raw -168581.087067 + Penalty 756.961144 = -167824.125923 nChanged 15 SP:Iteration 67Q (1485.463709 sec): 3 clusters Score: Raw -168583.207160 + Penalty 756.961144 = -167826.246016 nChanged 14 SP:Iteration 68Q (1485.474397 sec): 3 clusters Score: Raw -168585.202248 + Penalty 756.961144 = -167828.241104 nChanged 15 SP:Iteration 69Q (1485.485065 sec): 3 clusters Score: Raw -168587.021503 + Penalty 756.961144 = -167830.060359 nChanged 14 SP:Iteration 70Q (1485.495752 sec): 3 clusters Score: Raw -168588.722419 + Penalty 756.961144 = -167831.761275 nChanged 12 SP:Iteration 71Q (1485.506433 sec): 3 clusters Score: Raw -168589.849622 + Penalty 756.961144 = -167832.888478 nChanged 9 SP:Iteration 72Q (1485.517097 sec): 3 clusters Score: Raw -168590.630046 + Penalty 756.961144 = -167833.668902 nChanged 7 SP:Iteration 73Q (1485.527798 sec): 3 clusters Score: Raw -168591.261976 + Penalty 756.961144 = -167834.300833 nChanged 4 SP:Iteration 74Q (1485.538879 sec): 3 clusters Score: Raw -168591.548947 + Penalty 756.961144 = -167834.587803 nChanged 4 SP:Iteration 75Q (1485.549559 sec): 3 clusters Score: Raw -168591.728498 + Penalty 756.961144 = -167834.767354 nChanged 3 SP:Iteration 76Q (1485.560266 sec): 3 clusters Score: Raw -168592.009358 + Penalty 756.961144 = -167835.048214 nChanged 1 SP:Iteration 77Q (1485.570936 sec): 3 clusters Score: Raw -168592.127122 + Penalty 756.961144 = -167835.165978 nChanged 1 SP:Iteration 78Q (1485.581597 sec): 3 clusters Score: Raw -168592.176602 + Penalty 756.961144 = -167835.215458 nChanged 2 SP:Iteration 79Q (1485.592319 sec): 3 clusters Score: Raw -168592.268338 + Penalty 756.961144 = -167835.307194 nChanged 3 SP:Iteration 80F (1485.603081 sec): 3 clusters Score: Raw -168592.413255 + Penalty 756.961144 = -167835.452111 nChanged 3 SP:Iteration 81Q (1485.613764 sec): 3 clusters Score: Raw -168592.481913 + Penalty 756.961144 = -167835.520769 nChanged 0 SP:Iteration 82F (1485.624537 sec): 3 clusters Score: Raw -168592.481913 + Penalty 756.961144 = -167835.520769 nChanged 0 Trying to split cluster 7 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.630793 sec): 2 clusters Score: Raw -9379.261986 + Penalty 255.892797 = -9123.369189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.632165 sec): 3 clusters Score: Raw -9306.156235 + Penalty 511.785593 = -8794.370642 nChanged 74 SP:Iteration 1F (1485.633355 sec): 3 clusters Score: Raw -9374.837369 + Penalty 511.785593 = -8863.051776 nChanged 23 SP:Iteration 2F (1485.634546 sec): 3 clusters Score: Raw -9403.671306 + Penalty 511.785593 = -8891.885713 nChanged 16 SP:Iteration 3F (1485.635732 sec): 3 clusters Score: Raw -9431.139785 + Penalty 511.785593 = -8919.354192 nChanged 14 SP:Iteration 4F (1485.636908 sec): 3 clusters Score: Raw -9459.831718 + Penalty 511.785593 = -8948.046125 nChanged 15 SP:Iteration 5F (1485.638094 sec): 3 clusters Score: Raw -9491.727428 + Penalty 511.785593 = -8979.941835 nChanged 14 SP:Iteration 6F (1485.639277 sec): 3 clusters Score: Raw -9517.885967 + Penalty 511.785593 = -9006.100374 nChanged 9 SP:Iteration 7Q (1485.640441 sec): 3 clusters Score: Raw -9525.019661 + Penalty 511.785593 = -9013.234068 nChanged 4 SP:Iteration 8Q (1485.641603 sec): 3 clusters Score: Raw -9527.790254 + Penalty 511.785593 = -9016.004661 nChanged 4 SP:Iteration 9Q (1485.642761 sec): 3 clusters Score: Raw -9531.856797 + Penalty 511.785593 = -9020.071204 nChanged 5 SP:Iteration 10Q (1485.643929 sec): 3 clusters Score: Raw -9538.396203 + Penalty 511.785593 = -9026.610610 nChanged 3 SP:Iteration 11Q (1485.645096 sec): 3 clusters Score: Raw -9546.135989 + Penalty 511.785593 = -9034.350396 nChanged 1 SP:Iteration 12Q (1485.646258 sec): 3 clusters Score: Raw -9546.664859 + Penalty 511.785593 = -9034.879266 nChanged 0 SP:Iteration 13F (1485.647433 sec): 3 clusters Score: Raw -9546.664859 + Penalty 511.785593 = -9034.879266 nChanged 0 Trying to split cluster 8 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.651910 sec): 2 clusters Score: Raw -4902.504726 + Penalty 230.920409 = -4671.584317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.652938 sec): 3 clusters Score: Raw -4882.618672 + Penalty 461.840817 = -4420.777855 nChanged 36 SP:Iteration 1F (1485.653832 sec): 3 clusters Score: Raw -4946.292917 + Penalty 461.840817 = -4484.452100 nChanged 17 SP:Iteration 2F (1485.654721 sec): 3 clusters Score: Raw -4998.789386 + Penalty 461.840817 = -4536.948569 nChanged 4 SP:Iteration 3Q (1485.655603 sec): 3 clusters Score: Raw -5005.674717 + Penalty 461.840817 = -4543.833900 nChanged 3 SP:Iteration 4Q (1485.656481 sec): 3 clusters Score: Raw -5013.481138 + Penalty 461.840817 = -4551.640321 nChanged 3 SP:Iteration 5Q (1485.657354 sec): 3 clusters Score: Raw -5018.536933 + Penalty 461.840817 = -4556.696115 nChanged 3 SP:Iteration 6Q (1485.658226 sec): 3 clusters Score: Raw -5022.717429 + Penalty 461.840817 = -4560.876612 nChanged 1 SP:Iteration 7Q (1485.659096 sec): 3 clusters Score: Raw -5023.473955 + Penalty 461.840817 = -4561.633138 nChanged 2 SP:Iteration 8Q (1485.659972 sec): 3 clusters Score: Raw -5026.482189 + Penalty 461.840817 = -4564.641371 nChanged 3 SP:Iteration 9Q (1485.660847 sec): 3 clusters Score: Raw -5034.527570 + Penalty 461.840817 = -4572.686753 nChanged 3 SP:Iteration 10Q (1485.661717 sec): 3 clusters Score: Raw -5038.244617 + Penalty 461.840817 = -4576.403800 nChanged 3 SP:Iteration 11Q (1485.662581 sec): 3 clusters Score: Raw -5045.649888 + Penalty 461.840817 = -4583.809071 nChanged 3 SP:Iteration 12Q (1485.663447 sec): 3 clusters Score: Raw -5047.836961 + Penalty 461.840817 = -4585.996144 nChanged 1 SP:Iteration 13Q (1485.664310 sec): 3 clusters Score: Raw -5049.312975 + Penalty 461.840817 = -4587.472158 nChanged 1 SP:Iteration 14Q (1485.665171 sec): 3 clusters Score: Raw -5050.116621 + Penalty 461.840817 = -4588.275804 nChanged 1 SP:Iteration 15Q (1485.666028 sec): 3 clusters Score: Raw -5050.955558 + Penalty 461.840817 = -4589.114740 nChanged 0 SP:Iteration 16F (1485.666903 sec): 3 clusters Score: Raw -5050.955558 + Penalty 461.840817 = -4589.114740 nChanged 0 Trying to split cluster 9 (24018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.696553 sec): 2 clusters Score: Raw -1165217.418688 + Penalty 458.938427 = -1164758.480262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.730938 sec): 3 clusters Score: Raw -1149599.371926 + Penalty 917.876853 = -1148681.495072 nChanged 11545 SP:Iteration 1F (1485.761998 sec): 3 clusters Score: Raw -1156545.444753 + Penalty 917.876853 = -1155627.567899 nChanged 1254 SP:Iteration 2F (1485.793480 sec): 3 clusters Score: Raw -1157129.114590 + Penalty 917.876853 = -1156211.237737 nChanged 1587 SP:Iteration 3F (1485.824872 sec): 3 clusters Score: Raw -1158095.433684 + Penalty 917.876853 = -1157177.556830 nChanged 1952 SP:Iteration 4F (1485.856108 sec): 3 clusters Score: Raw -1159557.573901 + Penalty 917.876853 = -1158639.697048 nChanged 1976 SP:Iteration 5F (1485.887465 sec): 3 clusters Score: Raw -1161219.650605 + Penalty 917.876853 = -1160301.773752 nChanged 1645 SP:Iteration 6F (1485.919014 sec): 3 clusters Score: Raw -1162700.527309 + Penalty 917.876853 = -1161782.650455 nChanged 1204 SP:Iteration 7F (1485.950671 sec): 3 clusters Score: Raw -1163673.235577 + Penalty 917.876853 = -1162755.358724 nChanged 747 SP:Iteration 8Q (1485.982125 sec): 3 clusters Score: Raw -1164172.706638 + Penalty 917.876853 = -1163254.829785 nChanged 486 SP:Iteration 9Q (1486.013166 sec): 3 clusters Score: Raw -1164438.773933 + Penalty 917.876853 = -1163520.897080 nChanged 398 SP:Iteration 10Q (1486.044226 sec): 3 clusters Score: Raw -1164624.243985 + Penalty 917.876853 = -1163706.367132 nChanged 336 SP:Iteration 11Q (1486.075008 sec): 3 clusters Score: Raw -1164766.422241 + Penalty 917.876853 = -1163848.545387 nChanged 283 SP:Iteration 12Q (1486.105764 sec): 3 clusters Score: Raw -1164881.434455 + Penalty 917.876853 = -1163963.557602 nChanged 285 SP:Iteration 13Q (1486.136425 sec): 3 clusters Score: Raw -1164996.696347 + Penalty 917.876853 = -1164078.819493 nChanged 254 SP:Iteration 14Q (1486.166890 sec): 3 clusters Score: Raw -1165096.069598 + Penalty 917.876853 = -1164178.192745 nChanged 215 SP:Iteration 15Q (1486.197304 sec): 3 clusters Score: Raw -1165171.805961 + Penalty 917.876853 = -1164253.929107 nChanged 179 SP:Iteration 16Q (1486.227545 sec): 3 clusters Score: Raw -1165236.701563 + Penalty 917.876853 = -1164318.824709 nChanged 163 SP:Iteration 17Q (1486.257694 sec): 3 clusters Score: Raw -1165294.050125 + Penalty 917.876853 = -1164376.173271 nChanged 169 SP:Iteration 18Q (1486.287811 sec): 3 clusters Score: Raw -1165354.936381 + Penalty 917.876853 = -1164437.059528 nChanged 136 SP:Iteration 19Q (1486.317565 sec): 3 clusters Score: Raw -1165402.133853 + Penalty 917.876853 = -1164484.257000 nChanged 124 SP:Iteration 20F (1486.349081 sec): 3 clusters Score: Raw -1165442.971007 + Penalty 917.876853 = -1164525.094153 nChanged 109 SP:Iteration 21Q (1486.378879 sec): 3 clusters Score: Raw -1165474.779341 + Penalty 917.876853 = -1164556.902487 nChanged 92 SP:Iteration 22Q (1486.408724 sec): 3 clusters Score: Raw -1165499.258511 + Penalty 917.876853 = -1164581.381658 nChanged 76 SP:Iteration 23Q (1486.438323 sec): 3 clusters Score: Raw -1165519.093203 + Penalty 917.876853 = -1164601.216350 nChanged 61 SP:Iteration 24Q (1486.468071 sec): 3 clusters Score: Raw -1165534.046674 + Penalty 917.876853 = -1164616.169821 nChanged 55 SP:Iteration 25Q (1486.497544 sec): 3 clusters Score: Raw -1165548.217272 + Penalty 917.876853 = -1164630.340418 nChanged 60 SP:Iteration 26Q (1486.527164 sec): 3 clusters Score: Raw -1165565.765179 + Penalty 917.876853 = -1164647.888325 nChanged 62 SP:Iteration 27Q (1486.556706 sec): 3 clusters Score: Raw -1165582.694557 + Penalty 917.876853 = -1164664.817704 nChanged 54 SP:Iteration 28Q (1486.586281 sec): 3 clusters Score: Raw -1165596.661350 + Penalty 917.876853 = -1164678.784497 nChanged 46 SP:Iteration 29Q (1486.615716 sec): 3 clusters Score: Raw -1165607.316372 + Penalty 917.876853 = -1164689.439519 nChanged 35 SP:Iteration 30Q (1486.645293 sec): 3 clusters Score: Raw -1165615.140039 + Penalty 917.876853 = -1164697.263186 nChanged 36 SP:Iteration 31Q (1486.674633 sec): 3 clusters Score: Raw -1165623.966065 + Penalty 917.876853 = -1164706.089211 nChanged 34 SP:Iteration 32Q (1486.704040 sec): 3 clusters Score: Raw -1165630.583980 + Penalty 917.876853 = -1164712.707126 nChanged 42 SP:Iteration 33Q (1486.733427 sec): 3 clusters Score: Raw -1165637.567534 + Penalty 917.876853 = -1164719.690681 nChanged 21 SP:Iteration 34Q (1486.763153 sec): 3 clusters Score: Raw -1165640.234107 + Penalty 917.876853 = -1164722.357253 nChanged 14 SP:Iteration 35Q (1486.792618 sec): 3 clusters Score: Raw -1165641.954717 + Penalty 917.876853 = -1164724.077864 nChanged 12 SP:Iteration 36Q (1486.822026 sec): 3 clusters Score: Raw -1165643.067237 + Penalty 917.876853 = -1164725.190384 nChanged 7 SP:Iteration 37Q (1486.851455 sec): 3 clusters Score: Raw -1165643.673498 + Penalty 917.876853 = -1164725.796645 nChanged 8 SP:Iteration 38Q (1486.880628 sec): 3 clusters Score: Raw -1165644.338124 + Penalty 917.876853 = -1164726.461271 nChanged 7 SP:Iteration 39Q (1486.910105 sec): 3 clusters Score: Raw -1165644.977028 + Penalty 917.876853 = -1164727.100175 nChanged 6 SP:Iteration 40F (1486.941471 sec): 3 clusters Score: Raw -1165645.177758 + Penalty 917.876853 = -1164727.300904 nChanged 3 SP:Iteration 41Q (1486.971031 sec): 3 clusters Score: Raw -1165645.531785 + Penalty 917.876853 = -1164727.654931 nChanged 4 SP:Iteration 42Q (1487.000132 sec): 3 clusters Score: Raw -1165646.143208 + Penalty 917.876853 = -1164728.266354 nChanged 8 SP:Iteration 43Q (1487.029567 sec): 3 clusters Score: Raw -1165647.376359 + Penalty 917.876853 = -1164729.499505 nChanged 12 SP:Iteration 44Q (1487.058866 sec): 3 clusters Score: Raw -1165648.805557 + Penalty 917.876853 = -1164730.928704 nChanged 9 SP:Iteration 45Q (1487.088173 sec): 3 clusters Score: Raw -1165649.750364 + Penalty 917.876853 = -1164731.873511 nChanged 12 SP:Iteration 46Q (1487.117562 sec): 3 clusters Score: Raw -1165650.743048 + Penalty 917.876853 = -1164732.866194 nChanged 9 SP:Iteration 47Q (1487.146906 sec): 3 clusters Score: Raw -1165651.965482 + Penalty 917.876853 = -1164734.088629 nChanged 11 SP:Iteration 48Q (1487.176359 sec): 3 clusters Score: Raw -1165652.955300 + Penalty 917.876853 = -1164735.078447 nChanged 6 SP:Iteration 49Q (1487.205802 sec): 3 clusters Score: Raw -1165653.312684 + Penalty 917.876853 = -1164735.435831 nChanged 7 SP:Iteration 50Q (1487.234878 sec): 3 clusters Score: Raw -1165653.663598 + Penalty 917.876853 = -1164735.786744 nChanged 6 SP:Iteration 51Q (1487.264130 sec): 3 clusters Score: Raw -1165654.014063 + Penalty 917.876853 = -1164736.137210 nChanged 7 SP:Iteration 52Q (1487.293484 sec): 3 clusters Score: Raw -1165654.631705 + Penalty 917.876853 = -1164736.754851 nChanged 8 SP:Iteration 53Q (1487.322735 sec): 3 clusters Score: Raw -1165655.706108 + Penalty 917.876853 = -1164737.829255 nChanged 8 SP:Iteration 54Q (1487.352036 sec): 3 clusters Score: Raw -1165656.496589 + Penalty 917.876853 = -1164738.619736 nChanged 10 SP:Iteration 55Q (1487.381315 sec): 3 clusters Score: Raw -1165657.576220 + Penalty 917.876853 = -1164739.699367 nChanged 8 SP:Iteration 56Q (1487.410752 sec): 3 clusters Score: Raw -1165658.377596 + Penalty 917.876853 = -1164740.500743 nChanged 4 SP:Iteration 57Q (1487.439889 sec): 3 clusters Score: Raw -1165658.732870 + Penalty 917.876853 = -1164740.856017 nChanged 7 SP:Iteration 58Q (1487.469252 sec): 3 clusters Score: Raw -1165659.731697 + Penalty 917.876853 = -1164741.854844 nChanged 4 SP:Iteration 59Q (1487.498443 sec): 3 clusters Score: Raw -1165660.040358 + Penalty 917.876853 = -1164742.163504 nChanged 3 SP:Iteration 60F (1487.529860 sec): 3 clusters Score: Raw -1165660.420065 + Penalty 917.876853 = -1164742.543212 nChanged 3 SP:Iteration 61Q (1487.559254 sec): 3 clusters Score: Raw -1165660.686341 + Penalty 917.876853 = -1164742.809488 nChanged 4 SP:Iteration 62Q (1487.588592 sec): 3 clusters Score: Raw -1165660.914510 + Penalty 917.876853 = -1164743.037657 nChanged 3 SP:Iteration 63Q (1487.617804 sec): 3 clusters Score: Raw -1165660.985662 + Penalty 917.876853 = -1164743.108808 nChanged 3 SP:Iteration 64Q (1487.647051 sec): 3 clusters Score: Raw -1165661.385933 + Penalty 917.876853 = -1164743.509080 nChanged 4 SP:Iteration 65Q (1487.676375 sec): 3 clusters Score: Raw -1165661.775054 + Penalty 917.876853 = -1164743.898201 nChanged 5 SP:Iteration 66Q (1487.705643 sec): 3 clusters Score: Raw -1165662.280132 + Penalty 917.876853 = -1164744.403278 nChanged 4 SP:Iteration 67Q (1487.734945 sec): 3 clusters Score: Raw -1165662.497276 + Penalty 917.876853 = -1164744.620422 nChanged 3 SP:Iteration 68Q (1487.764182 sec): 3 clusters Score: Raw -1165662.673354 + Penalty 917.876853 = -1164744.796500 nChanged 4 SP:Iteration 69Q (1487.793625 sec): 3 clusters Score: Raw -1165663.003275 + Penalty 917.876853 = -1164745.126422 nChanged 7 SP:Iteration 70Q (1487.822903 sec): 3 clusters Score: Raw -1165663.862622 + Penalty 917.876853 = -1164745.985769 nChanged 7 SP:Iteration 71Q (1487.852308 sec): 3 clusters Score: Raw -1165664.682432 + Penalty 917.876853 = -1164746.805578 nChanged 6 SP:Iteration 72Q (1487.881453 sec): 3 clusters Score: Raw -1165665.139509 + Penalty 917.876853 = -1164747.262656 nChanged 2 SP:Iteration 73Q (1487.910687 sec): 3 clusters Score: Raw -1165665.247482 + Penalty 917.876853 = -1164747.370629 nChanged 0 SP:Iteration 74F (1487.942130 sec): 3 clusters Score: Raw -1165665.247482 + Penalty 917.876853 = -1164747.370629 nChanged 0 Trying to split cluster 10 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1487.953951 sec): 2 clusters Score: Raw -7003.033676 + Penalty 243.293393 = -6759.740283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1487.955169 sec): 3 clusters Score: Raw -6987.355948 + Penalty 486.586785 = -6500.769163 nChanged 64 SP:Iteration 1F (1487.956192 sec): 3 clusters Score: Raw -7075.443998 + Penalty 486.586785 = -6588.857213 nChanged 14 SP:Iteration 2F (1487.957205 sec): 3 clusters Score: Raw -7104.347917 + Penalty 486.586785 = -6617.761132 nChanged 9 SP:Iteration 3Q (1487.958219 sec): 3 clusters Score: Raw -7117.283739 + Penalty 486.586785 = -6630.696954 nChanged 8 SP:Iteration 4Q (1487.959216 sec): 3 clusters Score: Raw -7123.911318 + Penalty 486.586785 = -6637.324533 nChanged 3 SP:Iteration 5Q (1487.960220 sec): 3 clusters Score: Raw -7127.759510 + Penalty 486.586785 = -6641.172725 nChanged 0 SP:Iteration 6F (1487.961221 sec): 3 clusters Score: Raw -7127.759510 + Penalty 486.586785 = -6641.172725 nChanged 0 Trying to split cluster 11 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1487.970650 sec): 2 clusters Score: Raw -71041.408711 + Penalty 329.709748 = -70711.698963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1487.975127 sec): 3 clusters Score: Raw -70308.569716 + Penalty 659.419495 = -69649.150221 nChanged 560 SP:Iteration 1F (1487.979203 sec): 3 clusters Score: Raw -70667.226080 + Penalty 659.419495 = -70007.806585 nChanged 113 SP:Iteration 2F (1487.983162 sec): 3 clusters Score: Raw -70750.415789 + Penalty 659.419495 = -70090.996294 nChanged 86 SP:Iteration 3F (1487.987098 sec): 3 clusters Score: Raw -70820.769453 + Penalty 659.419495 = -70161.349958 nChanged 89 SP:Iteration 4F (1487.991008 sec): 3 clusters Score: Raw -70901.518093 + Penalty 659.419495 = -70242.098598 nChanged 75 SP:Iteration 5F (1487.994956 sec): 3 clusters Score: Raw -70961.298110 + Penalty 659.419495 = -70301.878614 nChanged 52 SP:Iteration 6Q (1487.998941 sec): 3 clusters Score: Raw -70993.915698 + Penalty 659.419495 = -70334.496203 nChanged 34 SP:Iteration 7Q (1488.002908 sec): 3 clusters Score: Raw -71008.826513 + Penalty 659.419495 = -70349.407018 nChanged 22 SP:Iteration 8Q (1488.006871 sec): 3 clusters Score: Raw -71021.347755 + Penalty 659.419495 = -70361.928259 nChanged 18 SP:Iteration 9Q (1488.010868 sec): 3 clusters Score: Raw -71028.885297 + Penalty 659.419495 = -70369.465802 nChanged 16 SP:Iteration 10Q (1488.014831 sec): 3 clusters Score: Raw -71038.199206 + Penalty 659.419495 = -70378.779710 nChanged 13 SP:Iteration 11Q (1488.018775 sec): 3 clusters Score: Raw -71044.851326 + Penalty 659.419495 = -70385.431830 nChanged 11 SP:Iteration 12Q (1488.022717 sec): 3 clusters Score: Raw -71050.004245 + Penalty 659.419495 = -70390.584750 nChanged 12 SP:Iteration 13Q (1488.026654 sec): 3 clusters Score: Raw -71052.430212 + Penalty 659.419495 = -70393.010716 nChanged 7 SP:Iteration 14Q (1488.030588 sec): 3 clusters Score: Raw -71053.605468 + Penalty 659.419495 = -70394.185972 nChanged 3 SP:Iteration 15Q (1488.034520 sec): 3 clusters Score: Raw -71055.045400 + Penalty 659.419495 = -70395.625905 nChanged 2 SP:Iteration 16Q (1488.061952 sec): 3 clusters Score: Raw -71055.581284 + Penalty 659.419495 = -70396.161788 nChanged 1 SP:Iteration 17Q (1488.065941 sec): 3 clusters Score: Raw -71055.764043 + Penalty 659.419495 = -70396.344547 nChanged 2 SP:Iteration 18Q (1488.069890 sec): 3 clusters Score: Raw -71056.268275 + Penalty 659.419495 = -70396.848780 nChanged 2 SP:Iteration 19Q (1488.073926 sec): 3 clusters Score: Raw -71057.171641 + Penalty 659.419495 = -70397.752146 nChanged 6 SP:Iteration 20F (1488.077914 sec): 3 clusters Score: Raw -71059.380209 + Penalty 659.419495 = -70399.960714 nChanged 6 SP:Iteration 21Q (1488.081866 sec): 3 clusters Score: Raw -71062.160884 + Penalty 659.419495 = -70402.741389 nChanged 5 SP:Iteration 22Q (1488.085839 sec): 3 clusters Score: Raw -71064.145836 + Penalty 659.419495 = -70404.726340 nChanged 7 SP:Iteration 23Q (1488.089793 sec): 3 clusters Score: Raw -71067.469214 + Penalty 659.419495 = -70408.049719 nChanged 8 SP:Iteration 24Q (1488.093744 sec): 3 clusters Score: Raw -71070.754365 + Penalty 659.419495 = -70411.334869 nChanged 11 SP:Iteration 25Q (1488.097701 sec): 3 clusters Score: Raw -71075.088571 + Penalty 659.419495 = -70415.669075 nChanged 8 SP:Iteration 26Q (1488.101654 sec): 3 clusters Score: Raw -71077.822655 + Penalty 659.419495 = -70418.403160 nChanged 5 SP:Iteration 27Q (1488.105651 sec): 3 clusters Score: Raw -71079.079963 + Penalty 659.419495 = -70419.660467 nChanged 2 SP:Iteration 28Q (1488.109610 sec): 3 clusters Score: Raw -71079.546231 + Penalty 659.419495 = -70420.126736 nChanged 3 SP:Iteration 29Q (1488.113562 sec): 3 clusters Score: Raw -71080.056899 + Penalty 659.419495 = -70420.637404 nChanged 4 SP:Iteration 30Q (1488.117515 sec): 3 clusters Score: Raw -71081.221705 + Penalty 659.419495 = -70421.802210 nChanged 4 SP:Iteration 31Q (1488.121463 sec): 3 clusters Score: Raw -71082.264097 + Penalty 659.419495 = -70422.844602 nChanged 6 SP:Iteration 32Q (1488.125522 sec): 3 clusters Score: Raw -71085.200541 + Penalty 659.419495 = -70425.781046 nChanged 4 SP:Iteration 33Q (1488.129422 sec): 3 clusters Score: Raw -71086.741287 + Penalty 659.419495 = -70427.321792 nChanged 3 SP:Iteration 34Q (1488.133314 sec): 3 clusters Score: Raw -71087.326010 + Penalty 659.419495 = -70427.906515 nChanged 0 SP:Iteration 35F (1488.137309 sec): 3 clusters Score: Raw -71087.326010 + Penalty 659.419495 = -70427.906515 nChanged 0 Trying to split cluster 12 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.144381 sec): 2 clusters Score: Raw -53149.738517 + Penalty 315.868130 = -52833.870387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.147832 sec): 3 clusters Score: Raw -52646.673390 + Penalty 631.736260 = -52014.937130 nChanged 411 SP:Iteration 1F (1488.150934 sec): 3 clusters Score: Raw -52874.549105 + Penalty 631.736260 = -52242.812845 nChanged 83 SP:Iteration 2F (1488.154048 sec): 3 clusters Score: Raw -52932.694692 + Penalty 631.736260 = -52300.958432 nChanged 67 SP:Iteration 3F (1488.157162 sec): 3 clusters Score: Raw -52982.432284 + Penalty 631.736260 = -52350.696024 nChanged 51 SP:Iteration 4Q (1488.160307 sec): 3 clusters Score: Raw -53025.548691 + Penalty 631.736260 = -52393.812431 nChanged 49 SP:Iteration 5Q (1488.163442 sec): 3 clusters Score: Raw -53056.855916 + Penalty 631.736260 = -52425.119656 nChanged 30 SP:Iteration 6Q (1488.166616 sec): 3 clusters Score: Raw -53078.118914 + Penalty 631.736260 = -52446.382654 nChanged 29 SP:Iteration 7Q (1488.169750 sec): 3 clusters Score: Raw -53097.812885 + Penalty 631.736260 = -52466.076625 nChanged 23 SP:Iteration 8Q (1488.172878 sec): 3 clusters Score: Raw -53110.907439 + Penalty 631.736260 = -52479.171178 nChanged 15 SP:Iteration 9Q (1488.175997 sec): 3 clusters Score: Raw -53116.165832 + Penalty 631.736260 = -52484.429572 nChanged 7 SP:Iteration 10Q (1488.179115 sec): 3 clusters Score: Raw -53118.169607 + Penalty 631.736260 = -52486.433347 nChanged 4 SP:Iteration 11Q (1488.182227 sec): 3 clusters Score: Raw -53120.457611 + Penalty 631.736260 = -52488.721351 nChanged 3 SP:Iteration 12Q (1488.185340 sec): 3 clusters Score: Raw -53121.888460 + Penalty 631.736260 = -52490.152200 nChanged 1 SP:Iteration 13Q (1488.188447 sec): 3 clusters Score: Raw -53121.976779 + Penalty 631.736260 = -52490.240519 nChanged 1 SP:Iteration 14Q (1488.191552 sec): 3 clusters Score: Raw -53122.073459 + Penalty 631.736260 = -52490.337199 nChanged 0 SP:Iteration 15F (1488.194766 sec): 3 clusters Score: Raw -53122.328604 + Penalty 631.736260 = -52490.592343 nChanged 1 SP:Iteration 16Q (1488.197833 sec): 3 clusters Score: Raw -53123.644233 + Penalty 631.736260 = -52491.907972 nChanged 2 SP:Iteration 17Q (1488.201005 sec): 3 clusters Score: Raw -53123.952298 + Penalty 631.736260 = -52492.216037 nChanged 1 SP:Iteration 18Q (1488.204087 sec): 3 clusters Score: Raw -53124.016957 + Penalty 631.736260 = -52492.280697 nChanged 0 SP:Iteration 19F (1488.207136 sec): 3 clusters Score: Raw -53124.016957 + Penalty 631.736260 = -52492.280697 nChanged 0 Trying to split cluster 13 (1745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.217860 sec): 2 clusters Score: Raw -79396.569196 + Penalty 339.635197 = -79056.933999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.223226 sec): 3 clusters Score: Raw -78487.710412 + Penalty 679.270395 = -77808.440017 nChanged 700 SP:Iteration 1F (1488.228063 sec): 3 clusters Score: Raw -78952.375454 + Penalty 679.270395 = -78273.105059 nChanged 140 SP:Iteration 2F (1488.232901 sec): 3 clusters Score: Raw -79029.932430 + Penalty 679.270395 = -78350.662035 nChanged 98 SP:Iteration 3F (1488.237728 sec): 3 clusters Score: Raw -79086.088339 + Penalty 679.270395 = -78406.817944 nChanged 81 SP:Iteration 4Q (1488.242602 sec): 3 clusters Score: Raw -79149.143036 + Penalty 679.270395 = -78469.872641 nChanged 92 SP:Iteration 5F (1488.247422 sec): 3 clusters Score: Raw -79210.455994 + Penalty 679.270395 = -78531.185599 nChanged 70 SP:Iteration 6Q (1488.252271 sec): 3 clusters Score: Raw -79249.158872 + Penalty 679.270395 = -78569.888477 nChanged 45 SP:Iteration 7Q (1488.257124 sec): 3 clusters Score: Raw -79278.539052 + Penalty 679.270395 = -78599.268657 nChanged 37 SP:Iteration 8Q (1488.261971 sec): 3 clusters Score: Raw -79298.251302 + Penalty 679.270395 = -78618.980907 nChanged 37 SP:Iteration 9Q (1488.266873 sec): 3 clusters Score: Raw -79318.823357 + Penalty 679.270395 = -78639.552962 nChanged 34 SP:Iteration 10Q (1488.271698 sec): 3 clusters Score: Raw -79337.308050 + Penalty 679.270395 = -78658.037655 nChanged 33 SP:Iteration 11Q (1488.276530 sec): 3 clusters Score: Raw -79353.906692 + Penalty 679.270395 = -78674.636297 nChanged 32 SP:Iteration 12Q (1488.281331 sec): 3 clusters Score: Raw -79367.949202 + Penalty 679.270395 = -78688.678807 nChanged 25 SP:Iteration 13Q (1488.286110 sec): 3 clusters Score: Raw -79379.404711 + Penalty 679.270395 = -78700.134316 nChanged 17 SP:Iteration 14Q (1488.290928 sec): 3 clusters Score: Raw -79383.986265 + Penalty 679.270395 = -78704.715870 nChanged 19 SP:Iteration 15Q (1488.295787 sec): 3 clusters Score: Raw -79391.810883 + Penalty 679.270395 = -78712.540489 nChanged 19 SP:Iteration 16Q (1488.300612 sec): 3 clusters Score: Raw -79399.445989 + Penalty 679.270395 = -78720.175594 nChanged 14 SP:Iteration 17Q (1488.305426 sec): 3 clusters Score: Raw -79407.552575 + Penalty 679.270395 = -78728.282180 nChanged 13 SP:Iteration 18Q (1488.310221 sec): 3 clusters Score: Raw -79416.360265 + Penalty 679.270395 = -78737.089870 nChanged 14 SP:Iteration 19Q (1488.315023 sec): 3 clusters Score: Raw -79422.217227 + Penalty 679.270395 = -78742.946832 nChanged 14 SP:Iteration 20F (1488.319818 sec): 3 clusters Score: Raw -79428.862927 + Penalty 679.270395 = -78749.592532 nChanged 12 SP:Iteration 21Q (1488.324584 sec): 3 clusters Score: Raw -79435.925282 + Penalty 679.270395 = -78756.654887 nChanged 16 SP:Iteration 22Q (1488.329446 sec): 3 clusters Score: Raw -79443.074980 + Penalty 679.270395 = -78763.804585 nChanged 20 SP:Iteration 23Q (1488.334258 sec): 3 clusters Score: Raw -79457.110796 + Penalty 679.270395 = -78777.840401 nChanged 24 SP:Iteration 24Q (1488.339063 sec): 3 clusters Score: Raw -79473.977555 + Penalty 679.270395 = -78794.707160 nChanged 22 SP:Iteration 25Q (1488.343873 sec): 3 clusters Score: Raw -79484.164489 + Penalty 679.270395 = -78804.894094 nChanged 23 SP:Iteration 26Q (1488.348676 sec): 3 clusters Score: Raw -79499.662890 + Penalty 679.270395 = -78820.392495 nChanged 26 SP:Iteration 27Q (1488.353441 sec): 3 clusters Score: Raw -79512.106945 + Penalty 679.270395 = -78832.836550 nChanged 17 SP:Iteration 28Q (1488.358263 sec): 3 clusters Score: Raw -79521.183064 + Penalty 679.270395 = -78841.912669 nChanged 29 SP:Iteration 29Q (1488.363063 sec): 3 clusters Score: Raw -79537.870325 + Penalty 679.270395 = -78858.599930 nChanged 25 SP:Iteration 30Q (1488.367844 sec): 3 clusters Score: Raw -79552.209371 + Penalty 679.270395 = -78872.938976 nChanged 34 SP:Iteration 31Q (1488.372622 sec): 3 clusters Score: Raw -79579.061987 + Penalty 679.270395 = -78899.791592 nChanged 39 SP:Iteration 32Q (1488.377396 sec): 3 clusters Score: Raw -79610.095164 + Penalty 679.270395 = -78930.824769 nChanged 24 SP:Iteration 33Q (1488.382161 sec): 3 clusters Score: Raw -79624.404648 + Penalty 679.270395 = -78945.134253 nChanged 16 SP:Iteration 34Q (1488.386917 sec): 3 clusters Score: Raw -79632.033429 + Penalty 679.270395 = -78952.763034 nChanged 12 SP:Iteration 35Q (1488.391702 sec): 3 clusters Score: Raw -79635.908746 + Penalty 679.270395 = -78956.638351 nChanged 8 SP:Iteration 36Q (1488.396452 sec): 3 clusters Score: Raw -79638.617288 + Penalty 679.270395 = -78959.346893 nChanged 8 SP:Iteration 37Q (1488.401182 sec): 3 clusters Score: Raw -79640.573332 + Penalty 679.270395 = -78961.302937 nChanged 7 SP:Iteration 38Q (1488.405904 sec): 3 clusters Score: Raw -79642.596995 + Penalty 679.270395 = -78963.326600 nChanged 5 SP:Iteration 39Q (1488.410637 sec): 3 clusters Score: Raw -79644.587657 + Penalty 679.270395 = -78965.317262 nChanged 6 SP:Iteration 40F (1488.415411 sec): 3 clusters Score: Raw -79646.470879 + Penalty 679.270395 = -78967.200484 nChanged 6 SP:Iteration 41Q (1488.420160 sec): 3 clusters Score: Raw -79649.426159 + Penalty 679.270395 = -78970.155764 nChanged 5 SP:Iteration 42Q (1488.424867 sec): 3 clusters Score: Raw -79652.065603 + Penalty 679.270395 = -78972.795208 nChanged 5 SP:Iteration 43Q (1488.429536 sec): 3 clusters Score: Raw -79654.382244 + Penalty 679.270395 = -78975.111849 nChanged 5 SP:Iteration 44Q (1488.434249 sec): 3 clusters Score: Raw -79655.953989 + Penalty 679.270395 = -78976.683594 nChanged 2 SP:Iteration 45Q (1488.439106 sec): 3 clusters Score: Raw -79656.496174 + Penalty 679.270395 = -78977.225780 nChanged 1 SP:Iteration 46Q (1488.443792 sec): 3 clusters Score: Raw -79657.070450 + Penalty 679.270395 = -78977.800055 nChanged 1 SP:Iteration 47Q (1488.448509 sec): 3 clusters Score: Raw -79657.495814 + Penalty 679.270395 = -78978.225419 nChanged 2 SP:Iteration 48Q (1488.453223 sec): 3 clusters Score: Raw -79658.322284 + Penalty 679.270395 = -78979.051889 nChanged 2 SP:Iteration 49Q (1488.457986 sec): 3 clusters Score: Raw -79659.274278 + Penalty 679.270395 = -78980.003883 nChanged 1 SP:Iteration 50Q (1488.462697 sec): 3 clusters Score: Raw -79659.692544 + Penalty 679.270395 = -78980.422149 nChanged 3 SP:Iteration 51Q (1488.467411 sec): 3 clusters Score: Raw -79661.678912 + Penalty 679.270395 = -78982.408517 nChanged 2 SP:Iteration 52Q (1488.472119 sec): 3 clusters Score: Raw -79662.290996 + Penalty 679.270395 = -78983.020601 nChanged 1 SP:Iteration 53Q (1488.476816 sec): 3 clusters Score: Raw -79662.351485 + Penalty 679.270395 = -78983.081090 nChanged 1 SP:Iteration 54Q (1488.481520 sec): 3 clusters Score: Raw -79662.542209 + Penalty 679.270395 = -78983.271814 nChanged 0 SP:Iteration 55F (1488.486319 sec): 3 clusters Score: Raw -79662.542209 + Penalty 679.270395 = -78983.271814 nChanged 0 Trying to split cluster 14 (68478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.551588 sec): 2 clusters Score: Raw -3365255.680289 + Penalty 506.609185 = -3364749.071104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.620590 sec): 3 clusters Score: Raw -3319553.708363 + Penalty 1013.218370 = -3318540.489993 nChanged 33332 SP:Iteration 1F (1488.687652 sec): 3 clusters Score: Raw -3341559.674885 + Penalty 1013.218370 = -3340546.456515 nChanged 4068 SP:Iteration 2F (1488.754520 sec): 3 clusters Score: Raw -3343992.318789 + Penalty 1013.218370 = -3342979.100418 nChanged 4838 SP:Iteration 3F (1488.821259 sec): 3 clusters Score: Raw -3347900.488130 + Penalty 1013.218370 = -3346887.269760 nChanged 5055 SP:Iteration 4F (1488.888020 sec): 3 clusters Score: Raw -3352414.587511 + Penalty 1013.218370 = -3351401.369140 nChanged 4370 SP:Iteration 5F (1488.954701 sec): 3 clusters Score: Raw -3356403.734245 + Penalty 1013.218370 = -3355390.515875 nChanged 3460 SP:Iteration 6F (1489.021630 sec): 3 clusters Score: Raw -3359524.440904 + Penalty 1013.218370 = -3358511.222534 nChanged 2602 SP:Iteration 7Q (1489.089747 sec): 3 clusters Score: Raw -3361782.873969 + Penalty 1013.218370 = -3360769.655599 nChanged 1751 SP:Iteration 8Q (1489.155902 sec): 3 clusters Score: Raw -3363256.826524 + Penalty 1013.218370 = -3362243.608154 nChanged 1170 SP:Iteration 9Q (1489.219394 sec): 3 clusters Score: Raw -3364223.117065 + Penalty 1013.218370 = -3363209.898694 nChanged 659 SP:Iteration 10Q (1489.281527 sec): 3 clusters Score: Raw -3364739.342049 + Penalty 1013.218370 = -3363726.123679 nChanged 368 SP:Iteration 11Q (1489.342861 sec): 3 clusters Score: Raw -3365021.217303 + Penalty 1013.218370 = -3364007.998932 nChanged 190 SP:Iteration 12Q (1489.403767 sec): 3 clusters Score: Raw -3365158.438838 + Penalty 1013.218370 = -3364145.220468 nChanged 120 SP:Iteration 13Q (1489.464794 sec): 3 clusters Score: Raw -3365232.157227 + Penalty 1013.218370 = -3364218.938857 nChanged 75 SP:Iteration 14Q (1489.525479 sec): 3 clusters Score: Raw -3365275.532677 + Penalty 1013.218370 = -3364262.314307 nChanged 46 SP:Iteration 15Q (1489.586330 sec): 3 clusters Score: Raw -3365306.504392 + Penalty 1013.218370 = -3364293.286022 nChanged 26 SP:Iteration 16Q (1489.646941 sec): 3 clusters Score: Raw -3365318.941728 + Penalty 1013.218370 = -3364305.723358 nChanged 12 SP:Iteration 17Q (1489.707757 sec): 3 clusters Score: Raw -3365325.399443 + Penalty 1013.218370 = -3364312.181073 nChanged 11 SP:Iteration 18Q (1489.768136 sec): 3 clusters Score: Raw -3365331.407634 + Penalty 1013.218370 = -3364318.189264 nChanged 7 SP:Iteration 19Q (1489.828559 sec): 3 clusters Score: Raw -3365335.004556 + Penalty 1013.218370 = -3364321.786186 nChanged 8 SP:Iteration 20F (1489.894961 sec): 3 clusters Score: Raw -3365338.919426 + Penalty 1013.218370 = -3364325.701056 nChanged 3 SP:Iteration 21Q (1489.966354 sec): 3 clusters Score: Raw -3365340.498779 + Penalty 1013.218370 = -3364327.280409 nChanged 0 SP:Iteration 22F (1490.050859 sec): 3 clusters Score: Raw -3365340.498779 + Penalty 1013.218370 = -3364327.280409 nChanged 0 Trying to split cluster 15 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.056296 sec): 2 clusters Score: Raw -72425.971421 + Penalty 328.825589 = -72097.145832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.060769 sec): 3 clusters Score: Raw -71755.960628 + Penalty 657.651178 = -71098.309450 nChanged 543 SP:Iteration 1F (1490.064737 sec): 3 clusters Score: Raw -72117.839301 + Penalty 657.651178 = -71460.188124 nChanged 126 SP:Iteration 2F (1490.068688 sec): 3 clusters Score: Raw -72213.011290 + Penalty 657.651178 = -71555.360112 nChanged 101 SP:Iteration 3F (1490.072614 sec): 3 clusters Score: Raw -72300.854747 + Penalty 657.651178 = -71643.203569 nChanged 80 SP:Iteration 4F (1490.076591 sec): 3 clusters Score: Raw -72381.008120 + Penalty 657.651178 = -71723.356943 nChanged 59 SP:Iteration 5Q (1490.080538 sec): 3 clusters Score: Raw -72422.232421 + Penalty 657.651178 = -71764.581243 nChanged 41 SP:Iteration 6Q (1490.084491 sec): 3 clusters Score: Raw -72444.673776 + Penalty 657.651178 = -71787.022599 nChanged 24 SP:Iteration 7Q (1490.088436 sec): 3 clusters Score: Raw -72457.263305 + Penalty 657.651178 = -71799.612128 nChanged 23 SP:Iteration 8Q (1490.092377 sec): 3 clusters Score: Raw -72466.161907 + Penalty 657.651178 = -71808.510729 nChanged 18 SP:Iteration 9Q (1490.096312 sec): 3 clusters Score: Raw -72473.171821 + Penalty 657.651178 = -71815.520643 nChanged 16 SP:Iteration 10Q (1490.100248 sec): 3 clusters Score: Raw -72479.895606 + Penalty 657.651178 = -71822.244428 nChanged 15 SP:Iteration 11Q (1490.104174 sec): 3 clusters Score: Raw -72486.778377 + Penalty 657.651178 = -71829.127199 nChanged 13 SP:Iteration 12Q (1490.108111 sec): 3 clusters Score: Raw -72496.025443 + Penalty 657.651178 = -71838.374266 nChanged 15 SP:Iteration 13Q (1490.112070 sec): 3 clusters Score: Raw -72505.582399 + Penalty 657.651178 = -71847.931222 nChanged 13 SP:Iteration 14Q (1490.115982 sec): 3 clusters Score: Raw -72513.662344 + Penalty 657.651178 = -71856.011167 nChanged 14 SP:Iteration 15Q (1490.119893 sec): 3 clusters Score: Raw -72526.373658 + Penalty 657.651178 = -71868.722480 nChanged 18 SP:Iteration 16Q (1490.123795 sec): 3 clusters Score: Raw -72537.026542 + Penalty 657.651178 = -71879.375365 nChanged 12 SP:Iteration 17Q (1490.127696 sec): 3 clusters Score: Raw -72541.533072 + Penalty 657.651178 = -71883.881894 nChanged 13 SP:Iteration 18Q (1490.131594 sec): 3 clusters Score: Raw -72545.790892 + Penalty 657.651178 = -71888.139714 nChanged 5 SP:Iteration 19Q (1490.135484 sec): 3 clusters Score: Raw -72548.007343 + Penalty 657.651178 = -71890.356166 nChanged 5 SP:Iteration 20F (1490.139405 sec): 3 clusters Score: Raw -72550.618440 + Penalty 657.651178 = -71892.967263 nChanged 8 SP:Iteration 21Q (1490.143328 sec): 3 clusters Score: Raw -72554.589002 + Penalty 657.651178 = -71896.937825 nChanged 3 SP:Iteration 22Q (1490.147215 sec): 3 clusters Score: Raw -72555.184620 + Penalty 657.651178 = -71897.533443 nChanged 1 SP:Iteration 23Q (1490.151096 sec): 3 clusters Score: Raw -72556.881006 + Penalty 657.651178 = -71899.229828 nChanged 4 SP:Iteration 24Q (1490.154969 sec): 3 clusters Score: Raw -72557.508411 + Penalty 657.651178 = -71899.857233 nChanged 2 SP:Iteration 25Q (1490.158839 sec): 3 clusters Score: Raw -72558.603452 + Penalty 657.651178 = -71900.952274 nChanged 2 SP:Iteration 26Q (1490.162709 sec): 3 clusters Score: Raw -72559.415874 + Penalty 657.651178 = -71901.764697 nChanged 1 SP:Iteration 27Q (1490.166574 sec): 3 clusters Score: Raw -72559.561160 + Penalty 657.651178 = -71901.909983 nChanged 0 SP:Iteration 28F (1490.170475 sec): 3 clusters Score: Raw -72559.561160 + Penalty 657.651178 = -71901.909983 nChanged 0 Trying to split cluster 16 (6386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.188138 sec): 2 clusters Score: Raw -314414.475019 + Penalty 398.664783 = -314015.810235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.206099 sec): 3 clusters Score: Raw -310492.833983 + Penalty 797.329567 = -309695.504416 nChanged 2938 SP:Iteration 1F (1490.222206 sec): 3 clusters Score: Raw -312238.617515 + Penalty 797.329567 = -311441.287948 nChanged 407 SP:Iteration 2F (1490.238567 sec): 3 clusters Score: Raw -312438.331642 + Penalty 797.329567 = -311641.002075 nChanged 356 SP:Iteration 3F (1490.254692 sec): 3 clusters Score: Raw -312635.468255 + Penalty 797.329567 = -311838.138688 nChanged 332 SP:Iteration 4F (1490.270841 sec): 3 clusters Score: Raw -312840.728048 + Penalty 797.329567 = -312043.398482 nChanged 324 SP:Iteration 5F (1490.286933 sec): 3 clusters Score: Raw -313077.715707 + Penalty 797.329567 = -312280.386140 nChanged 306 SP:Iteration 6Q (1490.303195 sec): 3 clusters Score: Raw -313310.854783 + Penalty 797.329567 = -312513.525216 nChanged 299 SP:Iteration 7Q (1490.319399 sec): 3 clusters Score: Raw -313518.469066 + Penalty 797.329567 = -312721.139499 nChanged 256 SP:Iteration 8Q (1490.335561 sec): 3 clusters Score: Raw -313646.077789 + Penalty 797.329567 = -312848.748222 nChanged 178 SP:Iteration 9Q (1490.351651 sec): 3 clusters Score: Raw -313711.934363 + Penalty 797.329567 = -312914.604796 nChanged 131 SP:Iteration 10Q (1490.367658 sec): 3 clusters Score: Raw -313760.922877 + Penalty 797.329567 = -312963.593311 nChanged 105 SP:Iteration 11Q (1490.383677 sec): 3 clusters Score: Raw -313801.362344 + Penalty 797.329567 = -313004.032777 nChanged 96 SP:Iteration 12Q (1490.399694 sec): 3 clusters Score: Raw -313834.026078 + Penalty 797.329567 = -313036.696512 nChanged 85 SP:Iteration 13Q (1490.415645 sec): 3 clusters Score: Raw -313860.208691 + Penalty 797.329567 = -313062.879124 nChanged 89 SP:Iteration 14Q (1490.431651 sec): 3 clusters Score: Raw -313887.774201 + Penalty 797.329567 = -313090.444634 nChanged 78 SP:Iteration 15Q (1490.447630 sec): 3 clusters Score: Raw -313908.496492 + Penalty 797.329567 = -313111.166925 nChanged 63 SP:Iteration 16Q (1490.463599 sec): 3 clusters Score: Raw -313928.647657 + Penalty 797.329567 = -313131.318090 nChanged 64 SP:Iteration 17Q (1490.511433 sec): 3 clusters Score: Raw -313947.777523 + Penalty 797.329567 = -313150.447956 nChanged 61 SP:Iteration 18Q (1490.527510 sec): 3 clusters Score: Raw -313966.941413 + Penalty 797.329567 = -313169.611846 nChanged 69 SP:Iteration 19Q (1490.543418 sec): 3 clusters Score: Raw -313986.979183 + Penalty 797.329567 = -313189.649616 nChanged 63 SP:Iteration 20F (1490.559465 sec): 3 clusters Score: Raw -314008.264931 + Penalty 797.329567 = -313210.935364 nChanged 65 SP:Iteration 21Q (1490.575300 sec): 3 clusters Score: Raw -314022.525554 + Penalty 797.329567 = -313225.195987 nChanged 50 SP:Iteration 22Q (1490.591166 sec): 3 clusters Score: Raw -314035.404697 + Penalty 797.329567 = -313238.075130 nChanged 55 SP:Iteration 23Q (1490.607057 sec): 3 clusters Score: Raw -314049.807674 + Penalty 797.329567 = -313252.478107 nChanged 53 SP:Iteration 24Q (1490.622952 sec): 3 clusters Score: Raw -314063.772542 + Penalty 797.329567 = -313266.442975 nChanged 52 SP:Iteration 25Q (1490.638850 sec): 3 clusters Score: Raw -314078.467848 + Penalty 797.329567 = -313281.138281 nChanged 62 SP:Iteration 26Q (1490.654697 sec): 3 clusters Score: Raw -314097.011930 + Penalty 797.329567 = -313299.682363 nChanged 60 SP:Iteration 27Q (1490.670543 sec): 3 clusters Score: Raw -314114.654462 + Penalty 797.329567 = -313317.324895 nChanged 55 SP:Iteration 28Q (1490.686356 sec): 3 clusters Score: Raw -314129.386547 + Penalty 797.329567 = -313332.056980 nChanged 51 SP:Iteration 29Q (1490.702223 sec): 3 clusters Score: Raw -314140.110155 + Penalty 797.329567 = -313342.780588 nChanged 37 SP:Iteration 30Q (1490.718102 sec): 3 clusters Score: Raw -314146.572703 + Penalty 797.329567 = -313349.243136 nChanged 38 SP:Iteration 31Q (1490.733928 sec): 3 clusters Score: Raw -314155.922588 + Penalty 797.329567 = -313358.593021 nChanged 40 SP:Iteration 32Q (1490.749778 sec): 3 clusters Score: Raw -314163.826185 + Penalty 797.329567 = -313366.496618 nChanged 33 SP:Iteration 33Q (1490.765566 sec): 3 clusters Score: Raw -314170.244980 + Penalty 797.329567 = -313372.915413 nChanged 33 SP:Iteration 34Q (1490.781355 sec): 3 clusters Score: Raw -314176.092476 + Penalty 797.329567 = -313378.762909 nChanged 30 SP:Iteration 35Q (1490.797114 sec): 3 clusters Score: Raw -314181.141295 + Penalty 797.329567 = -313383.811729 nChanged 25 SP:Iteration 36Q (1490.813006 sec): 3 clusters Score: Raw -314185.913661 + Penalty 797.329567 = -313388.584095 nChanged 22 SP:Iteration 37Q (1490.828723 sec): 3 clusters Score: Raw -314189.211500 + Penalty 797.329567 = -313391.881933 nChanged 16 SP:Iteration 38Q (1490.844468 sec): 3 clusters Score: Raw -314192.250252 + Penalty 797.329567 = -313394.920685 nChanged 26 SP:Iteration 39Q (1490.860205 sec): 3 clusters Score: Raw -314196.605884 + Penalty 797.329567 = -313399.276317 nChanged 19 SP:Iteration 40F (1490.876289 sec): 3 clusters Score: Raw -314199.163590 + Penalty 797.329567 = -313401.834023 nChanged 17 SP:Iteration 41Q (1490.892020 sec): 3 clusters Score: Raw -314201.497584 + Penalty 797.329567 = -313404.168017 nChanged 17 SP:Iteration 42Q (1490.907828 sec): 3 clusters Score: Raw -314204.573201 + Penalty 797.329567 = -313407.243634 nChanged 22 SP:Iteration 43Q (1490.923531 sec): 3 clusters Score: Raw -314208.665478 + Penalty 797.329567 = -313411.335911 nChanged 24 SP:Iteration 44Q (1490.939263 sec): 3 clusters Score: Raw -314213.143837 + Penalty 797.329567 = -313415.814270 nChanged 32 SP:Iteration 45Q (1490.955070 sec): 3 clusters Score: Raw -314220.661465 + Penalty 797.329567 = -313423.331898 nChanged 25 SP:Iteration 46Q (1490.970899 sec): 3 clusters Score: Raw -314224.002283 + Penalty 797.329567 = -313426.672716 nChanged 21 SP:Iteration 47Q (1490.986573 sec): 3 clusters Score: Raw -314227.645235 + Penalty 797.329567 = -313430.315668 nChanged 22 SP:Iteration 48Q (1491.002338 sec): 3 clusters Score: Raw -314231.775510 + Penalty 797.329567 = -313434.445943 nChanged 24 SP:Iteration 49Q (1491.017916 sec): 3 clusters Score: Raw -314236.171760 + Penalty 797.329567 = -313438.842193 nChanged 31 SP:Iteration 50Q (1491.033625 sec): 3 clusters Score: Raw -314243.771462 + Penalty 797.329567 = -313446.441895 nChanged 27 SP:Iteration 51Q (1491.049361 sec): 3 clusters Score: Raw -314250.690418 + Penalty 797.329567 = -313453.360852 nChanged 30 SP:Iteration 52Q (1491.065058 sec): 3 clusters Score: Raw -314259.676372 + Penalty 797.329567 = -313462.346805 nChanged 36 SP:Iteration 53Q (1491.080702 sec): 3 clusters Score: Raw -314270.497057 + Penalty 797.329567 = -313473.167490 nChanged 36 SP:Iteration 54Q (1491.096381 sec): 3 clusters Score: Raw -314281.957480 + Penalty 797.329567 = -313484.627913 nChanged 42 SP:Iteration 55Q (1491.112035 sec): 3 clusters Score: Raw -314295.629146 + Penalty 797.329567 = -313498.299579 nChanged 47 SP:Iteration 56Q (1491.127759 sec): 3 clusters Score: Raw -314310.741166 + Penalty 797.329567 = -313513.411599 nChanged 33 SP:Iteration 57Q (1491.143386 sec): 3 clusters Score: Raw -314320.482759 + Penalty 797.329567 = -313523.153192 nChanged 39 SP:Iteration 58Q (1491.159095 sec): 3 clusters Score: Raw -314334.148959 + Penalty 797.329567 = -313536.819393 nChanged 34 SP:Iteration 59Q (1491.174730 sec): 3 clusters Score: Raw -314347.309941 + Penalty 797.329567 = -313549.980374 nChanged 23 SP:Iteration 60F (1491.190460 sec): 3 clusters Score: Raw -314353.483714 + Penalty 797.329567 = -313556.154147 nChanged 17 SP:Iteration 61Q (1491.206092 sec): 3 clusters Score: Raw -314357.942157 + Penalty 797.329567 = -313560.612590 nChanged 16 SP:Iteration 62Q (1491.221660 sec): 3 clusters Score: Raw -314366.279702 + Penalty 797.329567 = -313568.950135 nChanged 20 SP:Iteration 63Q (1491.237024 sec): 3 clusters Score: Raw -314374.375957 + Penalty 797.329567 = -313577.046390 nChanged 15 SP:Iteration 64Q (1491.252701 sec): 3 clusters Score: Raw -314378.868327 + Penalty 797.329567 = -313581.538760 nChanged 21 SP:Iteration 65Q (1491.268219 sec): 3 clusters Score: Raw -314384.227808 + Penalty 797.329567 = -313586.898241 nChanged 16 SP:Iteration 66Q (1491.283741 sec): 3 clusters Score: Raw -314389.933516 + Penalty 797.329567 = -313592.603949 nChanged 13 SP:Iteration 67Q (1491.299294 sec): 3 clusters Score: Raw -314395.847073 + Penalty 797.329567 = -313598.517506 nChanged 19 SP:Iteration 68Q (1491.314903 sec): 3 clusters Score: Raw -314403.609501 + Penalty 797.329567 = -313606.279934 nChanged 14 SP:Iteration 69Q (1491.330501 sec): 3 clusters Score: Raw -314408.276018 + Penalty 797.329567 = -313610.946451 nChanged 20 SP:Iteration 70Q (1491.346078 sec): 3 clusters Score: Raw -314415.715988 + Penalty 797.329567 = -313618.386421 nChanged 17 SP:Iteration 71Q (1491.361670 sec): 3 clusters Score: Raw -314420.076863 + Penalty 797.329567 = -313622.747296 nChanged 12 SP:Iteration 72Q (1491.376994 sec): 3 clusters Score: Raw -314425.745308 + Penalty 797.329567 = -313628.415741 nChanged 12 SP:Iteration 73Q (1491.392523 sec): 3 clusters Score: Raw -314429.760420 + Penalty 797.329567 = -313632.430853 nChanged 13 SP:Iteration 74Q (1491.408029 sec): 3 clusters Score: Raw -314434.914343 + Penalty 797.329567 = -313637.584776 nChanged 9 SP:Iteration 75Q (1491.423529 sec): 3 clusters Score: Raw -314439.638781 + Penalty 797.329567 = -313642.309214 nChanged 10 SP:Iteration 76Q (1491.439029 sec): 3 clusters Score: Raw -314443.540072 + Penalty 797.329567 = -313646.210505 nChanged 6 SP:Iteration 77Q (1491.454494 sec): 3 clusters Score: Raw -314445.806701 + Penalty 797.329567 = -313648.477134 nChanged 7 SP:Iteration 78Q (1491.469830 sec): 3 clusters Score: Raw -314450.339618 + Penalty 797.329567 = -313653.010051 nChanged 7 SP:Iteration 79Q (1491.485129 sec): 3 clusters Score: Raw -314453.562351 + Penalty 797.329567 = -313656.232784 nChanged 4 SP:Iteration 80F (1491.500826 sec): 3 clusters Score: Raw -314455.388469 + Penalty 797.329567 = -313658.058902 nChanged 6 SP:Iteration 81Q (1491.516189 sec): 3 clusters Score: Raw -314457.744892 + Penalty 797.329567 = -313660.415325 nChanged 2 SP:Iteration 82Q (1491.531602 sec): 3 clusters Score: Raw -314458.034809 + Penalty 797.329567 = -313660.705242 nChanged 1 SP:Iteration 83Q (1491.547158 sec): 3 clusters Score: Raw -314458.229159 + Penalty 797.329567 = -313660.899592 nChanged 0 SP:Iteration 84F (1491.563042 sec): 3 clusters Score: Raw -314458.229159 + Penalty 797.329567 = -313660.899592 nChanged 0 Trying to split cluster 17 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.579212 sec): 2 clusters Score: Raw -251037.950349 + Penalty 389.604670 = -250648.345679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.594177 sec): 3 clusters Score: Raw -247916.384467 + Penalty 779.209341 = -247137.175126 nChanged 2325 SP:Iteration 1F (1491.607592 sec): 3 clusters Score: Raw -249407.916144 + Penalty 779.209341 = -248628.706803 nChanged 409 SP:Iteration 2F (1491.620807 sec): 3 clusters Score: Raw -249685.352963 + Penalty 779.209341 = -248906.143622 nChanged 389 SP:Iteration 3F (1491.634120 sec): 3 clusters Score: Raw -249955.008682 + Penalty 779.209341 = -249175.799341 nChanged 310 SP:Iteration 4F (1491.647485 sec): 3 clusters Score: Raw -250137.897136 + Penalty 779.209341 = -249358.687795 nChanged 239 SP:Iteration 5Q (1491.660963 sec): 3 clusters Score: Raw -250273.975920 + Penalty 779.209341 = -249494.766579 nChanged 190 SP:Iteration 6Q (1491.674402 sec): 3 clusters Score: Raw -250375.168237 + Penalty 779.209341 = -249595.958897 nChanged 156 SP:Iteration 7Q (1491.687841 sec): 3 clusters Score: Raw -250452.729946 + Penalty 779.209341 = -249673.520606 nChanged 129 SP:Iteration 8Q (1491.701247 sec): 3 clusters Score: Raw -250513.882405 + Penalty 779.209341 = -249734.673065 nChanged 119 SP:Iteration 9Q (1491.714443 sec): 3 clusters Score: Raw -250575.721752 + Penalty 779.209341 = -249796.512411 nChanged 90 SP:Iteration 10Q (1491.727802 sec): 3 clusters Score: Raw -250633.242070 + Penalty 779.209341 = -249854.032729 nChanged 88 SP:Iteration 11Q (1491.741118 sec): 3 clusters Score: Raw -250675.294509 + Penalty 779.209341 = -249896.085169 nChanged 70 SP:Iteration 12Q (1491.754446 sec): 3 clusters Score: Raw -250704.411496 + Penalty 779.209341 = -249925.202155 nChanged 57 SP:Iteration 13Q (1491.767673 sec): 3 clusters Score: Raw -250727.135602 + Penalty 779.209341 = -249947.926261 nChanged 56 SP:Iteration 14Q (1491.780863 sec): 3 clusters Score: Raw -250740.758420 + Penalty 779.209341 = -249961.549079 nChanged 32 SP:Iteration 15Q (1491.794006 sec): 3 clusters Score: Raw -250747.200272 + Penalty 779.209341 = -249967.990931 nChanged 25 SP:Iteration 16Q (1491.807133 sec): 3 clusters Score: Raw -250751.365250 + Penalty 779.209341 = -249972.155910 nChanged 25 SP:Iteration 17Q (1491.820301 sec): 3 clusters Score: Raw -250757.668230 + Penalty 779.209341 = -249978.458889 nChanged 20 SP:Iteration 18Q (1491.833440 sec): 3 clusters Score: Raw -250761.379325 + Penalty 779.209341 = -249982.169985 nChanged 17 SP:Iteration 19Q (1491.846565 sec): 3 clusters Score: Raw -250763.086553 + Penalty 779.209341 = -249983.877212 nChanged 18 SP:Iteration 20F (1491.859883 sec): 3 clusters Score: Raw -250765.968751 + Penalty 779.209341 = -249986.759411 nChanged 15 SP:Iteration 21Q (1491.873020 sec): 3 clusters Score: Raw -250768.930072 + Penalty 779.209341 = -249989.720731 nChanged 19 SP:Iteration 22Q (1491.886131 sec): 3 clusters Score: Raw -250772.309395 + Penalty 779.209341 = -249993.100055 nChanged 20 SP:Iteration 23Q (1491.899270 sec): 3 clusters Score: Raw -250776.304995 + Penalty 779.209341 = -249997.095654 nChanged 21 SP:Iteration 24Q (1491.912415 sec): 3 clusters Score: Raw -250779.528601 + Penalty 779.209341 = -250000.319260 nChanged 20 SP:Iteration 25Q (1491.925517 sec): 3 clusters Score: Raw -250783.068450 + Penalty 779.209341 = -250003.859109 nChanged 31 SP:Iteration 26Q (1491.938546 sec): 3 clusters Score: Raw -250789.761199 + Penalty 779.209341 = -250010.551858 nChanged 39 SP:Iteration 27Q (1491.951704 sec): 3 clusters Score: Raw -250799.861153 + Penalty 779.209341 = -250020.651812 nChanged 35 SP:Iteration 28Q (1491.964808 sec): 3 clusters Score: Raw -250810.216306 + Penalty 779.209341 = -250031.006965 nChanged 30 SP:Iteration 29Q (1491.977984 sec): 3 clusters Score: Raw -250816.641385 + Penalty 779.209341 = -250037.432045 nChanged 23 SP:Iteration 30Q (1491.991044 sec): 3 clusters Score: Raw -250821.364041 + Penalty 779.209341 = -250042.154701 nChanged 26 SP:Iteration 31Q (1492.004135 sec): 3 clusters Score: Raw -250826.322847 + Penalty 779.209341 = -250047.113507 nChanged 28 SP:Iteration 32Q (1492.017244 sec): 3 clusters Score: Raw -250833.039840 + Penalty 779.209341 = -250053.830500 nChanged 23 SP:Iteration 33Q (1492.030244 sec): 3 clusters Score: Raw -250841.464720 + Penalty 779.209341 = -250062.255380 nChanged 33 SP:Iteration 34Q (1492.043342 sec): 3 clusters Score: Raw -250852.780672 + Penalty 779.209341 = -250073.571331 nChanged 24 SP:Iteration 35Q (1492.056377 sec): 3 clusters Score: Raw -250860.255366 + Penalty 779.209341 = -250081.046026 nChanged 29 SP:Iteration 36Q (1492.069357 sec): 3 clusters Score: Raw -250868.142929 + Penalty 779.209341 = -250088.933589 nChanged 28 SP:Iteration 37Q (1492.082317 sec): 3 clusters Score: Raw -250875.476151 + Penalty 779.209341 = -250096.266810 nChanged 20 SP:Iteration 38Q (1492.095278 sec): 3 clusters Score: Raw -250881.392667 + Penalty 779.209341 = -250102.183326 nChanged 15 SP:Iteration 39Q (1492.108300 sec): 3 clusters Score: Raw -250884.413518 + Penalty 779.209341 = -250105.204177 nChanged 14 SP:Iteration 40F (1492.121584 sec): 3 clusters Score: Raw -250889.245928 + Penalty 779.209341 = -250110.036587 nChanged 22 SP:Iteration 41Q (1492.134516 sec): 3 clusters Score: Raw -250896.353806 + Penalty 779.209341 = -250117.144466 nChanged 24 SP:Iteration 42Q (1492.147478 sec): 3 clusters Score: Raw -250901.594830 + Penalty 779.209341 = -250122.385489 nChanged 21 SP:Iteration 43Q (1492.160408 sec): 3 clusters Score: Raw -250907.789526 + Penalty 779.209341 = -250128.580185 nChanged 22 SP:Iteration 44Q (1492.173396 sec): 3 clusters Score: Raw -250915.138083 + Penalty 779.209341 = -250135.928742 nChanged 33 SP:Iteration 45Q (1492.186324 sec): 3 clusters Score: Raw -250927.039719 + Penalty 779.209341 = -250147.830378 nChanged 24 SP:Iteration 46Q (1492.199223 sec): 3 clusters Score: Raw -250932.987392 + Penalty 779.209341 = -250153.778052 nChanged 20 SP:Iteration 47Q (1492.212209 sec): 3 clusters Score: Raw -250937.004040 + Penalty 779.209341 = -250157.794699 nChanged 23 SP:Iteration 48Q (1492.224878 sec): 3 clusters Score: Raw -250942.703824 + Penalty 779.209341 = -250163.494483 nChanged 22 SP:Iteration 49Q (1492.237674 sec): 3 clusters Score: Raw -250949.237435 + Penalty 779.209341 = -250170.028095 nChanged 22 SP:Iteration 50Q (1492.250455 sec): 3 clusters Score: Raw -250954.721160 + Penalty 779.209341 = -250175.511820 nChanged 16 SP:Iteration 51Q (1492.263360 sec): 3 clusters Score: Raw -250957.831816 + Penalty 779.209341 = -250178.622475 nChanged 17 SP:Iteration 52Q (1492.276037 sec): 3 clusters Score: Raw -250961.282285 + Penalty 779.209341 = -250182.072944 nChanged 15 SP:Iteration 53Q (1492.288839 sec): 3 clusters Score: Raw -250964.902088 + Penalty 779.209341 = -250185.692748 nChanged 21 SP:Iteration 54Q (1492.301703 sec): 3 clusters Score: Raw -250973.506433 + Penalty 779.209341 = -250194.297093 nChanged 25 SP:Iteration 55Q (1492.314372 sec): 3 clusters Score: Raw -250984.127848 + Penalty 779.209341 = -250204.918508 nChanged 33 SP:Iteration 56Q (1492.327192 sec): 3 clusters Score: Raw -250993.944139 + Penalty 779.209341 = -250214.734799 nChanged 27 SP:Iteration 57Q (1492.339969 sec): 3 clusters Score: Raw -251003.087043 + Penalty 779.209341 = -250223.877702 nChanged 22 SP:Iteration 58Q (1492.352708 sec): 3 clusters Score: Raw -251011.651551 + Penalty 779.209341 = -250232.442210 nChanged 25 SP:Iteration 59Q (1492.365483 sec): 3 clusters Score: Raw -251023.910869 + Penalty 779.209341 = -250244.701529 nChanged 23 SP:Iteration 60F (1492.378740 sec): 3 clusters Score: Raw -251035.257066 + Penalty 779.209341 = -250256.047725 nChanged 19 SP:Iteration 61Q (1492.391467 sec): 3 clusters Score: Raw -251041.602315 + Penalty 779.209341 = -250262.392974 nChanged 15 SP:Iteration 62Q (1492.404163 sec): 3 clusters Score: Raw -251046.638745 + Penalty 779.209341 = -250267.429404 nChanged 12 SP:Iteration 63Q (1492.416839 sec): 3 clusters Score: Raw -251050.377881 + Penalty 779.209341 = -250271.168540 nChanged 11 SP:Iteration 64Q (1492.429561 sec): 3 clusters Score: Raw -251053.546260 + Penalty 779.209341 = -250274.336920 nChanged 7 SP:Iteration 65Q (1492.442242 sec): 3 clusters Score: Raw -251055.078103 + Penalty 779.209341 = -250275.868762 nChanged 5 SP:Iteration 66Q (1492.454892 sec): 3 clusters Score: Raw -251056.550114 + Penalty 779.209341 = -250277.340773 nChanged 6 SP:Iteration 67Q (1492.467569 sec): 3 clusters Score: Raw -251058.861910 + Penalty 779.209341 = -250279.652570 nChanged 6 SP:Iteration 68Q (1492.480229 sec): 3 clusters Score: Raw -251060.809259 + Penalty 779.209341 = -250281.599919 nChanged 5 SP:Iteration 69Q (1492.492929 sec): 3 clusters Score: Raw -251062.079370 + Penalty 779.209341 = -250282.870029 nChanged 3 SP:Iteration 70Q (1492.505566 sec): 3 clusters Score: Raw -251063.801402 + Penalty 779.209341 = -250284.592061 nChanged 3 SP:Iteration 71Q (1492.518241 sec): 3 clusters Score: Raw -251065.935941 + Penalty 779.209341 = -250286.726600 nChanged 5 SP:Iteration 72Q (1492.530897 sec): 3 clusters Score: Raw -251068.939841 + Penalty 779.209341 = -250289.730500 nChanged 2 SP:Iteration 73Q (1492.543550 sec): 3 clusters Score: Raw -251071.138138 + Penalty 779.209341 = -250291.928797 nChanged 3 SP:Iteration 74Q (1492.573785 sec): 3 clusters Score: Raw -251072.636041 + Penalty 779.209341 = -250293.426700 nChanged 3 SP:Iteration 75Q (1492.586585 sec): 3 clusters Score: Raw -251074.082120 + Penalty 779.209341 = -250294.872779 nChanged 4 SP:Iteration 76Q (1492.599293 sec): 3 clusters Score: Raw -251074.887043 + Penalty 779.209341 = -250295.677703 nChanged 3 SP:Iteration 77Q (1492.611982 sec): 3 clusters Score: Raw -251075.627822 + Penalty 779.209341 = -250296.418482 nChanged 4 SP:Iteration 78Q (1492.624644 sec): 3 clusters Score: Raw -251078.280181 + Penalty 779.209341 = -250299.070841 nChanged 2 SP:Iteration 79Q (1492.637327 sec): 3 clusters Score: Raw -251080.425154 + Penalty 779.209341 = -250301.215813 nChanged 7 SP:Iteration 80F (1492.650411 sec): 3 clusters Score: Raw -251083.315692 + Penalty 779.209341 = -250304.106352 nChanged 6 SP:Iteration 81Q (1492.663090 sec): 3 clusters Score: Raw -251085.878262 + Penalty 779.209341 = -250306.668922 nChanged 4 SP:Iteration 82Q (1492.675733 sec): 3 clusters Score: Raw -251087.891929 + Penalty 779.209341 = -250308.682588 nChanged 7 SP:Iteration 83Q (1492.688376 sec): 3 clusters Score: Raw -251090.905043 + Penalty 779.209341 = -250311.695702 nChanged 10 SP:Iteration 84Q (1492.701195 sec): 3 clusters Score: Raw -251096.161734 + Penalty 779.209341 = -250316.952394 nChanged 9 SP:Iteration 85Q (1492.713858 sec): 3 clusters Score: Raw -251100.202361 + Penalty 779.209341 = -250320.993020 nChanged 8 SP:Iteration 86Q (1492.726418 sec): 3 clusters Score: Raw -251104.454496 + Penalty 779.209341 = -250325.245155 nChanged 10 SP:Iteration 87Q (1492.739060 sec): 3 clusters Score: Raw -251108.230365 + Penalty 779.209341 = -250329.021024 nChanged 7 SP:Iteration 88Q (1492.751708 sec): 3 clusters Score: Raw -251110.403015 + Penalty 779.209341 = -250331.193675 nChanged 4 SP:Iteration 89Q (1492.764393 sec): 3 clusters Score: Raw -251111.534236 + Penalty 779.209341 = -250332.324895 nChanged 4 SP:Iteration 90Q (1492.777019 sec): 3 clusters Score: Raw -251113.833213 + Penalty 779.209341 = -250334.623873 nChanged 2 SP:Iteration 91Q (1492.789647 sec): 3 clusters Score: Raw -251114.729204 + Penalty 779.209341 = -250335.519863 nChanged 4 SP:Iteration 92Q (1492.802207 sec): 3 clusters Score: Raw -251116.594949 + Penalty 779.209341 = -250337.385609 nChanged 5 SP:Iteration 93Q (1492.814755 sec): 3 clusters Score: Raw -251118.826803 + Penalty 779.209341 = -250339.617463 nChanged 2 SP:Iteration 94Q (1492.827199 sec): 3 clusters Score: Raw -251119.676469 + Penalty 779.209341 = -250340.467128 nChanged 1 SP:Iteration 95Q (1492.839828 sec): 3 clusters Score: Raw -251119.976406 + Penalty 779.209341 = -250340.767066 nChanged 1 SP:Iteration 96Q (1492.852456 sec): 3 clusters Score: Raw -251120.375038 + Penalty 779.209341 = -250341.165698 nChanged 0 SP:Iteration 97F (1492.865657 sec): 3 clusters Score: Raw -251120.375038 + Penalty 779.209341 = -250341.165698 nChanged 0 Trying to split cluster 18 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.873328 sec): 2 clusters Score: Raw -23545.256644 + Penalty 288.325571 = -23256.931073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.875536 sec): 3 clusters Score: Raw -23311.517269 + Penalty 576.651142 = -22734.866128 nChanged 199 SP:Iteration 1F (1492.877462 sec): 3 clusters Score: Raw -23445.549803 + Penalty 576.651142 = -22868.898661 nChanged 46 SP:Iteration 2F (1492.879378 sec): 3 clusters Score: Raw -23497.381125 + Penalty 576.651142 = -22920.729983 nChanged 35 SP:Iteration 3F (1492.881297 sec): 3 clusters Score: Raw -23535.900575 + Penalty 576.651142 = -22959.249433 nChanged 32 SP:Iteration 4F (1492.883237 sec): 3 clusters Score: Raw -23570.583091 + Penalty 576.651142 = -22993.931949 nChanged 24 SP:Iteration 5Q (1492.885204 sec): 3 clusters Score: Raw -23594.080813 + Penalty 576.651142 = -23017.429672 nChanged 19 SP:Iteration 6Q (1492.887116 sec): 3 clusters Score: Raw -23613.139630 + Penalty 576.651142 = -23036.488488 nChanged 11 SP:Iteration 7Q (1492.889027 sec): 3 clusters Score: Raw -23620.243223 + Penalty 576.651142 = -23043.592081 nChanged 10 SP:Iteration 8Q (1492.890929 sec): 3 clusters Score: Raw -23624.005989 + Penalty 576.651142 = -23047.354847 nChanged 5 SP:Iteration 9Q (1492.892825 sec): 3 clusters Score: Raw -23628.670660 + Penalty 576.651142 = -23052.019519 nChanged 5 SP:Iteration 10Q (1492.894722 sec): 3 clusters Score: Raw -23631.448730 + Penalty 576.651142 = -23054.797588 nChanged 1 SP:Iteration 11Q (1492.897493 sec): 3 clusters Score: Raw -23631.900629 + Penalty 576.651142 = -23055.249487 nChanged 1 SP:Iteration 12Q (1492.899377 sec): 3 clusters Score: Raw -23633.087415 + Penalty 576.651142 = -23056.436273 nChanged 2 SP:Iteration 13Q (1492.901257 sec): 3 clusters Score: Raw -23636.155085 + Penalty 576.651142 = -23059.503944 nChanged 3 SP:Iteration 14Q (1492.903134 sec): 3 clusters Score: Raw -23639.963980 + Penalty 576.651142 = -23063.312838 nChanged 6 SP:Iteration 15Q (1492.905014 sec): 3 clusters Score: Raw -23642.875917 + Penalty 576.651142 = -23066.224776 nChanged 3 SP:Iteration 16Q (1492.906889 sec): 3 clusters Score: Raw -23645.278328 + Penalty 576.651142 = -23068.627187 nChanged 3 SP:Iteration 17Q (1492.908773 sec): 3 clusters Score: Raw -23650.936013 + Penalty 576.651142 = -23074.284872 nChanged 9 SP:Iteration 18Q (1492.910654 sec): 3 clusters Score: Raw -23655.115154 + Penalty 576.651142 = -23078.464013 nChanged 3 SP:Iteration 19Q (1492.912532 sec): 3 clusters Score: Raw -23657.574237 + Penalty 576.651142 = -23080.923095 nChanged 3 SP:Iteration 20F (1492.914416 sec): 3 clusters Score: Raw -23659.487384 + Penalty 576.651142 = -23082.836242 nChanged 4 SP:Iteration 21Q (1492.916346 sec): 3 clusters Score: Raw -23662.100716 + Penalty 576.651142 = -23085.449574 nChanged 1 SP:Iteration 22Q (1492.918209 sec): 3 clusters Score: Raw -23662.357529 + Penalty 576.651142 = -23085.706388 nChanged 1 SP:Iteration 23Q (1492.920083 sec): 3 clusters Score: Raw -23662.629434 + Penalty 576.651142 = -23085.978292 nChanged 0 SP:Iteration 24F (1492.921969 sec): 3 clusters Score: Raw -23662.629434 + Penalty 576.651142 = -23085.978292 nChanged 0 Trying to split cluster 19 (49184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.971368 sec): 2 clusters Score: Raw -2243575.038005 + Penalty 491.551226 = -2243083.486779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.029999 sec): 3 clusters Score: Raw -2211240.715147 + Penalty 983.102452 = -2210257.612695 nChanged 23574 SP:Iteration 1F (1493.081232 sec): 3 clusters Score: Raw -2226120.174783 + Penalty 983.102452 = -2225137.072331 nChanged 2647 SP:Iteration 2F (1493.132914 sec): 3 clusters Score: Raw -2227348.126889 + Penalty 983.102452 = -2226365.024437 nChanged 2688 SP:Iteration 3F (1493.184393 sec): 3 clusters Score: Raw -2228767.370720 + Penalty 983.102452 = -2227784.268268 nChanged 2836 SP:Iteration 4F (1493.235731 sec): 3 clusters Score: Raw -2230553.440329 + Penalty 983.102452 = -2229570.337877 nChanged 2956 SP:Iteration 5F (1493.287094 sec): 3 clusters Score: Raw -2232711.801766 + Penalty 983.102452 = -2231728.699314 nChanged 2906 SP:Iteration 6F (1493.338267 sec): 3 clusters Score: Raw -2234715.008140 + Penalty 983.102452 = -2233731.905688 nChanged 2340 SP:Iteration 7Q (1493.392822 sec): 3 clusters Score: Raw -2235836.444017 + Penalty 983.102452 = -2234853.341565 nChanged 1419 SP:Iteration 8Q (1493.446449 sec): 3 clusters Score: Raw -2236201.279053 + Penalty 983.102452 = -2235218.176601 nChanged 779 SP:Iteration 9Q (1493.499933 sec): 3 clusters Score: Raw -2236330.582055 + Penalty 983.102452 = -2235347.479603 nChanged 474 SP:Iteration 10Q (1493.553285 sec): 3 clusters Score: Raw -2236408.244098 + Penalty 983.102452 = -2235425.141646 nChanged 413 SP:Iteration 11Q (1493.606413 sec): 3 clusters Score: Raw -2236485.672339 + Penalty 983.102452 = -2235502.569888 nChanged 405 SP:Iteration 12Q (1493.659195 sec): 3 clusters Score: Raw -2236575.497201 + Penalty 983.102452 = -2235592.394749 nChanged 441 SP:Iteration 13Q (1493.712521 sec): 3 clusters Score: Raw -2236688.468409 + Penalty 983.102452 = -2235705.365958 nChanged 473 SP:Iteration 14Q (1493.765701 sec): 3 clusters Score: Raw -2236823.235300 + Penalty 983.102452 = -2235840.132848 nChanged 507 SP:Iteration 15Q (1493.819281 sec): 3 clusters Score: Raw -2236966.401294 + Penalty 983.102452 = -2235983.298842 nChanged 490 SP:Iteration 16Q (1493.871895 sec): 3 clusters Score: Raw -2237111.504461 + Penalty 983.102452 = -2236128.402009 nChanged 531 SP:Iteration 17Q (1493.924679 sec): 3 clusters Score: Raw -2237278.489630 + Penalty 983.102452 = -2236295.387178 nChanged 559 SP:Iteration 18Q (1493.977402 sec): 3 clusters Score: Raw -2237447.591345 + Penalty 983.102452 = -2236464.488893 nChanged 575 SP:Iteration 19Q (1494.029726 sec): 3 clusters Score: Raw -2237614.531936 + Penalty 983.102452 = -2236631.429484 nChanged 583 SP:Iteration 20F (1494.081012 sec): 3 clusters Score: Raw -2237794.248406 + Penalty 983.102452 = -2236811.145954 nChanged 617 SP:Iteration 21Q (1494.133949 sec): 3 clusters Score: Raw -2237953.162747 + Penalty 983.102452 = -2236970.060296 nChanged 539 SP:Iteration 22Q (1494.186639 sec): 3 clusters Score: Raw -2238082.957125 + Penalty 983.102452 = -2237099.854673 nChanged 521 SP:Iteration 23Q (1494.239454 sec): 3 clusters Score: Raw -2238209.168114 + Penalty 983.102452 = -2237226.065663 nChanged 544 SP:Iteration 24Q (1494.324652 sec): 3 clusters Score: Raw -2238333.934133 + Penalty 983.102452 = -2237350.831681 nChanged 539 SP:Iteration 25Q (1494.376700 sec): 3 clusters Score: Raw -2238456.225700 + Penalty 983.102452 = -2237473.123248 nChanged 576 SP:Iteration 26Q (1494.429008 sec): 3 clusters Score: Raw -2238593.668645 + Penalty 983.102452 = -2237610.566193 nChanged 571 SP:Iteration 27Q (1494.481261 sec): 3 clusters Score: Raw -2238734.058718 + Penalty 983.102452 = -2237750.956266 nChanged 622 SP:Iteration 28Q (1494.533276 sec): 3 clusters Score: Raw -2238898.596913 + Penalty 983.102452 = -2237915.494461 nChanged 624 SP:Iteration 29Q (1494.585305 sec): 3 clusters Score: Raw -2239073.036642 + Penalty 983.102452 = -2238089.934191 nChanged 663 SP:Iteration 30Q (1494.637241 sec): 3 clusters Score: Raw -2239273.030957 + Penalty 983.102452 = -2238289.928505 nChanged 662 SP:Iteration 31Q (1494.689431 sec): 3 clusters Score: Raw -2239480.187972 + Penalty 983.102452 = -2238497.085520 nChanged 670 SP:Iteration 32Q (1494.741554 sec): 3 clusters Score: Raw -2239704.995910 + Penalty 983.102452 = -2238721.893459 nChanged 704 SP:Iteration 33Q (1494.793612 sec): 3 clusters Score: Raw -2239953.872569 + Penalty 983.102452 = -2238970.770117 nChanged 722 SP:Iteration 34Q (1494.845845 sec): 3 clusters Score: Raw -2240215.565052 + Penalty 983.102452 = -2239232.462600 nChanged 733 SP:Iteration 35Q (1494.897818 sec): 3 clusters Score: Raw -2240485.800448 + Penalty 983.102452 = -2239502.697997 nChanged 706 SP:Iteration 36Q (1494.950074 sec): 3 clusters Score: Raw -2240741.077777 + Penalty 983.102452 = -2239757.975325 nChanged 678 SP:Iteration 37Q (1495.002369 sec): 3 clusters Score: Raw -2240982.953024 + Penalty 983.102452 = -2239999.850572 nChanged 644 SP:Iteration 38Q (1495.054517 sec): 3 clusters Score: Raw -2241182.818542 + Penalty 983.102452 = -2240199.716090 nChanged 564 SP:Iteration 39Q (1495.106556 sec): 3 clusters Score: Raw -2241341.927743 + Penalty 983.102452 = -2240358.825291 nChanged 519 SP:Iteration 40F (1495.157428 sec): 3 clusters Score: Raw -2241518.417627 + Penalty 983.102452 = -2240535.315176 nChanged 514 SP:Iteration 41Q (1495.210350 sec): 3 clusters Score: Raw -2241658.657049 + Penalty 983.102452 = -2240675.554597 nChanged 477 SP:Iteration 42Q (1495.262814 sec): 3 clusters Score: Raw -2241778.571607 + Penalty 983.102452 = -2240795.469155 nChanged 482 SP:Iteration 43Q (1495.314973 sec): 3 clusters Score: Raw -2241888.388370 + Penalty 983.102452 = -2240905.285918 nChanged 428 SP:Iteration 44Q (1495.366951 sec): 3 clusters Score: Raw -2241976.554327 + Penalty 983.102452 = -2240993.451875 nChanged 435 SP:Iteration 45Q (1495.417734 sec): 3 clusters Score: Raw -2242059.806871 + Penalty 983.102452 = -2241076.704420 nChanged 409 SP:Iteration 46Q (1495.471288 sec): 3 clusters Score: Raw -2242138.362528 + Penalty 983.102452 = -2241155.260076 nChanged 436 SP:Iteration 47Q (1495.522957 sec): 3 clusters Score: Raw -2242224.437526 + Penalty 983.102452 = -2241241.335074 nChanged 431 SP:Iteration 48Q (1495.574162 sec): 3 clusters Score: Raw -2242305.973689 + Penalty 983.102452 = -2241322.871237 nChanged 410 SP:Iteration 49Q (1495.625464 sec): 3 clusters Score: Raw -2242374.662409 + Penalty 983.102452 = -2241391.559957 nChanged 360 SP:Iteration 50Q (1495.676334 sec): 3 clusters Score: Raw -2242428.914799 + Penalty 983.102452 = -2241445.812347 nChanged 326 SP:Iteration 51Q (1495.727148 sec): 3 clusters Score: Raw -2242478.398046 + Penalty 983.102452 = -2241495.295594 nChanged 321 SP:Iteration 52Q (1495.777572 sec): 3 clusters Score: Raw -2242528.426691 + Penalty 983.102452 = -2241545.324239 nChanged 319 SP:Iteration 53Q (1495.827993 sec): 3 clusters Score: Raw -2242577.023807 + Penalty 983.102452 = -2241593.921355 nChanged 307 SP:Iteration 54Q (1495.878296 sec): 3 clusters Score: Raw -2242623.212813 + Penalty 983.102452 = -2241640.110361 nChanged 295 SP:Iteration 55Q (1495.928692 sec): 3 clusters Score: Raw -2242666.919419 + Penalty 983.102452 = -2241683.816968 nChanged 294 SP:Iteration 56Q (1495.978780 sec): 3 clusters Score: Raw -2242709.560416 + Penalty 983.102452 = -2241726.457965 nChanged 288 SP:Iteration 57Q (1496.029156 sec): 3 clusters Score: Raw -2242752.291604 + Penalty 983.102452 = -2241769.189152 nChanged 291 SP:Iteration 58Q (1496.078885 sec): 3 clusters Score: Raw -2242796.106231 + Penalty 983.102452 = -2241813.003779 nChanged 287 SP:Iteration 59Q (1496.129267 sec): 3 clusters Score: Raw -2242837.046043 + Penalty 983.102452 = -2241853.943592 nChanged 253 SP:Iteration 60F (1496.179786 sec): 3 clusters Score: Raw -2242869.941582 + Penalty 983.102452 = -2241886.839131 nChanged 229 SP:Iteration 61Q (1496.245192 sec): 3 clusters Score: Raw -2242895.934838 + Penalty 983.102452 = -2241912.832387 nChanged 192 SP:Iteration 62Q (1496.296275 sec): 3 clusters Score: Raw -2242915.450465 + Penalty 983.102452 = -2241932.348013 nChanged 186 SP:Iteration 63Q (1496.347701 sec): 3 clusters Score: Raw -2242934.515382 + Penalty 983.102452 = -2241951.412930 nChanged 169 SP:Iteration 64Q (1496.398785 sec): 3 clusters Score: Raw -2242952.029604 + Penalty 983.102452 = -2241968.927153 nChanged 168 SP:Iteration 65Q (1496.450009 sec): 3 clusters Score: Raw -2242969.581637 + Penalty 983.102452 = -2241986.479185 nChanged 166 SP:Iteration 66Q (1496.501411 sec): 3 clusters Score: Raw -2242986.562447 + Penalty 983.102452 = -2242003.459995 nChanged 170 SP:Iteration 67Q (1496.552971 sec): 3 clusters Score: Raw -2243003.191120 + Penalty 983.102452 = -2242020.088668 nChanged 157 SP:Iteration 68Q (1496.604034 sec): 3 clusters Score: Raw -2243016.030229 + Penalty 983.102452 = -2242032.927777 nChanged 140 SP:Iteration 69Q (1496.655358 sec): 3 clusters Score: Raw -2243027.812517 + Penalty 983.102452 = -2242044.710065 nChanged 132 SP:Iteration 70Q (1496.706687 sec): 3 clusters Score: Raw -2243037.075455 + Penalty 983.102452 = -2242053.973003 nChanged 108 SP:Iteration 71Q (1496.757972 sec): 3 clusters Score: Raw -2243044.594124 + Penalty 983.102452 = -2242061.491673 nChanged 103 SP:Iteration 72Q (1496.809133 sec): 3 clusters Score: Raw -2243051.979219 + Penalty 983.102452 = -2242068.876767 nChanged 112 SP:Iteration 73Q (1496.860375 sec): 3 clusters Score: Raw -2243059.775308 + Penalty 983.102452 = -2242076.672856 nChanged 114 SP:Iteration 74Q (1496.911722 sec): 3 clusters Score: Raw -2243067.637014 + Penalty 983.102452 = -2242084.534562 nChanged 99 SP:Iteration 75Q (1496.962834 sec): 3 clusters Score: Raw -2243073.928215 + Penalty 983.102452 = -2242090.825764 nChanged 92 SP:Iteration 76Q (1497.013990 sec): 3 clusters Score: Raw -2243079.432721 + Penalty 983.102452 = -2242096.330269 nChanged 94 SP:Iteration 77Q (1497.065221 sec): 3 clusters Score: Raw -2243085.400856 + Penalty 983.102452 = -2242102.298405 nChanged 97 SP:Iteration 78Q (1497.116434 sec): 3 clusters Score: Raw -2243091.489169 + Penalty 983.102452 = -2242108.386717 nChanged 100 SP:Iteration 79Q (1497.167731 sec): 3 clusters Score: Raw -2243097.943587 + Penalty 983.102452 = -2242114.841135 nChanged 93 SP:Iteration 80F (1497.218539 sec): 3 clusters Score: Raw -2243104.093977 + Penalty 983.102452 = -2242120.991525 nChanged 90 SP:Iteration 81Q (1497.271069 sec): 3 clusters Score: Raw -2243110.192303 + Penalty 983.102452 = -2242127.089851 nChanged 92 SP:Iteration 82Q (1497.353322 sec): 3 clusters Score: Raw -2243116.101411 + Penalty 983.102452 = -2242132.998959 nChanged 82 SP:Iteration 83Q (1497.405911 sec): 3 clusters Score: Raw -2243120.993981 + Penalty 983.102452 = -2242137.891529 nChanged 73 SP:Iteration 84Q (1497.468720 sec): 3 clusters Score: Raw -2243125.278840 + Penalty 983.102452 = -2242142.176388 nChanged 78 SP:Iteration 85Q (1497.555327 sec): 3 clusters Score: Raw -2243129.607318 + Penalty 983.102452 = -2242146.504866 nChanged 72 SP:Iteration 86Q (1497.639201 sec): 3 clusters Score: Raw -2243133.754961 + Penalty 983.102452 = -2242150.652510 nChanged 66 SP:Iteration 87Q (1497.722629 sec): 3 clusters Score: Raw -2243136.988090 + Penalty 983.102452 = -2242153.885638 nChanged 67 SP:Iteration 88Q (1497.807218 sec): 3 clusters Score: Raw -2243140.115171 + Penalty 983.102452 = -2242157.012719 nChanged 56 SP:Iteration 89Q (1497.889892 sec): 3 clusters Score: Raw -2243142.902111 + Penalty 983.102452 = -2242159.799659 nChanged 64 SP:Iteration 90Q (1497.979352 sec): 3 clusters Score: Raw -2243146.213638 + Penalty 983.102452 = -2242163.111186 nChanged 65 SP:Iteration 91Q (1498.056437 sec): 3 clusters Score: Raw -2243149.647946 + Penalty 983.102452 = -2242166.545494 nChanged 72 SP:Iteration 92Q (1498.141299 sec): 3 clusters Score: Raw -2243154.091240 + Penalty 983.102452 = -2242170.988788 nChanged 69 SP:Iteration 93Q (1498.223362 sec): 3 clusters Score: Raw -2243157.855254 + Penalty 983.102452 = -2242174.752802 nChanged 74 SP:Iteration 94Q (1498.307534 sec): 3 clusters Score: Raw -2243162.073779 + Penalty 983.102452 = -2242178.971327 nChanged 79 SP:Iteration 95Q (1498.389693 sec): 3 clusters Score: Raw -2243167.111183 + Penalty 983.102452 = -2242184.008731 nChanged 67 SP:Iteration 96Q (1498.471315 sec): 3 clusters Score: Raw -2243171.279959 + Penalty 983.102452 = -2242188.177508 nChanged 78 SP:Iteration 97Q (1498.553547 sec): 3 clusters Score: Raw -2243175.514056 + Penalty 983.102452 = -2242192.411604 nChanged 62 SP:Iteration 98Q (1498.642196 sec): 3 clusters Score: Raw -2243178.718887 + Penalty 983.102452 = -2242195.616435 nChanged 59 SP:Iteration 99Q (1498.720225 sec): 3 clusters Score: Raw -2243182.042831 + Penalty 983.102452 = -2242198.940379 nChanged 63 SP:Iteration 100F (1498.778195 sec): 3 clusters Score: Raw -2243185.417492 + Penalty 983.102452 = -2242202.315040 nChanged 54 SP:Iteration 101Q (1498.830340 sec): 3 clusters Score: Raw -2243188.057837 + Penalty 983.102452 = -2242204.955385 nChanged 59 SP:Iteration 102Q (1498.882264 sec): 3 clusters Score: Raw -2243191.304152 + Penalty 983.102452 = -2242208.201700 nChanged 58 SP:Iteration 103Q (1498.944158 sec): 3 clusters Score: Raw -2243194.226976 + Penalty 983.102452 = -2242211.124525 nChanged 69 SP:Iteration 104Q (1498.996695 sec): 3 clusters Score: Raw -2243197.663309 + Penalty 983.102452 = -2242214.560857 nChanged 63 SP:Iteration 105Q (1499.047752 sec): 3 clusters Score: Raw -2243201.039702 + Penalty 983.102452 = -2242217.937250 nChanged 63 SP:Iteration 106Q (1499.099017 sec): 3 clusters Score: Raw -2243204.356986 + Penalty 983.102452 = -2242221.254535 nChanged 49 SP:Iteration 107Q (1499.150891 sec): 3 clusters Score: Raw -2243206.594196 + Penalty 983.102452 = -2242223.491744 nChanged 43 SP:Iteration 108Q (1499.202206 sec): 3 clusters Score: Raw -2243208.203356 + Penalty 983.102452 = -2242225.100904 nChanged 45 SP:Iteration 109Q (1499.253600 sec): 3 clusters Score: Raw -2243210.144310 + Penalty 983.102452 = -2242227.041858 nChanged 55 SP:Iteration 110Q (1499.304685 sec): 3 clusters Score: Raw -2243212.687644 + Penalty 983.102452 = -2242229.585192 nChanged 63 SP:Iteration 111Q (1499.356463 sec): 3 clusters Score: Raw -2243215.863487 + Penalty 983.102452 = -2242232.761035 nChanged 63 SP:Iteration 112Q (1499.407343 sec): 3 clusters Score: Raw -2243218.892948 + Penalty 983.102452 = -2242235.790496 nChanged 62 SP:Iteration 113Q (1499.458880 sec): 3 clusters Score: Raw -2243221.952552 + Penalty 983.102452 = -2242238.850100 nChanged 57 SP:Iteration 114Q (1499.510219 sec): 3 clusters Score: Raw -2243224.412116 + Penalty 983.102452 = -2242241.309664 nChanged 56 SP:Iteration 115Q (1499.561164 sec): 3 clusters Score: Raw -2243226.918201 + Penalty 983.102452 = -2242243.815749 nChanged 50 SP:Iteration 116Q (1499.612392 sec): 3 clusters Score: Raw -2243229.119088 + Penalty 983.102452 = -2242246.016636 nChanged 47 SP:Iteration 117Q (1499.663642 sec): 3 clusters Score: Raw -2243231.608210 + Penalty 983.102452 = -2242248.505758 nChanged 53 SP:Iteration 118Q (1499.715376 sec): 3 clusters Score: Raw -2243234.354496 + Penalty 983.102452 = -2242251.252044 nChanged 49 SP:Iteration 119Q (1499.766223 sec): 3 clusters Score: Raw -2243236.766936 + Penalty 983.102452 = -2242253.664484 nChanged 50 SP:Iteration 120F (1499.817378 sec): 3 clusters Score: Raw -2243238.800625 + Penalty 983.102452 = -2242255.698173 nChanged 40 SP:Iteration 121Q (1499.868971 sec): 3 clusters Score: Raw -2243240.421120 + Penalty 983.102452 = -2242257.318668 nChanged 46 SP:Iteration 122Q (1499.920243 sec): 3 clusters Score: Raw -2243242.239866 + Penalty 983.102452 = -2242259.137414 nChanged 42 SP:Iteration 123Q (1499.971472 sec): 3 clusters Score: Raw -2243243.875623 + Penalty 983.102452 = -2242260.773172 nChanged 51 SP:Iteration 124Q (1500.022550 sec): 3 clusters Score: Raw -2243246.293507 + Penalty 983.102452 = -2242263.191056 nChanged 49 SP:Iteration 125Q (1500.073959 sec): 3 clusters Score: Raw -2243248.616336 + Penalty 983.102452 = -2242265.513884 nChanged 55 SP:Iteration 126Q (1500.124977 sec): 3 clusters Score: Raw -2243251.171473 + Penalty 983.102452 = -2242268.069021 nChanged 55 SP:Iteration 127Q (1500.176334 sec): 3 clusters Score: Raw -2243254.029550 + Penalty 983.102452 = -2242270.927098 nChanged 62 SP:Iteration 128Q (1500.227265 sec): 3 clusters Score: Raw -2243257.352401 + Penalty 983.102452 = -2242274.249949 nChanged 58 SP:Iteration 129Q (1500.278157 sec): 3 clusters Score: Raw -2243260.077035 + Penalty 983.102452 = -2242276.974583 nChanged 43 SP:Iteration 130Q (1500.328987 sec): 3 clusters Score: Raw -2243261.760939 + Penalty 983.102452 = -2242278.658488 nChanged 40 SP:Iteration 131Q (1500.380035 sec): 3 clusters Score: Raw -2243263.185340 + Penalty 983.102452 = -2242280.082888 nChanged 31 SP:Iteration 132Q (1500.431072 sec): 3 clusters Score: Raw -2243264.273218 + Penalty 983.102452 = -2242281.170766 nChanged 35 SP:Iteration 133Q (1500.481993 sec): 3 clusters Score: Raw -2243265.743187 + Penalty 983.102452 = -2242282.640736 nChanged 43 SP:Iteration 134Q (1500.532870 sec): 3 clusters Score: Raw -2243267.376436 + Penalty 983.102452 = -2242284.273984 nChanged 33 SP:Iteration 135Q (1500.584046 sec): 3 clusters Score: Raw -2243268.572814 + Penalty 983.102452 = -2242285.470362 nChanged 35 SP:Iteration 136Q (1500.634719 sec): 3 clusters Score: Raw -2243269.955726 + Penalty 983.102452 = -2242286.853275 nChanged 39 SP:Iteration 137Q (1500.685447 sec): 3 clusters Score: Raw -2243271.285490 + Penalty 983.102452 = -2242288.183038 nChanged 32 SP:Iteration 138Q (1500.736347 sec): 3 clusters Score: Raw -2243272.501794 + Penalty 983.102452 = -2242289.399343 nChanged 32 SP:Iteration 139Q (1500.787609 sec): 3 clusters Score: Raw -2243273.580279 + Penalty 983.102452 = -2242290.477827 nChanged 26 SP:Iteration 140F (1500.838437 sec): 3 clusters Score: Raw -2243274.366388 + Penalty 983.102452 = -2242291.263936 nChanged 22 SP:Iteration 141Q (1500.889998 sec): 3 clusters Score: Raw -2243275.078992 + Penalty 983.102452 = -2242291.976540 nChanged 20 SP:Iteration 142Q (1500.941650 sec): 3 clusters Score: Raw -2243275.725492 + Penalty 983.102452 = -2242292.623040 nChanged 24 SP:Iteration 143Q (1500.992602 sec): 3 clusters Score: Raw -2243276.673554 + Penalty 983.102452 = -2242293.571102 nChanged 33 SP:Iteration 144Q (1501.043404 sec): 3 clusters Score: Raw -2243277.888944 + Penalty 983.102452 = -2242294.786492 nChanged 32 SP:Iteration 145Q (1501.094073 sec): 3 clusters Score: Raw -2243279.026294 + Penalty 983.102452 = -2242295.923842 nChanged 32 SP:Iteration 146Q (1501.168817 sec): 3 clusters Score: Raw -2243280.126080 + Penalty 983.102452 = -2242297.023628 nChanged 27 SP:Iteration 147Q (1501.228645 sec): 3 clusters Score: Raw -2243280.904970 + Penalty 983.102452 = -2242297.802518 nChanged 22 SP:Iteration 148Q (1501.279979 sec): 3 clusters Score: Raw -2243281.500762 + Penalty 983.102452 = -2242298.398310 nChanged 21 SP:Iteration 149Q (1501.330739 sec): 3 clusters Score: Raw -2243282.045482 + Penalty 983.102452 = -2242298.943030 nChanged 15 SP:Iteration 150Q (1501.381687 sec): 3 clusters Score: Raw -2243282.517867 + Penalty 983.102452 = -2242299.415415 nChanged 19 SP:Iteration 151Q (1501.432100 sec): 3 clusters Score: Raw -2243282.953125 + Penalty 983.102452 = -2242299.850674 nChanged 11 SP:Iteration 152Q (1501.482883 sec): 3 clusters Score: Raw -2243283.081747 + Penalty 983.102452 = -2242299.979296 nChanged 6 SP:Iteration 153Q (1501.533694 sec): 3 clusters Score: Raw -2243283.136173 + Penalty 983.102452 = -2242300.033722 nChanged 3 SP:Iteration 154Q (1501.584416 sec): 3 clusters Score: Raw -2243283.163319 + Penalty 983.102452 = -2242300.060867 nChanged 4 SP:Iteration 155Q (1501.634884 sec): 3 clusters Score: Raw -2243283.199703 + Penalty 983.102452 = -2242300.097252 nChanged 3 SP:Iteration 156Q (1501.685469 sec): 3 clusters Score: Raw -2243283.229413 + Penalty 983.102452 = -2242300.126961 nChanged 1 SP:Iteration 157Q (1501.736084 sec): 3 clusters Score: Raw -2243283.242650 + Penalty 983.102452 = -2242300.140199 nChanged 1 SP:Iteration 158Q (1501.786943 sec): 3 clusters Score: Raw -2243283.246625 + Penalty 983.102452 = -2242300.144173 nChanged 0 SP:Iteration 159F (1501.838023 sec): 3 clusters Score: Raw -2243283.246625 + Penalty 983.102452 = -2242300.144173 nChanged 0 Trying to split cluster 20 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.843276 sec): 2 clusters Score: Raw -46464.325477 + Penalty 314.120500 = -46150.204977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.846827 sec): 3 clusters Score: Raw -45959.071118 + Penalty 628.241000 = -45330.830118 nChanged 392 SP:Iteration 1F (1501.849844 sec): 3 clusters Score: Raw -46180.420809 + Penalty 628.241000 = -45552.179809 nChanged 81 SP:Iteration 2F (1501.852885 sec): 3 clusters Score: Raw -46236.487386 + Penalty 628.241000 = -45608.246386 nChanged 66 SP:Iteration 3F (1501.855886 sec): 3 clusters Score: Raw -46277.081850 + Penalty 628.241000 = -45648.840850 nChanged 55 SP:Iteration 4F (1501.858907 sec): 3 clusters Score: Raw -46311.145377 + Penalty 628.241000 = -45682.904377 nChanged 33 SP:Iteration 5Q (1501.861915 sec): 3 clusters Score: Raw -46330.493624 + Penalty 628.241000 = -45702.252624 nChanged 30 SP:Iteration 6Q (1501.864919 sec): 3 clusters Score: Raw -46344.030773 + Penalty 628.241000 = -45715.789772 nChanged 17 SP:Iteration 7Q (1501.867928 sec): 3 clusters Score: Raw -46357.795603 + Penalty 628.241000 = -45729.554602 nChanged 17 SP:Iteration 8Q (1501.870940 sec): 3 clusters Score: Raw -46370.259079 + Penalty 628.241000 = -45742.018078 nChanged 19 SP:Iteration 9Q (1501.873954 sec): 3 clusters Score: Raw -46379.460684 + Penalty 628.241000 = -45751.219684 nChanged 9 SP:Iteration 10Q (1501.876981 sec): 3 clusters Score: Raw -46384.723620 + Penalty 628.241000 = -45756.482620 nChanged 10 SP:Iteration 11Q (1501.879987 sec): 3 clusters Score: Raw -46388.286207 + Penalty 628.241000 = -45760.045207 nChanged 10 SP:Iteration 12Q (1501.882990 sec): 3 clusters Score: Raw -46394.164544 + Penalty 628.241000 = -45765.923543 nChanged 10 SP:Iteration 13Q (1501.885997 sec): 3 clusters Score: Raw -46398.677666 + Penalty 628.241000 = -45770.436665 nChanged 9 SP:Iteration 14Q (1501.888998 sec): 3 clusters Score: Raw -46402.581452 + Penalty 628.241000 = -45774.340452 nChanged 7 SP:Iteration 15Q (1501.891990 sec): 3 clusters Score: Raw -46405.568677 + Penalty 628.241000 = -45777.327677 nChanged 9 SP:Iteration 16Q (1501.894981 sec): 3 clusters Score: Raw -46408.728259 + Penalty 628.241000 = -45780.487259 nChanged 4 SP:Iteration 17Q (1501.897962 sec): 3 clusters Score: Raw -46409.939086 + Penalty 628.241000 = -45781.698086 nChanged 2 SP:Iteration 18Q (1501.900938 sec): 3 clusters Score: Raw -46410.484403 + Penalty 628.241000 = -45782.243403 nChanged 1 SP:Iteration 19Q (1501.903916 sec): 3 clusters Score: Raw -46411.361666 + Penalty 628.241000 = -45783.120666 nChanged 5 SP:Iteration 20F (1501.906891 sec): 3 clusters Score: Raw -46413.647856 + Penalty 628.241000 = -45785.406856 nChanged 6 SP:Iteration 21Q (1501.909911 sec): 3 clusters Score: Raw -46415.918706 + Penalty 628.241000 = -45787.677705 nChanged 7 SP:Iteration 22Q (1501.912936 sec): 3 clusters Score: Raw -46419.739687 + Penalty 628.241000 = -45791.498686 nChanged 5 SP:Iteration 23Q (1501.915909 sec): 3 clusters Score: Raw -46423.408965 + Penalty 628.241000 = -45795.167965 nChanged 10 SP:Iteration 24Q (1501.918877 sec): 3 clusters Score: Raw -46426.494288 + Penalty 628.241000 = -45798.253288 nChanged 4 SP:Iteration 25Q (1501.921842 sec): 3 clusters Score: Raw -46428.720455 + Penalty 628.241000 = -45800.479454 nChanged 3 SP:Iteration 26Q (1501.924805 sec): 3 clusters Score: Raw -46429.920026 + Penalty 628.241000 = -45801.679026 nChanged 5 SP:Iteration 27Q (1501.927771 sec): 3 clusters Score: Raw -46431.969562 + Penalty 628.241000 = -45803.728562 nChanged 3 SP:Iteration 28Q (1501.931160 sec): 3 clusters Score: Raw -46432.926430 + Penalty 628.241000 = -45804.685429 nChanged 2 SP:Iteration 29Q (1501.934132 sec): 3 clusters Score: Raw -46433.113983 + Penalty 628.241000 = -45804.872983 nChanged 2 SP:Iteration 30Q (1501.949693 sec): 3 clusters Score: Raw -46433.361804 + Penalty 628.241000 = -45805.120803 nChanged 1 SP:Iteration 31Q (1501.952807 sec): 3 clusters Score: Raw -46433.978768 + Penalty 628.241000 = -45805.737768 nChanged 3 SP:Iteration 32Q (1501.955817 sec): 3 clusters Score: Raw -46434.744741 + Penalty 628.241000 = -45806.503741 nChanged 1 SP:Iteration 33Q (1501.958785 sec): 3 clusters Score: Raw -46434.880986 + Penalty 628.241000 = -45806.639985 nChanged 2 SP:Iteration 34Q (1501.961698 sec): 3 clusters Score: Raw -46435.033269 + Penalty 628.241000 = -45806.792269 nChanged 0 SP:Iteration 35F (1501.964721 sec): 3 clusters Score: Raw -46435.033269 + Penalty 628.241000 = -45806.792269 nChanged 0 Trying to split cluster 21 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.970480 sec): 2 clusters Score: Raw -15560.534172 + Penalty 269.431818 = -15291.102354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.972118 sec): 3 clusters Score: Raw -15431.341581 + Penalty 538.863636 = -14892.477944 nChanged 109 SP:Iteration 1F (1501.973558 sec): 3 clusters Score: Raw -15513.390016 + Penalty 538.863636 = -14974.526380 nChanged 27 SP:Iteration 2F (1501.974991 sec): 3 clusters Score: Raw -15531.083825 + Penalty 538.863636 = -14992.220189 nChanged 13 SP:Iteration 3Q (1501.976424 sec): 3 clusters Score: Raw -15539.805425 + Penalty 538.863636 = -15000.941789 nChanged 12 SP:Iteration 4Q (1501.977852 sec): 3 clusters Score: Raw -15555.768245 + Penalty 538.863636 = -15016.904608 nChanged 9 SP:Iteration 5Q (1501.979284 sec): 3 clusters Score: Raw -15564.495807 + Penalty 538.863636 = -15025.632171 nChanged 7 SP:Iteration 6Q (1501.980702 sec): 3 clusters Score: Raw -15569.345478 + Penalty 538.863636 = -15030.481842 nChanged 3 SP:Iteration 7Q (1501.982119 sec): 3 clusters Score: Raw -15571.930433 + Penalty 538.863636 = -15033.066797 nChanged 3 SP:Iteration 8Q (1501.983540 sec): 3 clusters Score: Raw -15574.112217 + Penalty 538.863636 = -15035.248580 nChanged 2 SP:Iteration 9Q (1501.984956 sec): 3 clusters Score: Raw -15576.403140 + Penalty 538.863636 = -15037.539504 nChanged 1 SP:Iteration 10Q (1501.986371 sec): 3 clusters Score: Raw -15576.724546 + Penalty 538.863636 = -15037.860910 nChanged 0 SP:Iteration 11F (1501.987793 sec): 3 clusters Score: Raw -15576.724546 + Penalty 538.863636 = -15037.860910 nChanged 0 Trying to split cluster 22 (14155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.010987 sec): 2 clusters Score: Raw -687030.673137 + Penalty 434.880955 = -686595.792182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.036505 sec): 3 clusters Score: Raw -678049.775655 + Penalty 869.761911 = -677180.013744 nChanged 6657 SP:Iteration 1F (1502.060558 sec): 3 clusters Score: Raw -681983.466959 + Penalty 869.761911 = -681113.705048 nChanged 884 SP:Iteration 2F (1502.084647 sec): 3 clusters Score: Raw -682455.923057 + Penalty 869.761911 = -681586.161146 nChanged 855 SP:Iteration 3F (1502.108512 sec): 3 clusters Score: Raw -682948.643320 + Penalty 869.761911 = -682078.881409 nChanged 873 SP:Iteration 4F (1502.132403 sec): 3 clusters Score: Raw -683531.606512 + Penalty 869.761911 = -682661.844601 nChanged 884 SP:Iteration 5F (1502.156413 sec): 3 clusters Score: Raw -684158.101747 + Penalty 869.761911 = -683288.339837 nChanged 820 SP:Iteration 6F (1502.180359 sec): 3 clusters Score: Raw -684672.316824 + Penalty 869.761911 = -683802.554913 nChanged 650 SP:Iteration 7Q (1502.204494 sec): 3 clusters Score: Raw -684958.305028 + Penalty 869.761911 = -684088.543117 nChanged 422 SP:Iteration 8Q (1502.228697 sec): 3 clusters Score: Raw -685081.811463 + Penalty 869.761911 = -684212.049552 nChanged 256 SP:Iteration 9Q (1502.252826 sec): 3 clusters Score: Raw -685133.620717 + Penalty 869.761911 = -684263.858806 nChanged 169 SP:Iteration 10Q (1502.276954 sec): 3 clusters Score: Raw -685160.053222 + Penalty 869.761911 = -684290.291311 nChanged 116 SP:Iteration 11Q (1502.315347 sec): 3 clusters Score: Raw -685176.612034 + Penalty 869.761911 = -684306.850123 nChanged 103 SP:Iteration 12Q (1502.339611 sec): 3 clusters Score: Raw -685187.756827 + Penalty 869.761911 = -684317.994916 nChanged 85 SP:Iteration 13Q (1502.363572 sec): 3 clusters Score: Raw -685199.625607 + Penalty 869.761911 = -684329.863696 nChanged 85 SP:Iteration 14Q (1502.387657 sec): 3 clusters Score: Raw -685210.799740 + Penalty 869.761911 = -684341.037829 nChanged 80 SP:Iteration 15Q (1502.411851 sec): 3 clusters Score: Raw -685220.601160 + Penalty 869.761911 = -684350.839249 nChanged 79 SP:Iteration 16Q (1502.436152 sec): 3 clusters Score: Raw -685229.368493 + Penalty 869.761911 = -684359.606582 nChanged 74 SP:Iteration 17Q (1502.460272 sec): 3 clusters Score: Raw -685238.116688 + Penalty 869.761911 = -684368.354777 nChanged 77 SP:Iteration 18Q (1502.484199 sec): 3 clusters Score: Raw -685250.418922 + Penalty 869.761911 = -684380.657011 nChanged 95 SP:Iteration 19Q (1502.508345 sec): 3 clusters Score: Raw -685264.071744 + Penalty 869.761911 = -684394.309833 nChanged 93 SP:Iteration 20F (1502.532465 sec): 3 clusters Score: Raw -685273.869027 + Penalty 869.761911 = -684404.107116 nChanged 66 SP:Iteration 21Q (1502.556512 sec): 3 clusters Score: Raw -685282.370106 + Penalty 869.761911 = -684412.608195 nChanged 88 SP:Iteration 22Q (1502.580757 sec): 3 clusters Score: Raw -685293.122496 + Penalty 869.761911 = -684423.360585 nChanged 75 SP:Iteration 23Q (1502.604973 sec): 3 clusters Score: Raw -685301.644699 + Penalty 869.761911 = -684431.882789 nChanged 62 SP:Iteration 24Q (1502.629156 sec): 3 clusters Score: Raw -685307.548132 + Penalty 869.761911 = -684437.786221 nChanged 64 SP:Iteration 25Q (1502.653233 sec): 3 clusters Score: Raw -685313.492358 + Penalty 869.761911 = -684443.730447 nChanged 51 SP:Iteration 26Q (1502.677311 sec): 3 clusters Score: Raw -685318.045713 + Penalty 869.761911 = -684448.283802 nChanged 45 SP:Iteration 27Q (1502.701466 sec): 3 clusters Score: Raw -685322.601438 + Penalty 869.761911 = -684452.839527 nChanged 54 SP:Iteration 28Q (1502.725565 sec): 3 clusters Score: Raw -685327.400538 + Penalty 869.761911 = -684457.638627 nChanged 48 SP:Iteration 29Q (1502.749598 sec): 3 clusters Score: Raw -685331.483822 + Penalty 869.761911 = -684461.721911 nChanged 53 SP:Iteration 30Q (1502.773938 sec): 3 clusters Score: Raw -685336.725293 + Penalty 869.761911 = -684466.963382 nChanged 74 SP:Iteration 31Q (1502.798121 sec): 3 clusters Score: Raw -685345.550294 + Penalty 869.761911 = -684475.788383 nChanged 73 SP:Iteration 32Q (1502.822067 sec): 3 clusters Score: Raw -685354.958996 + Penalty 869.761911 = -684485.197085 nChanged 72 SP:Iteration 33Q (1502.846090 sec): 3 clusters Score: Raw -685364.437258 + Penalty 869.761911 = -684494.675347 nChanged 80 SP:Iteration 34Q (1502.870131 sec): 3 clusters Score: Raw -685375.457465 + Penalty 869.761911 = -684505.695554 nChanged 80 SP:Iteration 35Q (1502.894192 sec): 3 clusters Score: Raw -685385.008869 + Penalty 869.761911 = -684515.246958 nChanged 71 SP:Iteration 36Q (1502.918245 sec): 3 clusters Score: Raw -685394.736789 + Penalty 869.761911 = -684524.974878 nChanged 80 SP:Iteration 37Q (1502.942314 sec): 3 clusters Score: Raw -685407.334025 + Penalty 869.761911 = -684537.572114 nChanged 77 SP:Iteration 38Q (1502.966422 sec): 3 clusters Score: Raw -685420.451881 + Penalty 869.761911 = -684550.689970 nChanged 82 SP:Iteration 39Q (1502.990327 sec): 3 clusters Score: Raw -685433.310202 + Penalty 869.761911 = -684563.548291 nChanged 87 SP:Iteration 40F (1503.014391 sec): 3 clusters Score: Raw -685449.389672 + Penalty 869.761911 = -684579.627761 nChanged 99 SP:Iteration 41Q (1503.038481 sec): 3 clusters Score: Raw -685466.702946 + Penalty 869.761911 = -684596.941035 nChanged 94 SP:Iteration 42Q (1503.062503 sec): 3 clusters Score: Raw -685483.667410 + Penalty 869.761911 = -684613.905499 nChanged 90 SP:Iteration 43Q (1503.086647 sec): 3 clusters Score: Raw -685496.031476 + Penalty 869.761911 = -684626.269565 nChanged 87 SP:Iteration 44Q (1503.110583 sec): 3 clusters Score: Raw -685508.859009 + Penalty 869.761911 = -684639.097098 nChanged 78 SP:Iteration 45Q (1503.134514 sec): 3 clusters Score: Raw -685523.784866 + Penalty 869.761911 = -684654.022955 nChanged 105 SP:Iteration 46Q (1503.158487 sec): 3 clusters Score: Raw -685545.242128 + Penalty 869.761911 = -684675.480217 nChanged 130 SP:Iteration 47Q (1503.182600 sec): 3 clusters Score: Raw -685581.487870 + Penalty 869.761911 = -684711.725959 nChanged 162 SP:Iteration 48Q (1503.206664 sec): 3 clusters Score: Raw -685628.518183 + Penalty 869.761911 = -684758.756272 nChanged 183 SP:Iteration 49Q (1503.230743 sec): 3 clusters Score: Raw -685687.065441 + Penalty 869.761911 = -684817.303530 nChanged 194 SP:Iteration 50Q (1503.254901 sec): 3 clusters Score: Raw -685764.723786 + Penalty 869.761911 = -684894.961875 nChanged 218 SP:Iteration 51Q (1503.278966 sec): 3 clusters Score: Raw -685864.785262 + Penalty 869.761911 = -684995.023352 nChanged 250 SP:Iteration 52Q (1503.302758 sec): 3 clusters Score: Raw -685974.281757 + Penalty 869.761911 = -685104.519846 nChanged 269 SP:Iteration 53Q (1503.326811 sec): 3 clusters Score: Raw -686096.115294 + Penalty 869.761911 = -685226.353383 nChanged 269 SP:Iteration 54Q (1503.350521 sec): 3 clusters Score: Raw -686194.547942 + Penalty 869.761911 = -685324.786031 nChanged 212 SP:Iteration 55Q (1503.374228 sec): 3 clusters Score: Raw -686256.074859 + Penalty 869.761911 = -685386.312948 nChanged 170 SP:Iteration 56Q (1503.397888 sec): 3 clusters Score: Raw -686305.078335 + Penalty 869.761911 = -685435.316424 nChanged 151 SP:Iteration 57Q (1503.421587 sec): 3 clusters Score: Raw -686346.434571 + Penalty 869.761911 = -685476.672660 nChanged 141 SP:Iteration 58Q (1503.445255 sec): 3 clusters Score: Raw -686383.714409 + Penalty 869.761911 = -685513.952498 nChanged 159 SP:Iteration 59Q (1503.468871 sec): 3 clusters Score: Raw -686432.984982 + Penalty 869.761911 = -685563.223071 nChanged 174 SP:Iteration 60F (1503.492842 sec): 3 clusters Score: Raw -686491.355312 + Penalty 869.761911 = -685621.593401 nChanged 165 SP:Iteration 61Q (1503.516592 sec): 3 clusters Score: Raw -686538.794911 + Penalty 869.761911 = -685669.033000 nChanged 144 SP:Iteration 62Q (1503.540513 sec): 3 clusters Score: Raw -686575.098819 + Penalty 869.761911 = -685705.336908 nChanged 138 SP:Iteration 63Q (1503.564452 sec): 3 clusters Score: Raw -686609.345396 + Penalty 869.761911 = -685739.583485 nChanged 134 SP:Iteration 64Q (1503.588275 sec): 3 clusters Score: Raw -686640.673415 + Penalty 869.761911 = -685770.911504 nChanged 115 SP:Iteration 65Q (1503.612044 sec): 3 clusters Score: Raw -686667.032920 + Penalty 869.761911 = -685797.271009 nChanged 101 SP:Iteration 66Q (1503.635785 sec): 3 clusters Score: Raw -686688.180409 + Penalty 869.761911 = -685818.418498 nChanged 110 SP:Iteration 67Q (1503.659588 sec): 3 clusters Score: Raw -686712.789459 + Penalty 869.761911 = -685843.027548 nChanged 111 SP:Iteration 68Q (1503.683296 sec): 3 clusters Score: Raw -686737.065586 + Penalty 869.761911 = -685867.303675 nChanged 107 SP:Iteration 69Q (1503.707069 sec): 3 clusters Score: Raw -686756.135336 + Penalty 869.761911 = -685886.373425 nChanged 98 SP:Iteration 70Q (1503.730744 sec): 3 clusters Score: Raw -686771.259477 + Penalty 869.761911 = -685901.497566 nChanged 73 SP:Iteration 71Q (1503.754314 sec): 3 clusters Score: Raw -686781.992871 + Penalty 869.761911 = -685912.230960 nChanged 72 SP:Iteration 72Q (1503.777827 sec): 3 clusters Score: Raw -686792.037592 + Penalty 869.761911 = -685922.275681 nChanged 80 SP:Iteration 73Q (1503.801256 sec): 3 clusters Score: Raw -686803.890966 + Penalty 869.761911 = -685934.129056 nChanged 73 SP:Iteration 74Q (1503.824736 sec): 3 clusters Score: Raw -686814.708231 + Penalty 869.761911 = -685944.946320 nChanged 64 SP:Iteration 75Q (1503.848179 sec): 3 clusters Score: Raw -686823.374860 + Penalty 869.761911 = -685953.612949 nChanged 59 SP:Iteration 76Q (1503.871568 sec): 3 clusters Score: Raw -686830.640180 + Penalty 869.761911 = -685960.878269 nChanged 66 SP:Iteration 77Q (1503.894806 sec): 3 clusters Score: Raw -686838.631368 + Penalty 869.761911 = -685968.869457 nChanged 58 SP:Iteration 78Q (1503.918412 sec): 3 clusters Score: Raw -686846.340244 + Penalty 869.761911 = -685976.578333 nChanged 59 SP:Iteration 79Q (1503.941660 sec): 3 clusters Score: Raw -686855.520081 + Penalty 869.761911 = -685985.758170 nChanged 60 SP:Iteration 80F (1503.965634 sec): 3 clusters Score: Raw -686867.860565 + Penalty 869.761911 = -685998.098654 nChanged 67 SP:Iteration 81Q (1503.989220 sec): 3 clusters Score: Raw -686881.178233 + Penalty 869.761911 = -686011.416322 nChanged 83 SP:Iteration 82Q (1504.012616 sec): 3 clusters Score: Raw -686895.446391 + Penalty 869.761911 = -686025.684480 nChanged 67 SP:Iteration 83Q (1504.036062 sec): 3 clusters Score: Raw -686905.311920 + Penalty 869.761911 = -686035.550009 nChanged 64 SP:Iteration 84Q (1504.059400 sec): 3 clusters Score: Raw -686914.680007 + Penalty 869.761911 = -686044.918096 nChanged 64 SP:Iteration 85Q (1504.082887 sec): 3 clusters Score: Raw -686924.106633 + Penalty 869.761911 = -686054.344723 nChanged 68 SP:Iteration 86Q (1504.106362 sec): 3 clusters Score: Raw -686933.513257 + Penalty 869.761911 = -686063.751346 nChanged 68 SP:Iteration 87Q (1504.129861 sec): 3 clusters Score: Raw -686942.963149 + Penalty 869.761911 = -686073.201239 nChanged 64 SP:Iteration 88Q (1504.153291 sec): 3 clusters Score: Raw -686952.309997 + Penalty 869.761911 = -686082.548086 nChanged 69 SP:Iteration 89Q (1504.176639 sec): 3 clusters Score: Raw -686961.620479 + Penalty 869.761911 = -686091.858568 nChanged 54 SP:Iteration 90Q (1504.200021 sec): 3 clusters Score: Raw -686968.257678 + Penalty 869.761911 = -686098.495767 nChanged 62 SP:Iteration 91Q (1504.223565 sec): 3 clusters Score: Raw -686977.058462 + Penalty 869.761911 = -686107.296551 nChanged 64 SP:Iteration 92Q (1504.247034 sec): 3 clusters Score: Raw -686985.048007 + Penalty 869.761911 = -686115.286097 nChanged 55 SP:Iteration 93Q (1504.270527 sec): 3 clusters Score: Raw -686989.852375 + Penalty 869.761911 = -686120.090464 nChanged 34 SP:Iteration 94Q (1504.293942 sec): 3 clusters Score: Raw -686993.270819 + Penalty 869.761911 = -686123.508908 nChanged 32 SP:Iteration 95Q (1504.317332 sec): 3 clusters Score: Raw -686996.270348 + Penalty 869.761911 = -686126.508437 nChanged 30 SP:Iteration 96Q (1504.340869 sec): 3 clusters Score: Raw -686998.640183 + Penalty 869.761911 = -686128.878272 nChanged 20 SP:Iteration 97Q (1504.364381 sec): 3 clusters Score: Raw -687000.091704 + Penalty 869.761911 = -686130.329793 nChanged 23 SP:Iteration 98Q (1504.387891 sec): 3 clusters Score: Raw -687001.976446 + Penalty 869.761911 = -686132.214535 nChanged 25 SP:Iteration 99Q (1504.411281 sec): 3 clusters Score: Raw -687003.933324 + Penalty 869.761911 = -686134.171413 nChanged 25 SP:Iteration 100F (1504.435389 sec): 3 clusters Score: Raw -687006.455045 + Penalty 869.761911 = -686136.693134 nChanged 24 SP:Iteration 101Q (1504.459126 sec): 3 clusters Score: Raw -687008.449876 + Penalty 869.761911 = -686138.687965 nChanged 24 SP:Iteration 102Q (1504.482596 sec): 3 clusters Score: Raw -687010.378637 + Penalty 869.761911 = -686140.616726 nChanged 19 SP:Iteration 103Q (1504.506044 sec): 3 clusters Score: Raw -687011.767496 + Penalty 869.761911 = -686142.005585 nChanged 18 SP:Iteration 104Q (1504.529510 sec): 3 clusters Score: Raw -687013.086834 + Penalty 869.761911 = -686143.324923 nChanged 22 SP:Iteration 105Q (1504.552950 sec): 3 clusters Score: Raw -687014.365827 + Penalty 869.761911 = -686144.603916 nChanged 16 SP:Iteration 106Q (1504.576364 sec): 3 clusters Score: Raw -687015.542544 + Penalty 869.761911 = -686145.780633 nChanged 16 SP:Iteration 107Q (1504.599918 sec): 3 clusters Score: Raw -687016.616806 + Penalty 869.761911 = -686146.854895 nChanged 17 SP:Iteration 108Q (1504.623505 sec): 3 clusters Score: Raw -687017.679755 + Penalty 869.761911 = -686147.917844 nChanged 15 SP:Iteration 109Q (1504.646974 sec): 3 clusters Score: Raw -687018.544823 + Penalty 869.761911 = -686148.782912 nChanged 13 SP:Iteration 110Q (1504.670453 sec): 3 clusters Score: Raw -687019.819433 + Penalty 869.761911 = -686150.057522 nChanged 20 SP:Iteration 111Q (1504.694135 sec): 3 clusters Score: Raw -687021.506824 + Penalty 869.761911 = -686151.744913 nChanged 18 SP:Iteration 112Q (1504.717518 sec): 3 clusters Score: Raw -687022.911122 + Penalty 869.761911 = -686153.149211 nChanged 16 SP:Iteration 113Q (1504.770842 sec): 3 clusters Score: Raw -687024.360117 + Penalty 869.761911 = -686154.598206 nChanged 25 SP:Iteration 114Q (1504.793881 sec): 3 clusters Score: Raw -687026.876145 + Penalty 869.761911 = -686157.114234 nChanged 29 SP:Iteration 115Q (1504.817253 sec): 3 clusters Score: Raw -687029.154667 + Penalty 869.761911 = -686159.392756 nChanged 24 SP:Iteration 116Q (1504.840733 sec): 3 clusters Score: Raw -687031.079756 + Penalty 869.761911 = -686161.317846 nChanged 20 SP:Iteration 117Q (1504.864289 sec): 3 clusters Score: Raw -687032.761598 + Penalty 869.761911 = -686162.999687 nChanged 23 SP:Iteration 118Q (1504.887680 sec): 3 clusters Score: Raw -687034.317477 + Penalty 869.761911 = -686164.555566 nChanged 21 SP:Iteration 119Q (1504.911119 sec): 3 clusters Score: Raw -687035.755894 + Penalty 869.761911 = -686165.993983 nChanged 15 SP:Iteration 120F (1504.935140 sec): 3 clusters Score: Raw -687036.470131 + Penalty 869.761911 = -686166.708220 nChanged 11 SP:Iteration 121Q (1504.958658 sec): 3 clusters Score: Raw -687037.252359 + Penalty 869.761911 = -686167.490448 nChanged 14 SP:Iteration 122Q (1504.982048 sec): 3 clusters Score: Raw -687038.326700 + Penalty 869.761911 = -686168.564789 nChanged 16 SP:Iteration 123Q (1505.005542 sec): 3 clusters Score: Raw -687039.405725 + Penalty 869.761911 = -686169.643814 nChanged 14 SP:Iteration 124Q (1505.029040 sec): 3 clusters Score: Raw -687040.144233 + Penalty 869.761911 = -686170.382322 nChanged 11 SP:Iteration 125Q (1505.052461 sec): 3 clusters Score: Raw -687040.663274 + Penalty 869.761911 = -686170.901363 nChanged 16 SP:Iteration 126Q (1505.075890 sec): 3 clusters Score: Raw -687041.491455 + Penalty 869.761911 = -686171.729544 nChanged 13 SP:Iteration 127Q (1505.099604 sec): 3 clusters Score: Raw -687042.125515 + Penalty 869.761911 = -686172.363604 nChanged 11 SP:Iteration 128Q (1505.123076 sec): 3 clusters Score: Raw -687042.882278 + Penalty 869.761911 = -686173.120367 nChanged 7 SP:Iteration 129Q (1505.146894 sec): 3 clusters Score: Raw -687043.195944 + Penalty 869.761911 = -686173.434033 nChanged 7 SP:Iteration 130Q (1505.170372 sec): 3 clusters Score: Raw -687043.418564 + Penalty 869.761911 = -686173.656653 nChanged 6 SP:Iteration 131Q (1505.193879 sec): 3 clusters Score: Raw -687043.616705 + Penalty 869.761911 = -686173.854794 nChanged 6 SP:Iteration 132Q (1505.217283 sec): 3 clusters Score: Raw -687043.904542 + Penalty 869.761911 = -686174.142631 nChanged 7 SP:Iteration 133Q (1505.241517 sec): 3 clusters Score: Raw -687044.203658 + Penalty 869.761911 = -686174.441747 nChanged 4 SP:Iteration 134Q (1505.264874 sec): 3 clusters Score: Raw -687044.453525 + Penalty 869.761911 = -686174.691614 nChanged 4 SP:Iteration 135Q (1505.288226 sec): 3 clusters Score: Raw -687044.752596 + Penalty 869.761911 = -686174.990685 nChanged 4 SP:Iteration 136Q (1505.311765 sec): 3 clusters Score: Raw -687044.958563 + Penalty 869.761911 = -686175.196652 nChanged 3 SP:Iteration 137Q (1505.345338 sec): 3 clusters Score: Raw -687045.147887 + Penalty 869.761911 = -686175.385976 nChanged 4 SP:Iteration 138Q (1505.368855 sec): 3 clusters Score: Raw -687045.412558 + Penalty 869.761911 = -686175.650647 nChanged 4 SP:Iteration 139Q (1505.392380 sec): 3 clusters Score: Raw -687045.713956 + Penalty 869.761911 = -686175.952045 nChanged 3 SP:Iteration 140F (1505.416389 sec): 3 clusters Score: Raw -687045.969043 + Penalty 869.761911 = -686176.207132 nChanged 5 SP:Iteration 141Q (1505.439999 sec): 3 clusters Score: Raw -687046.183013 + Penalty 869.761911 = -686176.421102 nChanged 1 SP:Iteration 142Q (1505.463455 sec): 3 clusters Score: Raw -687046.200750 + Penalty 869.761911 = -686176.438839 nChanged 1 SP:Iteration 143Q (1505.486960 sec): 3 clusters Score: Raw -687046.235253 + Penalty 869.761911 = -686176.473342 nChanged 1 SP:Iteration 144Q (1505.510397 sec): 3 clusters Score: Raw -687046.264119 + Penalty 869.761911 = -686176.502208 nChanged 1 SP:Iteration 145Q (1505.533865 sec): 3 clusters Score: Raw -687046.281058 + Penalty 869.761911 = -686176.519147 nChanged 0 SP:Iteration 146F (1505.557880 sec): 3 clusters Score: Raw -687046.281058 + Penalty 869.761911 = -686176.519147 nChanged 0 Trying to split cluster 23 (5392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.573544 sec): 2 clusters Score: Raw -237231.741524 + Penalty 390.966560 = -236840.774964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.588965 sec): 3 clusters Score: Raw -234019.219972 + Penalty 781.933120 = -233237.286851 nChanged 2419 SP:Iteration 1F (1505.602786 sec): 3 clusters Score: Raw -235642.939683 + Penalty 781.933120 = -234861.006562 nChanged 445 SP:Iteration 2F (1505.616633 sec): 3 clusters Score: Raw -235996.081085 + Penalty 781.933120 = -235214.147964 nChanged 407 SP:Iteration 3F (1505.630668 sec): 3 clusters Score: Raw -236328.054222 + Penalty 781.933120 = -235546.121102 nChanged 352 SP:Iteration 4F (1505.644436 sec): 3 clusters Score: Raw -236625.863652 + Penalty 781.933120 = -235843.930531 nChanged 274 SP:Iteration 5F (1505.658219 sec): 3 clusters Score: Raw -236795.433456 + Penalty 781.933120 = -236013.500336 nChanged 172 SP:Iteration 6Q (1505.671974 sec): 3 clusters Score: Raw -236876.750595 + Penalty 781.933120 = -236094.817475 nChanged 126 SP:Iteration 7Q (1505.685647 sec): 3 clusters Score: Raw -236930.263901 + Penalty 781.933120 = -236148.330780 nChanged 95 SP:Iteration 8Q (1505.699359 sec): 3 clusters Score: Raw -236973.557093 + Penalty 781.933120 = -236191.623973 nChanged 88 SP:Iteration 9Q (1505.713039 sec): 3 clusters Score: Raw -237013.938888 + Penalty 781.933120 = -236232.005768 nChanged 91 SP:Iteration 10Q (1505.726631 sec): 3 clusters Score: Raw -237066.243906 + Penalty 781.933120 = -236284.310785 nChanged 103 SP:Iteration 11Q (1505.740274 sec): 3 clusters Score: Raw -237134.044942 + Penalty 781.933120 = -236352.111821 nChanged 96 SP:Iteration 12Q (1505.753849 sec): 3 clusters Score: Raw -237193.981300 + Penalty 781.933120 = -236412.048180 nChanged 73 SP:Iteration 13Q (1505.767442 sec): 3 clusters Score: Raw -237241.097151 + Penalty 781.933120 = -236459.164031 nChanged 68 SP:Iteration 14Q (1505.780993 sec): 3 clusters Score: Raw -237274.383575 + Penalty 781.933120 = -236492.450454 nChanged 66 SP:Iteration 15Q (1505.794510 sec): 3 clusters Score: Raw -237304.821286 + Penalty 781.933120 = -236522.888166 nChanged 47 SP:Iteration 16Q (1505.807903 sec): 3 clusters Score: Raw -237322.649719 + Penalty 781.933120 = -236540.716599 nChanged 32 SP:Iteration 17Q (1505.821289 sec): 3 clusters Score: Raw -237330.958500 + Penalty 781.933120 = -236549.025380 nChanged 31 SP:Iteration 18Q (1505.834659 sec): 3 clusters Score: Raw -237339.545688 + Penalty 781.933120 = -236557.612568 nChanged 29 SP:Iteration 19Q (1505.848116 sec): 3 clusters Score: Raw -237348.647466 + Penalty 781.933120 = -236566.714346 nChanged 27 SP:Iteration 20F (1505.861655 sec): 3 clusters Score: Raw -237356.330350 + Penalty 781.933120 = -236574.397230 nChanged 20 SP:Iteration 21Q (1505.875048 sec): 3 clusters Score: Raw -237362.402475 + Penalty 781.933120 = -236580.469354 nChanged 16 SP:Iteration 22Q (1505.888438 sec): 3 clusters Score: Raw -237365.451098 + Penalty 781.933120 = -236583.517977 nChanged 11 SP:Iteration 23Q (1505.901816 sec): 3 clusters Score: Raw -237367.214189 + Penalty 781.933120 = -236585.281069 nChanged 13 SP:Iteration 24Q (1505.915162 sec): 3 clusters Score: Raw -237368.448240 + Penalty 781.933120 = -236586.515120 nChanged 6 SP:Iteration 25Q (1505.928624 sec): 3 clusters Score: Raw -237369.151993 + Penalty 781.933120 = -236587.218872 nChanged 9 SP:Iteration 26Q (1505.941966 sec): 3 clusters Score: Raw -237369.965897 + Penalty 781.933120 = -236588.032776 nChanged 6 SP:Iteration 27Q (1505.955425 sec): 3 clusters Score: Raw -237371.149690 + Penalty 781.933120 = -236589.216569 nChanged 13 SP:Iteration 28Q (1505.968755 sec): 3 clusters Score: Raw -237373.444116 + Penalty 781.933120 = -236591.510996 nChanged 12 SP:Iteration 29Q (1505.982093 sec): 3 clusters Score: Raw -237376.301294 + Penalty 781.933120 = -236594.368174 nChanged 13 SP:Iteration 30Q (1505.995463 sec): 3 clusters Score: Raw -237379.460858 + Penalty 781.933120 = -236597.527738 nChanged 10 SP:Iteration 31Q (1506.008775 sec): 3 clusters Score: Raw -237381.246524 + Penalty 781.933120 = -236599.313404 nChanged 13 SP:Iteration 32Q (1506.022163 sec): 3 clusters Score: Raw -237383.559521 + Penalty 781.933120 = -236601.626401 nChanged 10 SP:Iteration 33Q (1506.035463 sec): 3 clusters Score: Raw -237385.256372 + Penalty 781.933120 = -236603.323252 nChanged 6 SP:Iteration 34Q (1506.056441 sec): 3 clusters Score: Raw -237386.046801 + Penalty 781.933120 = -236604.113681 nChanged 8 SP:Iteration 35Q (1506.070148 sec): 3 clusters Score: Raw -237387.024200 + Penalty 781.933120 = -236605.091080 nChanged 5 SP:Iteration 36Q (1506.083544 sec): 3 clusters Score: Raw -237387.880447 + Penalty 781.933120 = -236605.947326 nChanged 6 SP:Iteration 37Q (1506.096911 sec): 3 clusters Score: Raw -237389.070013 + Penalty 781.933120 = -236607.136893 nChanged 8 SP:Iteration 38Q (1506.110410 sec): 3 clusters Score: Raw -237390.645090 + Penalty 781.933120 = -236608.711970 nChanged 10 SP:Iteration 39Q (1506.123800 sec): 3 clusters Score: Raw -237392.000144 + Penalty 781.933120 = -236610.067024 nChanged 6 SP:Iteration 40F (1506.137507 sec): 3 clusters Score: Raw -237392.461309 + Penalty 781.933120 = -236610.528189 nChanged 4 SP:Iteration 41Q (1506.150839 sec): 3 clusters Score: Raw -237392.693528 + Penalty 781.933120 = -236610.760407 nChanged 1 SP:Iteration 42Q (1506.164649 sec): 3 clusters Score: Raw -237392.796357 + Penalty 781.933120 = -236610.863236 nChanged 0 SP:Iteration 43F (1506.178375 sec): 3 clusters Score: Raw -237392.796357 + Penalty 781.933120 = -236610.863236 nChanged 0 Trying to split cluster 24 (6163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.194977 sec): 2 clusters Score: Raw -308471.498207 + Penalty 397.047512 = -308074.450695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.212351 sec): 3 clusters Score: Raw -304715.014406 + Penalty 794.095025 = -303920.919382 nChanged 2834 SP:Iteration 1F (1506.227972 sec): 3 clusters Score: Raw -306586.264482 + Penalty 794.095025 = -305792.169458 nChanged 591 SP:Iteration 2F (1506.243517 sec): 3 clusters Score: Raw -307105.763571 + Penalty 794.095025 = -306311.668547 nChanged 577 SP:Iteration 3F (1506.259184 sec): 3 clusters Score: Raw -307639.836980 + Penalty 794.095025 = -306845.741955 nChanged 468 SP:Iteration 4F (1506.274574 sec): 3 clusters Score: Raw -308100.302921 + Penalty 794.095025 = -307306.207897 nChanged 258 SP:Iteration 5Q (1506.290206 sec): 3 clusters Score: Raw -308344.389260 + Penalty 794.095025 = -307550.294236 nChanged 154 SP:Iteration 6Q (1506.305774 sec): 3 clusters Score: Raw -308458.769994 + Penalty 794.095025 = -307664.674970 nChanged 96 SP:Iteration 7Q (1506.324930 sec): 3 clusters Score: Raw -308527.770003 + Penalty 794.095025 = -307733.674978 nChanged 80 SP:Iteration 8Q (1506.340214 sec): 3 clusters Score: Raw -308570.535580 + Penalty 794.095025 = -307776.440555 nChanged 61 SP:Iteration 9Q (1506.355141 sec): 3 clusters Score: Raw -308595.473078 + Penalty 794.095025 = -307801.378054 nChanged 42 SP:Iteration 10Q (1506.370349 sec): 3 clusters Score: Raw -308614.510692 + Penalty 794.095025 = -307820.415668 nChanged 48 SP:Iteration 11Q (1506.385380 sec): 3 clusters Score: Raw -308634.588682 + Penalty 794.095025 = -307840.493657 nChanged 47 SP:Iteration 12Q (1506.400576 sec): 3 clusters Score: Raw -308657.429486 + Penalty 794.095025 = -307863.334462 nChanged 42 SP:Iteration 13Q (1506.415698 sec): 3 clusters Score: Raw -308675.884055 + Penalty 794.095025 = -307881.789031 nChanged 32 SP:Iteration 14Q (1506.430813 sec): 3 clusters Score: Raw -308688.939076 + Penalty 794.095025 = -307894.844052 nChanged 22 SP:Iteration 15Q (1506.445752 sec): 3 clusters Score: Raw -308696.626024 + Penalty 794.095025 = -307902.531000 nChanged 13 SP:Iteration 16Q (1506.460818 sec): 3 clusters Score: Raw -308700.575713 + Penalty 794.095025 = -307906.480688 nChanged 9 SP:Iteration 17Q (1506.475912 sec): 3 clusters Score: Raw -308704.855952 + Penalty 794.095025 = -307910.760927 nChanged 4 SP:Iteration 18Q (1506.490929 sec): 3 clusters Score: Raw -308706.482802 + Penalty 794.095025 = -307912.387777 nChanged 3 SP:Iteration 19Q (1506.506044 sec): 3 clusters Score: Raw -308707.178623 + Penalty 794.095025 = -307913.083599 nChanged 5 SP:Iteration 20F (1506.521486 sec): 3 clusters Score: Raw -308708.896207 + Penalty 794.095025 = -307914.801182 nChanged 5 SP:Iteration 21Q (1506.536758 sec): 3 clusters Score: Raw -308709.875318 + Penalty 794.095025 = -307915.780293 nChanged 4 SP:Iteration 22Q (1506.551865 sec): 3 clusters Score: Raw -308711.234423 + Penalty 794.095025 = -307917.139399 nChanged 4 SP:Iteration 23Q (1506.566942 sec): 3 clusters Score: Raw -308713.174652 + Penalty 794.095025 = -307919.079628 nChanged 2 SP:Iteration 24Q (1506.581919 sec): 3 clusters Score: Raw -308713.463863 + Penalty 794.095025 = -307919.368839 nChanged 1 SP:Iteration 25Q (1506.596909 sec): 3 clusters Score: Raw -308713.832840 + Penalty 794.095025 = -307919.737815 nChanged 2 SP:Iteration 26Q (1506.611855 sec): 3 clusters Score: Raw -308714.299292 + Penalty 794.095025 = -307920.204267 nChanged 1 SP:Iteration 27Q (1506.626686 sec): 3 clusters Score: Raw -308714.406418 + Penalty 794.095025 = -307920.311394 nChanged 2 SP:Iteration 28Q (1506.641564 sec): 3 clusters Score: Raw -308714.709610 + Penalty 794.095025 = -307920.614585 nChanged 1 SP:Iteration 29Q (1506.656719 sec): 3 clusters Score: Raw -308714.792080 + Penalty 794.095025 = -307920.697056 nChanged 1 SP:Iteration 30Q (1506.671797 sec): 3 clusters Score: Raw -308715.162375 + Penalty 794.095025 = -307921.067351 nChanged 1 SP:Iteration 31Q (1506.686853 sec): 3 clusters Score: Raw -308715.407131 + Penalty 794.095025 = -307921.312106 nChanged 1 SP:Iteration 32Q (1506.701902 sec): 3 clusters Score: Raw -308715.579260 + Penalty 794.095025 = -307921.484235 nChanged 2 SP:Iteration 33Q (1506.716980 sec): 3 clusters Score: Raw -308716.124757 + Penalty 794.095025 = -307922.029732 nChanged 1 SP:Iteration 34Q (1506.732078 sec): 3 clusters Score: Raw -308716.187968 + Penalty 794.095025 = -307922.092943 nChanged 1 SP:Iteration 35Q (1506.747077 sec): 3 clusters Score: Raw -308716.263848 + Penalty 794.095025 = -307922.168823 nChanged 1 SP:Iteration 36Q (1506.762097 sec): 3 clusters Score: Raw -308716.350584 + Penalty 794.095025 = -307922.255559 nChanged 0 SP:Iteration 37F (1506.777592 sec): 3 clusters Score: Raw -308716.350584 + Penalty 794.095025 = -307922.255559 nChanged 0 Trying to split cluster 25 (1833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.790283 sec): 2 clusters Score: Raw -83336.531402 + Penalty 341.873771 = -82994.657631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.796163 sec): 3 clusters Score: Raw -82359.348356 + Penalty 683.747542 = -81675.600814 nChanged 758 SP:Iteration 1F (1506.801293 sec): 3 clusters Score: Raw -82813.687724 + Penalty 683.747542 = -82129.940182 nChanged 132 SP:Iteration 2F (1506.806433 sec): 3 clusters Score: Raw -82912.336794 + Penalty 683.747542 = -82228.589252 nChanged 120 SP:Iteration 3F (1506.811599 sec): 3 clusters Score: Raw -83010.373904 + Penalty 683.747542 = -82326.626362 nChanged 117 SP:Iteration 4F (1506.816740 sec): 3 clusters Score: Raw -83105.261666 + Penalty 683.747542 = -82421.514124 nChanged 102 SP:Iteration 5F (1506.821880 sec): 3 clusters Score: Raw -83176.431112 + Penalty 683.747542 = -82492.683570 nChanged 91 SP:Iteration 6Q (1506.827052 sec): 3 clusters Score: Raw -83231.329836 + Penalty 683.747542 = -82547.582294 nChanged 67 SP:Iteration 7Q (1506.832159 sec): 3 clusters Score: Raw -83269.655001 + Penalty 683.747542 = -82585.907459 nChanged 48 SP:Iteration 8Q (1506.837295 sec): 3 clusters Score: Raw -83291.350068 + Penalty 683.747542 = -82607.602527 nChanged 34 SP:Iteration 9Q (1506.842420 sec): 3 clusters Score: Raw -83306.797092 + Penalty 683.747542 = -82623.049551 nChanged 36 SP:Iteration 10Q (1506.847515 sec): 3 clusters Score: Raw -83320.320578 + Penalty 683.747542 = -82636.573036 nChanged 20 SP:Iteration 11Q (1506.852600 sec): 3 clusters Score: Raw -83327.222669 + Penalty 683.747542 = -82643.475128 nChanged 19 SP:Iteration 12Q (1506.857717 sec): 3 clusters Score: Raw -83332.496302 + Penalty 683.747542 = -82648.748761 nChanged 11 SP:Iteration 13Q (1506.862876 sec): 3 clusters Score: Raw -83335.421456 + Penalty 683.747542 = -82651.673914 nChanged 12 SP:Iteration 14Q (1506.867984 sec): 3 clusters Score: Raw -83337.631643 + Penalty 683.747542 = -82653.884101 nChanged 16 SP:Iteration 15Q (1506.873105 sec): 3 clusters Score: Raw -83340.994910 + Penalty 683.747542 = -82657.247368 nChanged 10 SP:Iteration 16Q (1506.878244 sec): 3 clusters Score: Raw -83342.372797 + Penalty 683.747542 = -82658.625255 nChanged 5 SP:Iteration 17Q (1506.883341 sec): 3 clusters Score: Raw -83342.951283 + Penalty 683.747542 = -82659.203742 nChanged 3 SP:Iteration 18Q (1506.888417 sec): 3 clusters Score: Raw -83343.428717 + Penalty 683.747542 = -82659.681176 nChanged 3 SP:Iteration 19Q (1506.893566 sec): 3 clusters Score: Raw -83343.854598 + Penalty 683.747542 = -82660.107056 nChanged 4 SP:Iteration 20F (1506.898610 sec): 3 clusters Score: Raw -83344.666609 + Penalty 683.747542 = -82660.919068 nChanged 2 SP:Iteration 21Q (1506.903699 sec): 3 clusters Score: Raw -83345.192845 + Penalty 683.747542 = -82661.445303 nChanged 4 SP:Iteration 22Q (1506.908817 sec): 3 clusters Score: Raw -83346.157722 + Penalty 683.747542 = -82662.410181 nChanged 5 SP:Iteration 23Q (1506.913924 sec): 3 clusters Score: Raw -83346.929565 + Penalty 683.747542 = -82663.182023 nChanged 6 SP:Iteration 24Q (1506.918994 sec): 3 clusters Score: Raw -83348.521694 + Penalty 683.747542 = -82664.774152 nChanged 8 SP:Iteration 25Q (1506.924158 sec): 3 clusters Score: Raw -83350.146938 + Penalty 683.747542 = -82666.399396 nChanged 2 SP:Iteration 26Q (1506.929295 sec): 3 clusters Score: Raw -83350.754867 + Penalty 683.747542 = -82667.007325 nChanged 3 SP:Iteration 27Q (1506.934418 sec): 3 clusters Score: Raw -83351.098489 + Penalty 683.747542 = -82667.350947 nChanged 3 SP:Iteration 28Q (1506.939542 sec): 3 clusters Score: Raw -83351.312691 + Penalty 683.747542 = -82667.565150 nChanged 2 SP:Iteration 29Q (1506.944666 sec): 3 clusters Score: Raw -83351.483717 + Penalty 683.747542 = -82667.736175 nChanged 2 SP:Iteration 30Q (1506.949754 sec): 3 clusters Score: Raw -83351.683962 + Penalty 683.747542 = -82667.936421 nChanged 0 SP:Iteration 31F (1506.954879 sec): 3 clusters Score: Raw -83351.683962 + Penalty 683.747542 = -82667.936421 nChanged 0 Trying to split cluster 26 (27315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.986209 sec): 2 clusters Score: Raw -1328205.467267 + Penalty 464.791203 = -1327740.676064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.023755 sec): 3 clusters Score: Raw -1310410.830323 + Penalty 929.582407 = -1309481.247916 nChanged 13073 SP:Iteration 1F (1507.058510 sec): 3 clusters Score: Raw -1318130.765771 + Penalty 929.582407 = -1317201.183364 nChanged 1208 SP:Iteration 2Q (1507.093128 sec): 3 clusters Score: Raw -1318505.870600 + Penalty 929.582407 = -1317576.288194 nChanged 1222 SP:Iteration 3Q (1507.128193 sec): 3 clusters Score: Raw -1318957.081408 + Penalty 929.582407 = -1318027.499001 nChanged 1186 SP:Iteration 4Q (1507.163424 sec): 3 clusters Score: Raw -1319505.550363 + Penalty 929.582407 = -1318575.967956 nChanged 1356 SP:Iteration 5Q (1507.198542 sec): 3 clusters Score: Raw -1320305.554572 + Penalty 929.582407 = -1319375.972166 nChanged 1478 SP:Iteration 6F (1507.232528 sec): 3 clusters Score: Raw -1321404.437309 + Penalty 929.582407 = -1320474.854902 nChanged 1499 SP:Iteration 7F (1507.266348 sec): 3 clusters Score: Raw -1322744.013409 + Penalty 929.582407 = -1321814.431003 nChanged 1459 SP:Iteration 8F (1507.300299 sec): 3 clusters Score: Raw -1323983.048530 + Penalty 929.582407 = -1323053.466123 nChanged 1191 SP:Iteration 9Q (1507.334917 sec): 3 clusters Score: Raw -1324850.774690 + Penalty 929.582407 = -1323921.192284 nChanged 852 SP:Iteration 10Q (1507.368716 sec): 3 clusters Score: Raw -1325297.631408 + Penalty 929.582407 = -1324368.049001 nChanged 623 SP:Iteration 11Q (1507.402192 sec): 3 clusters Score: Raw -1325573.137710 + Penalty 929.582407 = -1324643.555304 nChanged 527 SP:Iteration 12Q (1507.435585 sec): 3 clusters Score: Raw -1325784.045514 + Penalty 929.582407 = -1324854.463108 nChanged 465 SP:Iteration 13Q (1507.468917 sec): 3 clusters Score: Raw -1325977.202038 + Penalty 929.582407 = -1325047.619631 nChanged 485 SP:Iteration 14Q (1507.502216 sec): 3 clusters Score: Raw -1326190.849754 + Penalty 929.582407 = -1325261.267348 nChanged 452 SP:Iteration 15Q (1507.534989 sec): 3 clusters Score: Raw -1326383.165869 + Penalty 929.582407 = -1325453.583463 nChanged 407 SP:Iteration 16Q (1507.567962 sec): 3 clusters Score: Raw -1326544.529828 + Penalty 929.582407 = -1325614.947422 nChanged 382 SP:Iteration 17Q (1507.600704 sec): 3 clusters Score: Raw -1326702.679551 + Penalty 929.582407 = -1325773.097145 nChanged 395 SP:Iteration 18Q (1507.633198 sec): 3 clusters Score: Raw -1326890.910223 + Penalty 929.582407 = -1325961.327816 nChanged 408 SP:Iteration 19Q (1507.665581 sec): 3 clusters Score: Raw -1327098.659564 + Penalty 929.582407 = -1326169.077158 nChanged 373 SP:Iteration 20F (1507.699281 sec): 3 clusters Score: Raw -1327281.621454 + Penalty 929.582407 = -1326352.039047 nChanged 329 SP:Iteration 21Q (1507.731164 sec): 3 clusters Score: Raw -1327445.355997 + Penalty 929.582407 = -1326515.773590 nChanged 291 SP:Iteration 22Q (1507.763209 sec): 3 clusters Score: Raw -1327595.441194 + Penalty 929.582407 = -1326665.858787 nChanged 271 SP:Iteration 23Q (1507.794877 sec): 3 clusters Score: Raw -1327747.211997 + Penalty 929.582407 = -1326817.629590 nChanged 213 SP:Iteration 24Q (1507.826124 sec): 3 clusters Score: Raw -1327862.172649 + Penalty 929.582407 = -1326932.590242 nChanged 174 SP:Iteration 25Q (1507.857568 sec): 3 clusters Score: Raw -1327952.467086 + Penalty 929.582407 = -1327022.884679 nChanged 147 SP:Iteration 26Q (1507.888609 sec): 3 clusters Score: Raw -1328027.122930 + Penalty 929.582407 = -1327097.540523 nChanged 116 SP:Iteration 27Q (1507.919381 sec): 3 clusters Score: Raw -1328086.258871 + Penalty 929.582407 = -1327156.676464 nChanged 101 SP:Iteration 28Q (1507.950211 sec): 3 clusters Score: Raw -1328148.240075 + Penalty 929.582407 = -1327218.657668 nChanged 76 SP:Iteration 29Q (1507.981159 sec): 3 clusters Score: Raw -1328181.563520 + Penalty 929.582407 = -1327251.981113 nChanged 48 SP:Iteration 30Q (1508.011989 sec): 3 clusters Score: Raw -1328203.282431 + Penalty 929.582407 = -1327273.700024 nChanged 33 SP:Iteration 31Q (1508.042763 sec): 3 clusters Score: Raw -1328217.571803 + Penalty 929.582407 = -1327287.989396 nChanged 24 SP:Iteration 32Q (1508.073696 sec): 3 clusters Score: Raw -1328227.093202 + Penalty 929.582407 = -1327297.510795 nChanged 20 SP:Iteration 33Q (1508.104435 sec): 3 clusters Score: Raw -1328238.338939 + Penalty 929.582407 = -1327308.756532 nChanged 18 SP:Iteration 34Q (1508.135397 sec): 3 clusters Score: Raw -1328249.688479 + Penalty 929.582407 = -1327320.106073 nChanged 18 SP:Iteration 35Q (1508.165961 sec): 3 clusters Score: Raw -1328257.511114 + Penalty 929.582407 = -1327327.928708 nChanged 11 SP:Iteration 36Q (1508.196747 sec): 3 clusters Score: Raw -1328263.510218 + Penalty 929.582407 = -1327333.927811 nChanged 14 SP:Iteration 37Q (1508.227535 sec): 3 clusters Score: Raw -1328268.570179 + Penalty 929.582407 = -1327338.987772 nChanged 9 SP:Iteration 38Q (1508.258131 sec): 3 clusters Score: Raw -1328272.729215 + Penalty 929.582407 = -1327343.146809 nChanged 9 SP:Iteration 39Q (1508.288881 sec): 3 clusters Score: Raw -1328277.310713 + Penalty 929.582407 = -1327347.728307 nChanged 10 SP:Iteration 40F (1508.322248 sec): 3 clusters Score: Raw -1328281.310431 + Penalty 929.582407 = -1327351.728025 nChanged 9 SP:Iteration 41Q (1508.353167 sec): 3 clusters Score: Raw -1328284.306985 + Penalty 929.582407 = -1327354.724579 nChanged 8 SP:Iteration 42Q (1508.383924 sec): 3 clusters Score: Raw -1328288.323564 + Penalty 929.582407 = -1327358.741157 nChanged 5 SP:Iteration 43Q (1508.414499 sec): 3 clusters Score: Raw -1328289.734753 + Penalty 929.582407 = -1327360.152347 nChanged 1 SP:Iteration 44Q (1508.445242 sec): 3 clusters Score: Raw -1328290.024856 + Penalty 929.582407 = -1327360.442450 nChanged 0 SP:Iteration 45F (1508.478697 sec): 3 clusters Score: Raw -1328290.024856 + Penalty 929.582407 = -1327360.442450 nChanged 0 Trying to split cluster 27 (8577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.495645 sec): 2 clusters Score: Raw -401239.307388 + Penalty 412.086196 = -400827.221192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.517084 sec): 3 clusters Score: Raw -395855.886120 + Penalty 824.172393 = -395031.713727 nChanged 4014 SP:Iteration 1F (1508.537239 sec): 3 clusters Score: Raw -398247.693718 + Penalty 824.172393 = -397423.521325 nChanged 619 SP:Iteration 2F (1508.557674 sec): 3 clusters Score: Raw -398641.530117 + Penalty 824.172393 = -397817.357724 nChanged 616 SP:Iteration 3F (1508.578008 sec): 3 clusters Score: Raw -399094.552971 + Penalty 824.172393 = -398270.380578 nChanged 590 SP:Iteration 4F (1508.598314 sec): 3 clusters Score: Raw -399590.394350 + Penalty 824.172393 = -398766.221958 nChanged 521 SP:Iteration 5F (1508.618698 sec): 3 clusters Score: Raw -400053.795466 + Penalty 824.172393 = -399229.623073 nChanged 479 SP:Iteration 6F (1508.638848 sec): 3 clusters Score: Raw -400495.766769 + Penalty 824.172393 = -399671.594377 nChanged 375 SP:Iteration 7Q (1508.658608 sec): 3 clusters Score: Raw -400841.291028 + Penalty 824.172393 = -400017.118636 nChanged 248 SP:Iteration 8Q (1508.678356 sec): 3 clusters Score: Raw -401056.572096 + Penalty 824.172393 = -400232.399704 nChanged 150 SP:Iteration 9Q (1508.697819 sec): 3 clusters Score: Raw -401180.622574 + Penalty 824.172393 = -400356.450181 nChanged 75 SP:Iteration 10Q (1508.717096 sec): 3 clusters Score: Raw -401244.993438 + Penalty 824.172393 = -400420.821045 nChanged 36 SP:Iteration 11Q (1508.736520 sec): 3 clusters Score: Raw -401275.635420 + Penalty 824.172393 = -400451.463028 nChanged 13 SP:Iteration 12Q (1508.755608 sec): 3 clusters Score: Raw -401292.535310 + Penalty 824.172393 = -400468.362917 nChanged 6 SP:Iteration 13Q (1508.774501 sec): 3 clusters Score: Raw -401297.537837 + Penalty 824.172393 = -400473.365444 nChanged 4 SP:Iteration 14Q (1508.793648 sec): 3 clusters Score: Raw -401301.957106 + Penalty 824.172393 = -400477.784713 nChanged 4 SP:Iteration 15Q (1508.812651 sec): 3 clusters Score: Raw -401304.072168 + Penalty 824.172393 = -400479.899775 nChanged 2 SP:Iteration 16Q (1508.831843 sec): 3 clusters Score: Raw -401305.928117 + Penalty 824.172393 = -400481.755725 nChanged 2 SP:Iteration 17Q (1508.850827 sec): 3 clusters Score: Raw -401306.362012 + Penalty 824.172393 = -400482.189619 nChanged 0 SP:Iteration 18F (1508.870858 sec): 3 clusters Score: Raw -401306.362012 + Penalty 824.172393 = -400482.189619 nChanged 0 Trying to split cluster 28 (10250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.890157 sec): 2 clusters Score: Raw -478262.864165 + Penalty 420.194001 = -477842.670165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.912380 sec): 3 clusters Score: Raw -471981.172597 + Penalty 840.388002 = -471140.784596 nChanged 4692 SP:Iteration 1F (1508.933398 sec): 3 clusters Score: Raw -474675.902754 + Penalty 840.388002 = -473835.514752 nChanged 586 SP:Iteration 2F (1508.954373 sec): 3 clusters Score: Raw -474974.897794 + Penalty 840.388002 = -474134.509792 nChanged 615 SP:Iteration 3F (1508.975344 sec): 3 clusters Score: Raw -475337.039943 + Penalty 840.388002 = -474496.651941 nChanged 623 SP:Iteration 4F (1508.996381 sec): 3 clusters Score: Raw -475800.610104 + Penalty 840.388002 = -474960.222103 nChanged 632 SP:Iteration 5F (1509.017238 sec): 3 clusters Score: Raw -476337.555925 + Penalty 840.388002 = -475497.167923 nChanged 551 SP:Iteration 6F (1509.038337 sec): 3 clusters Score: Raw -476808.946387 + Penalty 840.388002 = -475968.558385 nChanged 456 SP:Iteration 7Q (1509.059425 sec): 3 clusters Score: Raw -477201.156658 + Penalty 840.388002 = -476360.768657 nChanged 354 SP:Iteration 8Q (1509.080544 sec): 3 clusters Score: Raw -477479.624635 + Penalty 840.388002 = -476639.236633 nChanged 248 SP:Iteration 9Q (1509.101346 sec): 3 clusters Score: Raw -477645.523538 + Penalty 840.388002 = -476805.135536 nChanged 191 SP:Iteration 10Q (1509.122110 sec): 3 clusters Score: Raw -477777.264379 + Penalty 840.388002 = -476936.876377 nChanged 154 SP:Iteration 11Q (1509.142681 sec): 3 clusters Score: Raw -477895.518211 + Penalty 840.388002 = -477055.130209 nChanged 149 SP:Iteration 12Q (1509.163102 sec): 3 clusters Score: Raw -478026.677733 + Penalty 840.388002 = -477186.289731 nChanged 139 SP:Iteration 13Q (1509.183418 sec): 3 clusters Score: Raw -478156.773560 + Penalty 840.388002 = -477316.385558 nChanged 119 SP:Iteration 14Q (1509.203763 sec): 3 clusters Score: Raw -478260.202665 + Penalty 840.388002 = -477419.814664 nChanged 93 SP:Iteration 15Q (1509.224002 sec): 3 clusters Score: Raw -478329.181897 + Penalty 840.388002 = -477488.793895 nChanged 81 SP:Iteration 16Q (1509.244221 sec): 3 clusters Score: Raw -478377.485579 + Penalty 840.388002 = -477537.097578 nChanged 85 SP:Iteration 17Q (1509.264350 sec): 3 clusters Score: Raw -478426.207793 + Penalty 840.388002 = -477585.819792 nChanged 70 SP:Iteration 18Q (1509.284484 sec): 3 clusters Score: Raw -478462.887115 + Penalty 840.388002 = -477622.499113 nChanged 61 SP:Iteration 19Q (1509.304597 sec): 3 clusters Score: Raw -478489.065501 + Penalty 840.388002 = -477648.677499 nChanged 52 SP:Iteration 20F (1509.325702 sec): 3 clusters Score: Raw -478510.687006 + Penalty 840.388002 = -477670.299004 nChanged 42 SP:Iteration 21Q (1509.346039 sec): 3 clusters Score: Raw -478520.688669 + Penalty 840.388002 = -477680.300668 nChanged 27 SP:Iteration 22Q (1509.366223 sec): 3 clusters Score: Raw -478525.501518 + Penalty 840.388002 = -477685.113516 nChanged 25 SP:Iteration 23Q (1509.386322 sec): 3 clusters Score: Raw -478528.952345 + Penalty 840.388002 = -477688.564344 nChanged 9 SP:Iteration 24Q (1509.406513 sec): 3 clusters Score: Raw -478530.049339 + Penalty 840.388002 = -477689.661338 nChanged 10 SP:Iteration 25Q (1509.426714 sec): 3 clusters Score: Raw -478531.162638 + Penalty 840.388002 = -477690.774636 nChanged 7 SP:Iteration 26Q (1509.446955 sec): 3 clusters Score: Raw -478532.059739 + Penalty 840.388002 = -477691.671738 nChanged 5 SP:Iteration 27Q (1509.466990 sec): 3 clusters Score: Raw -478532.655544 + Penalty 840.388002 = -477692.267543 nChanged 5 SP:Iteration 28Q (1509.487058 sec): 3 clusters Score: Raw -478533.057012 + Penalty 840.388002 = -477692.669011 nChanged 4 SP:Iteration 29Q (1509.507168 sec): 3 clusters Score: Raw -478533.375835 + Penalty 840.388002 = -477692.987833 nChanged 3 SP:Iteration 30Q (1509.527179 sec): 3 clusters Score: Raw -478533.569665 + Penalty 840.388002 = -477693.181664 nChanged 2 SP:Iteration 31Q (1509.547124 sec): 3 clusters Score: Raw -478533.693983 + Penalty 840.388002 = -477693.305982 nChanged 1 SP:Iteration 32Q (1509.567231 sec): 3 clusters Score: Raw -478533.712687 + Penalty 840.388002 = -477693.324686 nChanged 0 SP:Iteration 33F (1509.588312 sec): 3 clusters Score: Raw -478533.712687 + Penalty 840.388002 = -477693.324686 nChanged 0 Time taken for this iteration:717.235677 seconds. 21->29 Clusters: Score -13956295.999711, best is -13955653.370154 THE BEST YET! Main iterations: 455 (time per iteration =585.498036 ms) Total iterations: 16448 (time per iteration =16.196596 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 63017670240.000000 (time per metric unit =4.227411ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 756212042880.000000 (time per metric unit=352.284268ps) That took 266.401606 seconds.