FileBase PeterP-2013-09-04_dataset1 ElecNo 15 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.05 and 0.08 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 5139 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 5139 points ------ Starting initial clusters from distinct float masks Not enough masks (101) to generate starting clusters (300), so starting with (102) clusters instead. Assigned 102 initial classes from 101 unique masks. Deleting Class 82 (1 points): Lose 11.118167 but Gain 1370.712056 Iteration 0F (0.368688 sec): 101 clusters Score: Raw -152090.837735 + Penalty 62348.183553 = -89742.654183 nChanged 1413 Deleting Class 45 (3 points): Lose 43.951640 but Gain 1345.273381 Iteration 1F (0.558946 sec): 85 clusters Score: Raw -153891.776352 + Penalty 59205.425329 = -94686.351024 nChanged 433 Deleting Class 78 (1 points): Lose 14.953594 but Gain 1283.993673 Iteration 2F (0.737675 sec): 80 clusters Score: Raw -154483.139715 + Penalty 56902.641243 = -97580.498473 nChanged 257 Deleting Class 64 (3 points): Lose 53.432063 but Gain 1320.815757 Iteration 3F (0.913662 sec): 78 clusters Score: Raw -154697.713554 + Penalty 55731.137649 = -98966.575905 nChanged 187 Deleting Class 93 (1 points): Lose 6.957226 but Gain 1164.575769 Iteration 4Q (0.944378 sec): 77 clusters Score: Raw -154859.089292 + Penalty 54644.328688 = -100214.760604 nChanged 132 Deleting Class 73 (1 points): Lose 8.501321 but Gain 1135.217974 Iteration 5Q (0.972110 sec): 76 clusters Score: Raw -154960.498836 + Penalty 53557.674832 = -101402.824004 nChanged 113 Deleting Class 76 (4 points): Lose 56.472873 but Gain 1137.458630 Iteration 6Q (0.999094 sec): 75 clusters Score: Raw -155002.417105 + Penalty 52437.626423 = -102564.790682 nChanged 102 Deleting Class 36 (1 points): Lose 8.736174 but Gain 1082.064503 Iteration 7Q (1.024671 sec): 74 clusters Score: Raw -155090.839019 + Penalty 51424.065980 = -103666.773039 nChanged 86 Deleting Class 83 (1 points): Lose 5.001081 but Gain 1076.466337 Iteration 8Q (1.049669 sec): 73 clusters Score: Raw -155153.665629 + Penalty 50493.831729 = -104659.833900 nChanged 81 Deleting Class 97 (2 points): Lose 11.633482 but Gain 1078.272921 Iteration 9Q (1.074622 sec): 72 clusters Score: Raw -155205.049669 + Penalty 49256.313191 = -105948.736478 nChanged 62 Deleting Class 60 (6 points): Lose 55.545668 but Gain 1027.639914 Iteration 10F (1.234043 sec): 71 clusters Score: Raw -155211.956141 + Penalty 48219.807156 = -106992.148985 nChanged 61 Deleting Class 61 (2 points): Lose 11.909416 but Gain 967.296677 Iteration 11Q (1.257341 sec): 70 clusters Score: Raw -155233.418094 + Penalty 47261.626777 = -107971.791317 nChanged 62 Deleting Class 86 (2 points): Lose 5.213532 but Gain 946.113687 Iteration 12Q (1.280479 sec): 69 clusters Score: Raw -155255.384946 + Penalty 46370.657358 = -108884.727588 nChanged 48 Deleting Class 89 (2 points): Lose 11.073195 but Gain 926.523260 Iteration 13Q (1.303220 sec): 68 clusters Score: Raw -155272.033925 + Penalty 45584.259274 = -109687.774650 nChanged 51 Deleting Class 48 (2 points): Lose 13.099997 but Gain 924.769964 Iteration 14Q (1.325503 sec): 67 clusters Score: Raw -155295.740627 + Penalty 44699.282551 = -110596.458077 nChanged 60 Deleting Class 39 (14 points): Lose 77.663778 but Gain 984.755812 Iteration 15Q (1.348428 sec): 66 clusters Score: Raw -155256.020099 + Penalty 43736.869957 = -111519.150142 nChanged 66 Deleting Class 90 (1 points): Lose 12.380618 but Gain 917.539431 Iteration 16Q (1.370905 sec): 65 clusters Score: Raw -155292.290967 + Penalty 43003.294111 = -112288.996856 nChanged 54 Deleting Class 77 (1 points): Lose 4.235576 but Gain 906.258278 Iteration 17Q (1.393075 sec): 64 clusters Score: Raw -155339.236459 + Penalty 42184.367163 = -113154.869296 nChanged 47 Deleting Class 62 (5 points): Lose 25.907950 but Gain 920.024268 Iteration 18Q (1.414596 sec): 63 clusters Score: Raw -155338.576457 + Penalty 40466.532177 = -114872.044280 nChanged 48 Deleting Class 79 (3 points): Lose 23.671825 but Gain 912.132228 Iteration 19Q (1.436747 sec): 61 clusters Score: Raw -155345.447371 + Penalty 39581.741056 = -115763.706315 nChanged 54 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.05 GB. Compute initial score before splitting: Score: Raw -155345.447371 + Penalty 39581.741056 = -115763.706315Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 1 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.458583 sec): 2 clusters Score: Raw -6580.295363 + Penalty 513.637442 = -6066.657920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.459167 sec): 3 clusters Score: Raw -6541.854582 + Penalty 1024.294368 = -5517.560214 nChanged 36 SP:Iteration 1F (1.459735 sec): 3 clusters Score: Raw -6593.490062 + Penalty 1023.989520 = -5569.500542 nChanged 8 SP:Iteration 2Q (1.460312 sec): 3 clusters Score: Raw -6605.212871 + Penalty 1023.108081 = -5582.104790 nChanged 4 SP:Iteration 3Q (1.460866 sec): 3 clusters Score: Raw -6609.582964 + Penalty 1022.123258 = -5587.459706 nChanged 6 SP:Iteration 4Q (1.461418 sec): 3 clusters Score: Raw -6618.157166 + Penalty 1021.927532 = -5596.229634 nChanged 3 SP:Iteration 5Q (1.461969 sec): 3 clusters Score: Raw -6621.967527 + Penalty 1021.040854 = -5600.926673 nChanged 4 SP:Iteration 6Q (1.462517 sec): 3 clusters Score: Raw -6627.594000 + Penalty 1019.808129 = -5607.785870 nChanged 2 SP:Iteration 7Q (1.463064 sec): 3 clusters Score: Raw -6629.835287 + Penalty 1018.522602 = -5611.312685 nChanged 1 SP:Iteration 8Q (1.463610 sec): 3 clusters Score: Raw -6631.276383 + Penalty 1017.546406 = -5613.729977 nChanged 1 SP:Iteration 9Q (1.464156 sec): 3 clusters Score: Raw -6633.229740 + Penalty 1016.892312 = -5616.337428 nChanged 1 SP:Iteration 10F (1.464716 sec): 3 clusters Score: Raw -6634.824450 + Penalty 1016.892312 = -5617.932137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.465579 sec): 2 clusters Score: Raw -3141.241091 + Penalty 341.094625 = -2800.146466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.465966 sec): 3 clusters Score: Raw -3125.951173 + Penalty 682.622531 = -2443.328643 nChanged 12 SP:Iteration 1F (1.466346 sec): 3 clusters Score: Raw -3139.822769 + Penalty 682.515192 = -2457.307577 nChanged 2 SP:Iteration 2Q (1.466722 sec): 3 clusters Score: Raw -3142.665080 + Penalty 682.304904 = -2460.360176 nChanged 2 SP:Iteration 3Q (1.467097 sec): 3 clusters Score: Raw -3146.518533 + Penalty 682.621296 = -2463.897237 nChanged 1 SP:Iteration 4Q (1.467472 sec): 3 clusters Score: Raw -3148.754374 + Penalty 682.621296 = -2466.133079 nChanged 0 SP:Iteration 5F (1.467850 sec): 3 clusters Score: Raw -3148.754374 + Penalty 682.621296 = -2466.133079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.469979 sec): 2 clusters Score: Raw -12713.157490 + Penalty 616.478298 = -12096.679191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.470815 sec): 3 clusters Score: Raw -12621.981065 + Penalty 1233.888636 = -11388.092429 nChanged 87 SP:Iteration 1F (1.471636 sec): 3 clusters Score: Raw -12719.814929 + Penalty 1233.675608 = -11486.139321 nChanged 24 SP:Iteration 2F (1.472467 sec): 3 clusters Score: Raw -12751.425734 + Penalty 1233.160371 = -11518.265363 nChanged 9 SP:Iteration 3Q (1.473270 sec): 3 clusters Score: Raw -12760.413336 + Penalty 1233.457210 = -11526.956126 nChanged 6 SP:Iteration 4Q (1.474067 sec): 3 clusters Score: Raw -12765.189696 + Penalty 1233.318121 = -11531.871574 nChanged 1 SP:Iteration 5Q (1.474861 sec): 3 clusters Score: Raw -12765.551447 + Penalty 1233.318121 = -11532.233326 nChanged 0 SP:Iteration 6F (1.475672 sec): 3 clusters Score: Raw -12765.551447 + Penalty 1233.318121 = -11532.233326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 4 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.476546 sec): 2 clusters Score: Raw -5827.191382 + Penalty 623.539719 = -5203.651663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.477056 sec): 3 clusters Score: Raw -5846.465799 + Penalty 1246.719758 = -4599.746040 nChanged 24 SP:Iteration 1F (1.477559 sec): 3 clusters Score: Raw -5907.565811 + Penalty 1247.220247 = -4660.345564 nChanged 6 SP:Iteration 2Q (1.478047 sec): 3 clusters Score: Raw -5920.939812 + Penalty 1247.500402 = -4673.439409 nChanged 1 SP:Iteration 3Q (1.478533 sec): 3 clusters Score: Raw -5922.236447 + Penalty 1247.798196 = -4674.438251 nChanged 1 SP:Iteration 4Q (1.479018 sec): 3 clusters Score: Raw -5927.769772 + Penalty 1247.744978 = -4680.024794 nChanged 2 SP:Iteration 5Q (1.479506 sec): 3 clusters Score: Raw -5933.054483 + Penalty 1247.744978 = -4685.309505 nChanged 0 SP:Iteration 6F (1.480007 sec): 3 clusters Score: Raw -5933.054483 + Penalty 1247.744978 = -4685.309505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.484796 sec): 2 clusters Score: Raw -28137.366549 + Penalty 211.397022 = -27925.969527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.486627 sec): 3 clusters Score: Raw -27559.031882 + Penalty 389.650443 = -27169.381438 nChanged 370 SP:Iteration 1F (1.488420 sec): 3 clusters Score: Raw -27767.370552 + Penalty 353.026815 = -27414.343737 nChanged 127 SP:Iteration 2F (1.490208 sec): 3 clusters Score: Raw -27849.578115 + Penalty 323.803873 = -27525.774242 nChanged 107 SP:Iteration 3F (1.491988 sec): 3 clusters Score: Raw -27977.297624 + Penalty 330.030272 = -27647.267352 nChanged 99 SP:Iteration 4F (1.493775 sec): 3 clusters Score: Raw -28108.706888 + Penalty 472.277974 = -27636.428915 nChanged 26 SP:Iteration 5F (1.495586 sec): 3 clusters Score: Raw -28144.674740 + Penalty 528.832784 = -27615.841956 nChanged 1 SP:Iteration 6F (1.497389 sec): 3 clusters Score: Raw -28147.006180 + Penalty 528.832784 = -27618.173396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.499851 sec): 2 clusters Score: Raw -13730.382404 + Penalty 297.465582 = -13432.916822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.500847 sec): 3 clusters Score: Raw -13479.409975 + Penalty 594.617824 = -12884.792151 nChanged 159 SP:Iteration 1F (1.501811 sec): 3 clusters Score: Raw -13574.690829 + Penalty 599.775145 = -12974.915684 nChanged 59 SP:Iteration 2F (1.502771 sec): 3 clusters Score: Raw -13627.864678 + Penalty 606.810536 = -13021.054142 nChanged 42 SP:Iteration 3F (1.503730 sec): 3 clusters Score: Raw -13667.910985 + Penalty 608.829101 = -13059.081884 nChanged 30 SP:Iteration 4F (1.504690 sec): 3 clusters Score: Raw -13694.805556 + Penalty 610.300729 = -13084.504827 nChanged 26 SP:Iteration 5F (1.505682 sec): 3 clusters Score: Raw -13716.396163 + Penalty 613.138218 = -13103.257944 nChanged 17 SP:Iteration 6Q (1.506638 sec): 3 clusters Score: Raw -13727.763100 + Penalty 615.119443 = -13112.643658 nChanged 9 SP:Iteration 7Q (1.507594 sec): 3 clusters Score: Raw -13736.402338 + Penalty 618.898537 = -13117.503800 nChanged 11 SP:Iteration 8Q (1.508548 sec): 3 clusters Score: Raw -13745.068942 + Penalty 619.560141 = -13125.508802 nChanged 7 SP:Iteration 9Q (1.509505 sec): 3 clusters Score: Raw -13747.688257 + Penalty 619.560141 = -13128.128117 nChanged 0 SP:Iteration 10F (1.510464 sec): 3 clusters Score: Raw -13747.688257 + Penalty 619.560141 = -13128.128117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 7 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.511265 sec): 2 clusters Score: Raw -4731.083549 + Penalty 239.333050 = -4491.750499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.511720 sec): 3 clusters Score: Raw -4658.670092 + Penalty 474.811985 = -4183.858108 nChanged 34 SP:Iteration 1F (1.512165 sec): 3 clusters Score: Raw -4677.549137 + Penalty 471.954341 = -4205.594796 nChanged 17 SP:Iteration 2F (1.512608 sec): 3 clusters Score: Raw -4693.821304 + Penalty 476.070410 = -4217.750894 nChanged 12 SP:Iteration 3F (1.513053 sec): 3 clusters Score: Raw -4711.133550 + Penalty 474.466269 = -4236.667280 nChanged 12 SP:Iteration 4F (1.513507 sec): 3 clusters Score: Raw -4730.343475 + Penalty 475.051098 = -4255.292377 nChanged 6 SP:Iteration 5Q (1.513948 sec): 3 clusters Score: Raw -4739.718485 + Penalty 482.386941 = -4257.331544 nChanged 2 SP:Iteration 6Q (1.514367 sec): 3 clusters Score: Raw -4741.578256 + Penalty 482.386941 = -4259.191315 nChanged 0 SP:Iteration 7F (1.514822 sec): 3 clusters Score: Raw -4741.578256 + Penalty 482.386941 = -4259.191315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 8 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.515388 sec): 2 clusters Score: Raw -1475.648556 + Penalty 166.899637 = -1308.748920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.515684 sec): 3 clusters Score: Raw -1472.908577 + Penalty 327.519596 = -1145.388981 nChanged 7 SP:Iteration 1F (1.515973 sec): 3 clusters Score: Raw -1485.425405 + Penalty 327.489329 = -1157.936076 nChanged 1 SP:Iteration 2Q (1.516264 sec): 3 clusters Score: Raw -1485.777708 + Penalty 327.489329 = -1158.288379 nChanged 0 SP:Iteration 3F (1.516552 sec): 3 clusters Score: Raw -1485.777708 + Penalty 327.489329 = -1158.288379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 10 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.517217 sec): 2 clusters Score: Raw -3206.335880 + Penalty 578.205144 = -2628.130735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.517592 sec): 3 clusters Score: Raw -3273.766537 + Penalty 1157.003128 = -2116.763409 nChanged 4 SP:Iteration 1Q (1.517946 sec): 3 clusters Score: Raw -3288.988088 + Penalty 1156.559917 = -2132.428171 nChanged 2 SP:Iteration 2Q (1.518295 sec): 3 clusters Score: Raw -3294.772980 + Penalty 1156.476711 = -2138.296269 nChanged 1 SP:Iteration 3Q (1.518644 sec): 3 clusters Score: Raw -3299.795169 + Penalty 1156.476711 = -2143.318458 nChanged 0 SP:Iteration 4F (1.519011 sec): 3 clusters Score: Raw -3299.795169 + Penalty 1156.476711 = -2143.318458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 11 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.519465 sec): 2 clusters Score: Raw -169.527682 + Penalty 90.082860 = -79.444823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.519675 sec): 3 clusters Score: Raw -164.587968 + Penalty 189.478559 = 24.890590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 12 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.520497 sec): 2 clusters Score: Raw -4191.281431 + Penalty 123.258336 = -4068.023095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.520982 sec): 3 clusters Score: Raw -4128.526622 + Penalty 251.441554 = -3877.085068 nChanged 58 SP:Iteration 1F (1.521457 sec): 3 clusters Score: Raw -4189.023750 + Penalty 251.501637 = -3937.522113 nChanged 7 SP:Iteration 2Q (1.521918 sec): 3 clusters Score: Raw -4191.213286 + Penalty 252.501281 = -3938.712005 nChanged 3 SP:Iteration 3Q (1.522375 sec): 3 clusters Score: Raw -4192.417967 + Penalty 253.938398 = -3938.479569 nChanged 3 SP:Iteration 4F (1.522849 sec): 3 clusters Score: Raw -4194.386425 + Penalty 252.995784 = -3941.390640 nChanged 3 SP:Iteration 5Q (1.523303 sec): 3 clusters Score: Raw -4195.543473 + Penalty 254.247774 = -3941.295699 nChanged 3 SP:Iteration 6F (1.523778 sec): 3 clusters Score: Raw -4196.093316 + Penalty 254.612688 = -3941.480628 nChanged 1 SP:Iteration 7Q (1.524230 sec): 3 clusters Score: Raw -4196.445181 + Penalty 254.612688 = -3941.832493 nChanged 0 SP:Iteration 8F (1.524703 sec): 3 clusters Score: Raw -4196.445181 + Penalty 254.612688 = -3941.832493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.526188 sec): 2 clusters Score: Raw -13557.696044 + Penalty 331.761292 = -13225.934753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.527069 sec): 3 clusters Score: Raw -13363.276398 + Penalty 665.811340 = -12697.465058 nChanged 128 SP:Iteration 1F (1.527935 sec): 3 clusters Score: Raw -13455.959118 + Penalty 661.966456 = -12793.992661 nChanged 36 SP:Iteration 2F (1.528814 sec): 3 clusters Score: Raw -13486.441407 + Penalty 664.110039 = -12822.331368 nChanged 22 SP:Iteration 3F (1.529690 sec): 3 clusters Score: Raw -13500.960404 + Penalty 664.436939 = -12836.523465 nChanged 11 SP:Iteration 4Q (1.530561 sec): 3 clusters Score: Raw -13505.472545 + Penalty 662.772975 = -12842.699570 nChanged 5 SP:Iteration 5Q (1.531430 sec): 3 clusters Score: Raw -13510.073764 + Penalty 661.601173 = -12848.472591 nChanged 6 SP:Iteration 6Q (1.532300 sec): 3 clusters Score: Raw -13513.339458 + Penalty 661.005125 = -12852.334333 nChanged 3 SP:Iteration 7Q (1.533188 sec): 3 clusters Score: Raw -13513.895014 + Penalty 661.863238 = -12852.031776 nChanged 3 SP:Iteration 8F (1.534059 sec): 3 clusters Score: Raw -13515.562976 + Penalty 663.999414 = -12851.563562 nChanged 3 SP:Iteration 9F (1.534931 sec): 3 clusters Score: Raw -13516.429638 + Penalty 665.827168 = -12850.602469 nChanged 4 SP:Iteration 10F (1.535803 sec): 3 clusters Score: Raw -13518.009398 + Penalty 665.203445 = -12852.805953 nChanged 9 SP:Iteration 11Q (1.536673 sec): 3 clusters Score: Raw -13522.205984 + Penalty 666.310689 = -12855.895295 nChanged 10 SP:Iteration 12Q (1.537601 sec): 3 clusters Score: Raw -13528.660080 + Penalty 674.420754 = -12854.239326 nChanged 9 SP:Iteration 13F (1.538513 sec): 3 clusters Score: Raw -13534.365179 + Penalty 679.012750 = -12855.352429 nChanged 8 SP:Iteration 14Q (1.539424 sec): 3 clusters Score: Raw -13543.447390 + Penalty 683.947391 = -12859.499999 nChanged 9 SP:Iteration 15Q (1.540328 sec): 3 clusters Score: Raw -13554.744960 + Penalty 694.127558 = -12860.617401 nChanged 6 SP:Iteration 16Q (1.541211 sec): 3 clusters Score: Raw -13561.623118 + Penalty 702.700920 = -12858.922198 nChanged 2 SP:Iteration 17F (1.542119 sec): 3 clusters Score: Raw -13562.519245 + Penalty 703.483345 = -12859.035899 nChanged 2 SP:Iteration 18Q (1.542979 sec): 3 clusters Score: Raw -13564.885677 + Penalty 707.685066 = -12857.200611 nChanged 1 SP:Iteration 19F (1.543874 sec): 3 clusters Score: Raw -13566.271812 + Penalty 707.685066 = -12858.586746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 14 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.544529 sec): 2 clusters Score: Raw -2727.085578 + Penalty 421.102551 = -2305.983026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.544870 sec): 3 clusters Score: Raw -2764.735965 + Penalty 842.093867 = -1922.642098 nChanged 5 SP:Iteration 1F (1.545204 sec): 3 clusters Score: Raw -2789.290550 + Penalty 842.093867 = -1947.196683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 15 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.545766 sec): 2 clusters Score: Raw -1558.531786 + Penalty 296.807225 = -1261.724560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.546066 sec): 3 clusters Score: Raw -1572.158472 + Penalty 593.509606 = -978.648866 nChanged 1 SP:Iteration 1Q (1.546351 sec): 3 clusters Score: Raw -1577.651273 + Penalty 593.509606 = -984.141667 nChanged 0 SP:Iteration 2F (1.546638 sec): 3 clusters Score: Raw -1577.651273 + Penalty 593.509606 = -984.141667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 16 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.547096 sec): 2 clusters Score: Raw -216.114300 + Penalty 42.630374 = -173.483926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.547309 sec): 3 clusters Score: Raw -214.083231 + Penalty 65.520254 = -148.562977 nChanged 1 SP:Iteration 1F (1.547516 sec): 3 clusters Score: Raw -215.094905 + Penalty 65.520254 = -149.574651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 17 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.547972 sec): 2 clusters Score: Raw -225.819839 + Penalty 118.469288 = -107.350550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.548175 sec): 2 clusters Score: Raw -225.819839 + Penalty 118.469288 = -107.350550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 18 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.548719 sec): 2 clusters Score: Raw -1489.405195 + Penalty 353.777005 = -1135.628190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.549007 sec): 3 clusters Score: Raw -1523.217252 + Penalty 709.926669 = -813.290584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 19 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.553923 sec): 2 clusters Score: Raw -36750.276450 + Penalty 530.638482 = -36219.637969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.555883 sec): 3 clusters Score: Raw -36191.800778 + Penalty 1060.603612 = -35131.197166 nChanged 364 SP:Iteration 1F (1.557809 sec): 3 clusters Score: Raw -36355.217822 + Penalty 1059.679690 = -35295.538132 nChanged 97 SP:Iteration 2F (1.559740 sec): 3 clusters Score: Raw -36407.278382 + Penalty 1058.431002 = -35348.847379 nChanged 67 SP:Iteration 3F (1.561655 sec): 3 clusters Score: Raw -36454.830823 + Penalty 1060.049727 = -35394.781097 nChanged 73 SP:Iteration 4F (1.563579 sec): 3 clusters Score: Raw -36513.690816 + Penalty 1064.232838 = -35449.457978 nChanged 66 SP:Iteration 5F (1.565499 sec): 3 clusters Score: Raw -36568.444643 + Penalty 1075.755766 = -35492.688877 nChanged 63 SP:Iteration 6F (1.567481 sec): 3 clusters Score: Raw -36626.965087 + Penalty 1096.517811 = -35530.447276 nChanged 47 SP:Iteration 7Q (1.569418 sec): 3 clusters Score: Raw -36675.071557 + Penalty 1121.300410 = -35553.771146 nChanged 38 SP:Iteration 8Q (1.571271 sec): 3 clusters Score: Raw -36712.311130 + Penalty 1130.870660 = -35581.440471 nChanged 22 SP:Iteration 9Q (1.573098 sec): 3 clusters Score: Raw -36732.959221 + Penalty 1144.594688 = -35588.364533 nChanged 20 SP:Iteration 10F (1.575069 sec): 3 clusters Score: Raw -36752.408685 + Penalty 1147.998917 = -35604.409768 nChanged 11 SP:Iteration 11Q (1.576900 sec): 3 clusters Score: Raw -36762.086524 + Penalty 1151.756218 = -35610.330307 nChanged 8 SP:Iteration 12Q (1.578653 sec): 3 clusters Score: Raw -36767.628778 + Penalty 1152.422830 = -35615.205948 nChanged 3 SP:Iteration 13Q (1.580388 sec): 3 clusters Score: Raw -36770.249667 + Penalty 1159.921268 = -35610.328399 nChanged 4 SP:Iteration 14F (1.582310 sec): 3 clusters Score: Raw -36775.001000 + Penalty 1159.990943 = -35615.010057 nChanged 2 SP:Iteration 15Q (1.584038 sec): 3 clusters Score: Raw -36779.573812 + Penalty 1162.242309 = -35617.331503 nChanged 3 SP:Iteration 16Q (1.585747 sec): 3 clusters Score: Raw -36786.388789 + Penalty 1166.914954 = -35619.473835 nChanged 2 SP:Iteration 17Q (1.587476 sec): 3 clusters Score: Raw -36791.404562 + Penalty 1169.432201 = -35621.972362 nChanged 2 SP:Iteration 18Q (1.589162 sec): 3 clusters Score: Raw -36792.677248 + Penalty 1171.650018 = -35621.027230 nChanged 1 SP:Iteration 19F (1.591086 sec): 3 clusters Score: Raw -36794.361958 + Penalty 1170.631637 = -35623.730321 nChanged 2 SP:Iteration 20F (1.593008 sec): 3 clusters Score: Raw -36798.183329 + Penalty 1174.860862 = -35623.322467 nChanged 1 SP:Iteration 21F (1.594948 sec): 3 clusters Score: Raw -36798.770716 + Penalty 1174.860862 = -35623.909853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 20 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.595793 sec): 2 clusters Score: Raw -4710.562765 + Penalty 232.168149 = -4478.394616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.596254 sec): 3 clusters Score: Raw -4646.452235 + Penalty 464.167536 = -4182.284700 nChanged 45 SP:Iteration 1F (1.596701 sec): 3 clusters Score: Raw -4677.462837 + Penalty 465.173748 = -4212.289089 nChanged 9 SP:Iteration 2F (1.597149 sec): 3 clusters Score: Raw -4686.671499 + Penalty 467.054414 = -4219.617085 nChanged 9 SP:Iteration 3F (1.597592 sec): 3 clusters Score: Raw -4692.137417 + Penalty 471.083723 = -4221.053694 nChanged 5 SP:Iteration 4Q (1.598036 sec): 3 clusters Score: Raw -4694.537235 + Penalty 472.064317 = -4222.472917 nChanged 2 SP:Iteration 5Q (1.598475 sec): 3 clusters Score: Raw -4696.053083 + Penalty 473.454502 = -4222.598580 nChanged 2 SP:Iteration 6Q (1.598916 sec): 3 clusters Score: Raw -4697.728906 + Penalty 475.207790 = -4222.521116 nChanged 2 SP:Iteration 7F (1.599362 sec): 3 clusters Score: Raw -4700.366660 + Penalty 475.207790 = -4225.158870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 21 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.600421 sec): 2 clusters Score: Raw -8151.212487 + Penalty 315.706703 = -7835.505784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.601047 sec): 3 clusters Score: Raw -8039.489950 + Penalty 631.382896 = -7408.107054 nChanged 68 SP:Iteration 1F (1.601664 sec): 3 clusters Score: Raw -8099.631553 + Penalty 631.880161 = -7467.751391 nChanged 20 SP:Iteration 2F (1.602279 sec): 3 clusters Score: Raw -8127.041070 + Penalty 629.188616 = -7497.852454 nChanged 11 SP:Iteration 3Q (1.602888 sec): 3 clusters Score: Raw -8141.625961 + Penalty 631.091505 = -7510.534455 nChanged 7 SP:Iteration 4Q (1.603492 sec): 3 clusters Score: Raw -8148.504949 + Penalty 631.388085 = -7517.116864 nChanged 2 SP:Iteration 5Q (1.604092 sec): 3 clusters Score: Raw -8149.866176 + Penalty 631.921094 = -7517.945081 nChanged 1 SP:Iteration 6Q (1.604692 sec): 3 clusters Score: Raw -8150.200961 + Penalty 632.303384 = -7517.897576 nChanged 1 SP:Iteration 7F (1.605306 sec): 3 clusters Score: Raw -8150.595662 + Penalty 632.402694 = -7518.192968 nChanged 1 SP:Iteration 8Q (1.605907 sec): 3 clusters Score: Raw -8150.748612 + Penalty 632.402694 = -7518.345918 nChanged 0 SP:Iteration 9F (1.606521 sec): 3 clusters Score: Raw -8150.748612 + Penalty 632.402694 = -7518.345918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.607008 sec): 2 clusters Score: Raw -92.558079 + Penalty 40.924056 = -51.634022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.607209 sec): 2 clusters Score: Raw -92.558079 + Penalty 40.924056 = -51.634022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 23 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.607997 sec): 2 clusters Score: Raw -4830.985772 + Penalty 310.059543 = -4520.926230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.608455 sec): 3 clusters Score: Raw -4781.103819 + Penalty 621.187900 = -4159.915919 nChanged 33 SP:Iteration 1F (1.608905 sec): 3 clusters Score: Raw -4817.787219 + Penalty 625.632528 = -4192.154690 nChanged 11 SP:Iteration 2F (1.609358 sec): 3 clusters Score: Raw -4830.763166 + Penalty 621.421195 = -4209.341971 nChanged 6 SP:Iteration 3Q (1.609813 sec): 3 clusters Score: Raw -4838.287250 + Penalty 618.281406 = -4220.005844 nChanged 2 SP:Iteration 4Q (1.610268 sec): 3 clusters Score: Raw -4840.469885 + Penalty 617.734515 = -4222.735370 nChanged 1 SP:Iteration 5Q (1.610722 sec): 3 clusters Score: Raw -4843.150283 + Penalty 617.734515 = -4225.415768 nChanged 0 SP:Iteration 6F (1.611180 sec): 3 clusters Score: Raw -4843.150283 + Penalty 617.734515 = -4225.415768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.611655 sec): 2 clusters Score: Raw -491.232584 + Penalty 187.120271 = -304.112313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.611889 sec): 3 clusters Score: Raw -486.066298 + Penalty 375.422749 = -110.643549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 25 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.612336 sec): 2 clusters Score: Raw -120.661324 + Penalty 108.071258 = -12.590066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.612533 sec): 2 clusters Score: Raw -120.661324 + Penalty 108.071258 = -12.590066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613003 sec): 2 clusters Score: Raw -466.412678 + Penalty 192.812219 = -273.600459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.613236 sec): 3 clusters Score: Raw -477.223284 + Penalty 368.411958 = -108.811325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613686 sec): 2 clusters Score: Raw -150.303557 + Penalty 82.365482 = -67.938075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.613895 sec): 3 clusters Score: Raw -142.406413 + Penalty 175.055613 = 32.649200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 28 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.614702 sec): 2 clusters Score: Raw -5505.404090 + Penalty 461.934402 = -5043.469688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.615187 sec): 3 clusters Score: Raw -5484.463321 + Penalty 923.838995 = -4560.624326 nChanged 25 SP:Iteration 1F (1.615661 sec): 3 clusters Score: Raw -5526.406134 + Penalty 924.241942 = -4602.164192 nChanged 8 SP:Iteration 2F (1.616134 sec): 3 clusters Score: Raw -5540.533639 + Penalty 923.704834 = -4616.828805 nChanged 2 SP:Iteration 3Q (1.616598 sec): 3 clusters Score: Raw -5542.873598 + Penalty 923.768641 = -4619.104956 nChanged 1 SP:Iteration 4Q (1.617061 sec): 3 clusters Score: Raw -5548.500513 + Penalty 923.814558 = -4624.685955 nChanged 1 SP:Iteration 5Q (1.617522 sec): 3 clusters Score: Raw -5549.449619 + Penalty 923.978833 = -4625.470786 nChanged 3 SP:Iteration 6Q (1.617996 sec): 3 clusters Score: Raw -5555.333320 + Penalty 923.730577 = -4631.602743 nChanged 1 SP:Iteration 7Q (1.618456 sec): 3 clusters Score: Raw -5556.699804 + Penalty 923.730577 = -4632.969227 nChanged 0 SP:Iteration 8F (1.618928 sec): 3 clusters Score: Raw -5556.699804 + Penalty 923.730577 = -4632.969227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.619411 sec): 2 clusters Score: Raw -481.193015 + Penalty 186.997033 = -294.195982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.619648 sec): 3 clusters Score: Raw -493.409118 + Penalty 376.977094 = -116.432024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 30 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.620262 sec): 2 clusters Score: Raw -2490.323839 + Penalty 607.251979 = -1883.071860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.620617 sec): 3 clusters Score: Raw -2602.352414 + Penalty 1214.104874 = -1388.247540 nChanged 1 SP:Iteration 1Q (1.620944 sec): 3 clusters Score: Raw -2606.211123 + Penalty 1214.104874 = -1392.106250 nChanged 0 SP:Iteration 2F (1.621290 sec): 3 clusters Score: Raw -2606.211123 + Penalty 1214.104874 = -1392.106250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.621741 sec): 2 clusters Score: Raw -166.290772 + Penalty 95.327151 = -70.963621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.621959 sec): 3 clusters Score: Raw -164.075632 + Penalty 189.065747 = 24.990115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 32 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.622402 sec): 2 clusters Score: Raw -68.857244 + Penalty 49.344720 = -19.512524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.622597 sec): 2 clusters Score: Raw -68.857244 + Penalty 49.344720 = -19.512524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 33 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.623070 sec): 2 clusters Score: Raw -555.983102 + Penalty 251.029385 = -304.953717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.623306 sec): 3 clusters Score: Raw -557.533922 + Penalty 497.366708 = -60.167215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 34 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.623923 sec): 2 clusters Score: Raw -2198.360445 + Penalty 477.732961 = -1720.627484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.624262 sec): 3 clusters Score: Raw -2253.532258 + Penalty 952.892732 = -1300.639526 nChanged 2 SP:Iteration 1Q (1.624585 sec): 3 clusters Score: Raw -2261.516138 + Penalty 952.892732 = -1308.623405 nChanged 0 SP:Iteration 2F (1.624919 sec): 3 clusters Score: Raw -2261.516138 + Penalty 952.892732 = -1308.623405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.625365 sec): 2 clusters Score: Raw -102.982287 + Penalty 36.136311 = -66.845977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.625566 sec): 3 clusters Score: Raw -96.749863 + Penalty 36.136311 = -60.613552 nChanged 1 SP:Iteration 1F (1.625757 sec): 2 clusters Score: Raw -102.982287 + Penalty 36.136311 = -66.845977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.626209 sec): 2 clusters Score: Raw -182.613880 + Penalty 128.510923 = -54.102957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.626442 sec): 3 clusters Score: Raw -179.394405 + Penalty 257.401426 = 78.007021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 40 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.626905 sec): 2 clusters Score: Raw -341.206044 + Penalty 178.497724 = -162.708320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.627131 sec): 3 clusters Score: Raw -343.000001 + Penalty 359.123353 = 16.123352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.627582 sec): 2 clusters Score: Raw -187.317147 + Penalty 121.870454 = -65.446693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.627799 sec): 3 clusters Score: Raw -182.218335 + Penalty 234.336049 = 52.117714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.628256 sec): 2 clusters Score: Raw -279.796496 + Penalty 143.283951 = -136.512545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.628479 sec): 3 clusters Score: Raw -281.589167 + Penalty 286.567903 = 4.978735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.628925 sec): 2 clusters Score: Raw -102.712641 + Penalty 54.611876 = -48.100765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.629134 sec): 3 clusters Score: Raw -97.401171 + Penalty 102.943988 = 5.542817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.629582 sec): 2 clusters Score: Raw -117.928688 + Penalty 105.146922 = -12.781766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.629791 sec): 3 clusters Score: Raw -109.182158 + Penalty 208.688609 = 99.506450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.630240 sec): 2 clusters Score: Raw -139.728953 + Penalty 116.790360 = -22.938593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.630439 sec): 2 clusters Score: Raw -139.728953 + Penalty 116.790360 = -22.938593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.630895 sec): 2 clusters Score: Raw -317.403716 + Penalty 213.770195 = -103.633521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.631119 sec): 3 clusters Score: Raw -318.674554 + Penalty 427.170965 = 108.496410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.631572 sec): 2 clusters Score: Raw -215.783343 + Penalty 168.487130 = -47.296213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.631791 sec): 3 clusters Score: Raw -213.712121 + Penalty 333.292462 = 119.580341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.632235 sec): 2 clusters Score: Raw -109.664589 + Penalty 79.891789 = -29.772800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.632441 sec): 3 clusters Score: Raw -103.287291 + Penalty 160.829057 = 57.541766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.632886 sec): 2 clusters Score: Raw -110.647530 + Penalty 72.195741 = -38.451789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.633107 sec): 3 clusters Score: Raw -103.133581 + Penalty 146.972268 = 43.838687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 56 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.633596 sec): 2 clusters Score: Raw -780.903741 + Penalty 254.876898 = -526.026843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.633844 sec): 3 clusters Score: Raw -785.500988 + Penalty 515.572737 = -269.928250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.634291 sec): 2 clusters Score: Raw -124.474470 + Penalty 88.040524 = -36.433946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.634504 sec): 3 clusters Score: Raw -123.241219 + Penalty 160.195262 = 36.954042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.634950 sec): 2 clusters Score: Raw -120.405498 + Penalty 103.847216 = -16.558282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.635163 sec): 3 clusters Score: Raw -109.378424 + Penalty 217.244954 = 107.866530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.635605 sec): 2 clusters Score: Raw -77.371805 + Penalty 68.127495 = -9.244310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.635811 sec): 3 clusters Score: Raw -68.798189 + Penalty 136.254990 = 67.456801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.636284 sec): 2 clusters Score: Raw -706.576370 + Penalty 439.682327 = -266.894043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.636522 sec): 3 clusters Score: Raw -731.811708 + Penalty 879.176738 = 147.365031 nChanged 1 SP:Iteration 1F (1.636755 sec): 3 clusters Score: Raw -744.425571 + Penalty 879.176738 = 134.751168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.637200 sec): 2 clusters Score: Raw -115.434991 + Penalty 106.219267 = -9.215723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.637411 sec): 3 clusters Score: Raw -107.789175 + Penalty 203.674358 = 95.885183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.637854 sec): 2 clusters Score: Raw -112.991516 + Penalty 74.700585 = -38.290931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.638060 sec): 3 clusters Score: Raw -103.565654 + Penalty 74.700585 = -28.865069 nChanged 1 SP:Iteration 1F (1.638250 sec): 2 clusters Score: Raw -112.991516 + Penalty 74.700585 = -38.290931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.638692 sec): 2 clusters Score: Raw -74.166354 + Penalty 56.642867 = -17.523487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.638887 sec): 2 clusters Score: Raw -74.166354 + Penalty 56.642867 = -17.523487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.639326 sec): 2 clusters Score: Raw -31.225000 + Penalty 0.000000 = -31.225000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.639522 sec): 2 clusters Score: Raw -31.225000 + Penalty 0.000000 = -31.225000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.639976 sec): 2 clusters Score: Raw -32.465361 + Penalty 0.000000 = -32.465361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.640167 sec): 2 clusters Score: Raw -32.465361 + Penalty 0.000000 = -32.465361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.640612 sec): 2 clusters Score: Raw -70.504588 + Penalty 61.811271 = -8.693317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.640808 sec): 2 clusters Score: Raw -70.504588 + Penalty 61.811271 = -8.693317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.641249 sec): 2 clusters Score: Raw -35.374860 + Penalty 0.000000 = -35.374860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.641443 sec): 2 clusters Score: Raw -35.374860 + Penalty 0.000000 = -35.374860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.641884 sec): 2 clusters Score: Raw -72.553448 + Penalty 52.326831 = -20.226617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.642075 sec): 2 clusters Score: Raw -72.553448 + Penalty 52.326831 = -20.226617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.642510 sec): 2 clusters Score: Raw -33.399613 + Penalty 0.000000 = -33.399613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.642700 sec): 2 clusters Score: Raw -33.399613 + Penalty 0.000000 = -33.399613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 100 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.643134 sec): 2 clusters Score: Raw -34.033513 + Penalty 0.000000 = -34.033513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.643324 sec): 2 clusters Score: Raw -34.033513 + Penalty 0.000000 = -34.033513 nChanged 0 Deleting Class 96 (1 points): Lose 1.528624 but Gain 873.826938 Iteration 20F (1.782474 sec): 60 clusters Score: Raw -155375.520670 + Penalty 38724.787250 = -116650.733420 nChanged 58 Deleting Class 51 (8 points): Lose 30.981826 but Gain 878.401109 Iteration 21Q (1.804474 sec): 59 clusters Score: Raw -155372.476735 + Penalty 37771.189414 = -117601.287322 nChanged 62 Deleting Class 67 (15 points): Lose 542.300059 but Gain 1387.313895 Iteration 22Q (1.826176 sec): 58 clusters Score: Raw -154868.067917 + Penalty 37353.405637 = -117514.662280 nChanged 72 Deleting Class 66 (2 points): Lose 3.191548 but Gain 839.826158 Iteration 23F (1.954324 sec): 57 clusters Score: Raw -154929.280450 + Penalty 36375.334152 = -118553.946298 nChanged 43 Deleting Class 25 (3 points): Lose 15.793906 but Gain 840.539627 Iteration 24Q (1.975045 sec): 56 clusters Score: Raw -154933.624928 + Penalty 35557.957613 = -119375.667315 nChanged 42 Deleting Class 70 (3 points): Lose 14.696420 but Gain 826.135503 Iteration 25Q (1.995770 sec): 55 clusters Score: Raw -154940.923640 + Penalty 34867.563390 = -120073.360249 nChanged 49 Deleting Class 49 (3 points): Lose 15.090372 but Gain 817.795187 Iteration 26Q (2.016497 sec): 54 clusters Score: Raw -154967.164595 + Penalty 34132.341170 = -120834.823425 nChanged 54 Deleting Class 65 (3 points): Lose 9.646348 but Gain 807.686534 Iteration 27Q (2.036835 sec): 53 clusters Score: Raw -154998.335158 + Penalty 33343.485594 = -121654.849564 nChanged 66 Deleting Class 33 (14 points): Lose 45.470654 but Gain 812.770953 Iteration 28Q (2.057901 sec): 52 clusters Score: Raw -154989.530231 + Penalty 32042.684781 = -122946.845450 nChanged 84 Deleting Class 52 (6 points): Lose 46.421241 but Gain 803.488125 Iteration 29Q (2.078554 sec): 50 clusters Score: Raw -155010.067597 + Penalty 31392.493693 = -123617.573904 nChanged 79 Deleting Class 87 (2 points): Lose 16.218213 but Gain 761.964352 Iteration 30F (2.188735 sec): 49 clusters Score: Raw -155081.392186 + Penalty 30701.466158 = -124379.926028 nChanged 84 Deleting Class 34 (66 points): Lose 266.623705 but Gain 984.100053 Iteration 31Q (2.209595 sec): 48 clusters Score: Raw -154890.811443 + Penalty 30187.356399 = -124703.455043 nChanged 126 Deleting Class 71 (2 points): Lose 20.552000 but Gain 816.666714 Iteration 32Q (2.230208 sec): 47 clusters Score: Raw -155140.736775 + Penalty 28960.318031 = -126180.418743 nChanged 58 Deleting Class 54 (5 points): Lose 39.526371 but Gain 749.437267 Iteration 33Q (2.248861 sec): 45 clusters Score: Raw -155169.314691 + Penalty 28294.602394 = -126874.712297 nChanged 35 Deleting Class 50 (4 points): Lose 15.106025 but Gain 719.853264 Iteration 34Q (2.267348 sec): 44 clusters Score: Raw -155191.555197 + Penalty 27612.180440 = -127579.374756 nChanged 26 Deleting Class 72 (2 points): Lose 5.606412 but Gain 698.252026 Iteration 35Q (2.284835 sec): 43 clusters Score: Raw -155215.045100 + Penalty 26809.832294 = -128405.212806 nChanged 16 Deleting Class 37 (3 points): Lose 31.797980 but Gain 705.314812 Iteration 36Q (2.302463 sec): 42 clusters Score: Raw -155193.707715 + Penalty 26131.091417 = -129062.616298 nChanged 9 Deleting Class 40 (9 points): Lose 23.398771 but Gain 694.145757 Iteration 37Q (2.319649 sec): 41 clusters Score: Raw -155192.099528 + Penalty 25449.465896 = -129742.633632 nChanged 15 Deleting Class 32 (3 points): Lose 40.630811 but Gain 711.374048 Iteration 38Q (2.336537 sec): 40 clusters Score: Raw -155167.972527 + Penalty 24763.629186 = -130404.343340 nChanged 12 Deleting Class 56 (21 points): Lose 86.683646 but Gain 726.625509 Iteration 39Q (2.353537 sec): 39 clusters Score: Raw -155099.972909 + Penalty 24055.537562 = -131044.435348 nChanged 31 Deleting Class 10 (93 points): Lose 425.502912 but Gain 1102.963017 Iteration 40F (2.439536 sec): 38 clusters Score: Raw -154718.403243 + Penalty 23035.247366 = -131683.155877 nChanged 102 Deleting Class 99 (1 points): Lose 1.562467 but Gain 637.691641 Iteration 41Q (2.457564 sec): 37 clusters Score: Raw -154994.041787 + Penalty 22405.045593 = -132588.996194 nChanged 18 Deleting Class 98 (2 points): Lose 12.920994 but Gain 645.047073 Iteration 42Q (2.474419 sec): 36 clusters Score: Raw -155039.979397 + Penalty 21757.528989 = -133282.450408 nChanged 14 Deleting Class 24 (14 points): Lose 38.890707 but Gain 661.059960 Iteration 43Q (2.490696 sec): 35 clusters Score: Raw -155013.923207 + Penalty 21109.867179 = -133904.056028 nChanged 24 Deleting Class 18 (42 points): Lose 196.663974 but Gain 818.156346 Iteration 44Q (2.507023 sec): 34 clusters Score: Raw -154847.704554 + Penalty 20397.539975 = -134450.164579 nChanged 52 Deleting Class 26 (12 points): Lose 52.450229 but Gain 666.796252 Iteration 45Q (2.523438 sec): 33 clusters Score: Raw -154909.817869 + Penalty 19766.915932 = -135142.901937 nChanged 36 Deleting Class 41 (7 points): Lose 28.820809 but Gain 619.408094 Iteration 46Q (2.539560 sec): 32 clusters Score: Raw -154921.869717 + Penalty 19151.668213 = -135770.201504 nChanged 20 Deleting Class 20 (19 points): Lose 42.395939 but Gain 608.467395 Iteration 47Q (2.555309 sec): 31 clusters Score: Raw -154894.807324 + Penalty 18546.150194 = -136348.657130 nChanged 26 Deleting Class 14 (70 points): Lose 295.236997 but Gain 849.024916 Iteration 48Q (2.571487 sec): 30 clusters Score: Raw -154625.130875 + Penalty 17709.457826 = -136915.673049 nChanged 74 Deleting Class 42 (9 points): Lose 30.760517 but Gain 579.710135 Iteration 49Q (2.589201 sec): 29 clusters Score: Raw -154769.212126 + Penalty 17153.246730 = -137615.965396 nChanged 26 Deleting Class 30 (87 points): Lose 558.740432 but Gain 1219.019906 Iteration 50F (2.665485 sec): 28 clusters Score: Raw -154260.429615 + Penalty 15952.159330 = -138308.270285 nChanged 98 Deleting Class 81 (1 points): Lose 0.441458 but Gain 547.147924 Iteration 51Q (2.683127 sec): 27 clusters Score: Raw -154626.162757 + Penalty 15471.125522 = -139155.037236 nChanged 21 Deleting Class 31 (6 points): Lose 43.369601 but Gain 573.601730 Iteration 52Q (2.700099 sec): 26 clusters Score: Raw -154611.537129 + Penalty 14910.114027 = -139701.423103 nChanged 20 Deleting Class 11 (6 points): Lose 29.893668 but Gain 557.724537 Iteration 53Q (2.716850 sec): 25 clusters Score: Raw -154604.319955 + Penalty 14353.160036 = -140251.159920 nChanged 18 Deleting Class 27 (5 points): Lose 14.790241 but Gain 517.301655 Iteration 54Q (2.733503 sec): 24 clusters Score: Raw -154608.298934 + Penalty 13841.371266 = -140766.927668 nChanged 16 Deleting Class 15 (50 points): Lose 208.363747 but Gain 693.163445 Iteration 55Q (2.749587 sec): 23 clusters Score: Raw -154414.689859 + Penalty 13182.471409 = -141232.218450 nChanged 59 Deleting Class 7 (35 points): Lose 69.367717 but Gain 582.798526 Iteration 56Q (2.765782 sec): 22 clusters Score: Raw -154479.626530 + Penalty 12636.556591 = -141843.069939 nChanged 56 Deleting Class 17 (8 points): Lose 58.615829 but Gain 529.040794 Iteration 57Q (2.782380 sec): 21 clusters Score: Raw -154478.044244 + Penalty 11911.867601 = -142566.176643 nChanged 21 Deleting Class 63 (10 points): Lose 145.111825 but Gain 598.750657 Iteration 58Q (2.797912 sec): 20 clusters Score: Raw -154354.995011 + Penalty 11218.130123 = -143136.864888 nChanged 23 Deleting Class 29 (18 points): Lose 160.224656 but Gain 624.954338 Iteration 59Q (2.813591 sec): 19 clusters Score: Raw -154272.662860 + Penalty 10743.830844 = -143528.832016 nChanged 38 Deleting Class 75 (1 points): Lose 1.708906 but Gain 420.392666 Iteration 60F (2.860601 sec): 18 clusters Score: Raw -154394.525470 + Penalty 10350.162352 = -144044.363118 nChanged 23 Deleting Class 22 (4 points): Lose 36.019490 but Gain 405.226600 Iteration 61Q (2.876196 sec): 17 clusters Score: Raw -154388.883776 + Penalty 9867.646225 = -144521.237551 nChanged 12 Deleting Class 44 (1 points): Lose 3.154096 but Gain 327.068126 Iteration 62Q (2.891622 sec): 16 clusters Score: Raw -154402.903144 + Penalty 9539.827035 = -144863.076109 nChanged 8 Deleting Class 23 (154 points): Lose 305.917167 but Gain 576.848620 Iteration 63Q (2.906958 sec): 15 clusters Score: Raw -154104.219954 + Penalty 8950.909573 = -145153.310381 nChanged 159 Deleting Class 35 (2 points): Lose 3.715423 but Gain 247.757170 Iteration 64Q (2.922493 sec): 14 clusters Score: Raw -154326.336747 + Penalty 8689.316954 = -145637.019793 nChanged 31 Deleting Class 2 (130 points): Lose 427.729772 but Gain 666.474585 Iteration 65Q (2.937587 sec): 13 clusters Score: Raw -153916.970797 + Penalty 7979.273098 = -145937.697699 nChanged 153 Deleting Class 8 (7 points): Lose 68.143430 but Gain 262.788256 Iteration 66Q (2.951720 sec): 12 clusters Score: Raw -154138.347767 + Penalty 7705.472520 = -146432.875247 nChanged 38 Deleting Class 16 (3 points): Lose 10.974536 but Gain 92.881516 Iteration 67Q (2.965724 sec): 11 clusters Score: Raw -154161.592604 + Penalty 7610.798530 = -146550.794074 nChanged 21 Iteration 68Q (2.979848 sec): 11 clusters Score: Raw -154177.194347 + Penalty 7602.469491 = -146574.724856 nChanged 12 Iteration 69Q (2.994115 sec): 11 clusters Score: Raw -154182.486114 + Penalty 7597.771461 = -146584.714654 nChanged 7 Iteration 70F (3.023780 sec): 11 clusters Score: Raw -154186.117844 + Penalty 7431.271272 = -146754.846572 nChanged 5 Iteration 71Q (3.036891 sec): 11 clusters Score: Raw -154192.229984 + Penalty 7431.854543 = -146760.375441 nChanged 1 Iteration 72Q (3.049996 sec): 11 clusters Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786 nChanged 0 Iteration 73F (3.078297 sec): 11 clusters Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.05 GB. Compute initial score before splitting: Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 1 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.090436 sec): 2 clusters Score: Raw -12524.283251 + Penalty 678.299772 = -11845.983479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.091472 sec): 3 clusters Score: Raw -12418.750841 + Penalty 1356.803224 = -11061.947617 nChanged 95 SP:Iteration 1F (3.092400 sec): 3 clusters Score: Raw -12529.023478 + Penalty 1358.330225 = -11170.693253 nChanged 31 SP:Iteration 2F (3.093319 sec): 3 clusters Score: Raw -12574.282378 + Penalty 1360.839960 = -11213.442418 nChanged 16 SP:Iteration 3Q (3.094218 sec): 3 clusters Score: Raw -12597.209303 + Penalty 1365.869828 = -11231.339475 nChanged 14 SP:Iteration 4Q (3.095114 sec): 3 clusters Score: Raw -12613.773413 + Penalty 1368.862701 = -11244.910711 nChanged 10 SP:Iteration 5Q (3.095982 sec): 3 clusters Score: Raw -12628.017974 + Penalty 1373.214209 = -11254.803765 nChanged 8 SP:Iteration 6Q (3.096832 sec): 3 clusters Score: Raw -12634.460839 + Penalty 1374.609988 = -11259.850851 nChanged 3 SP:Iteration 7Q (3.097678 sec): 3 clusters Score: Raw -12638.230474 + Penalty 1378.129940 = -11260.100535 nChanged 5 SP:Iteration 8Q (3.098527 sec): 3 clusters Score: Raw -12645.100482 + Penalty 1380.774836 = -11264.325646 nChanged 6 SP:Iteration 9Q (3.099376 sec): 3 clusters Score: Raw -12652.694100 + Penalty 1382.443771 = -11270.250330 nChanged 5 SP:Iteration 10F (3.100261 sec): 3 clusters Score: Raw -12657.883966 + Penalty 1392.350396 = -11265.533570 nChanged 11 SP:Iteration 11F (3.101140 sec): 3 clusters Score: Raw -12672.655965 + Penalty 1404.440570 = -11268.215395 nChanged 12 SP:Iteration 12Q (3.101975 sec): 3 clusters Score: Raw -12690.113588 + Penalty 1413.543129 = -11276.570458 nChanged 11 SP:Iteration 13Q (3.102805 sec): 3 clusters Score: Raw -12704.896496 + Penalty 1423.203594 = -11281.692901 nChanged 8 SP:Iteration 14Q (3.103624 sec): 3 clusters Score: Raw -12718.336886 + Penalty 1436.911274 = -11281.425613 nChanged 10 SP:Iteration 15F (3.104504 sec): 3 clusters Score: Raw -12735.741569 + Penalty 1447.144278 = -11288.597290 nChanged 11 SP:Iteration 16Q (3.105304 sec): 3 clusters Score: Raw -12755.049079 + Penalty 1456.242344 = -11298.806735 nChanged 5 SP:Iteration 17Q (3.106089 sec): 3 clusters Score: Raw -12763.294746 + Penalty 1469.436301 = -11293.858445 nChanged 6 SP:Iteration 18F (3.106968 sec): 3 clusters Score: Raw -12779.713624 + Penalty 1479.221733 = -11300.491892 nChanged 4 SP:Iteration 19Q (3.107731 sec): 3 clusters Score: Raw -12789.877306 + Penalty 1479.561862 = -11310.315444 nChanged 1 SP:Iteration 20F (3.108610 sec): 3 clusters Score: Raw -12792.032260 + Penalty 1479.561862 = -11312.470398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.110095 sec): 2 clusters Score: Raw -13674.985010 + Penalty 622.382174 = -13052.602837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.110970 sec): 3 clusters Score: Raw -13554.132949 + Penalty 1245.165378 = -12308.967570 nChanged 95 SP:Iteration 1F (3.111828 sec): 3 clusters Score: Raw -13654.409830 + Penalty 1245.247210 = -12409.162620 nChanged 29 SP:Iteration 2F (3.112686 sec): 3 clusters Score: Raw -13682.716213 + Penalty 1244.749137 = -12437.967076 nChanged 21 SP:Iteration 3F (3.113543 sec): 3 clusters Score: Raw -13721.421387 + Penalty 1244.531480 = -12476.889907 nChanged 12 SP:Iteration 4Q (3.114383 sec): 3 clusters Score: Raw -13735.385013 + Penalty 1242.800823 = -12492.584190 nChanged 7 SP:Iteration 5Q (3.115222 sec): 3 clusters Score: Raw -13740.772043 + Penalty 1243.015390 = -12497.756653 nChanged 1 SP:Iteration 6Q (3.116059 sec): 3 clusters Score: Raw -13741.503404 + Penalty 1243.015390 = -12498.488015 nChanged 0 SP:Iteration 7F (3.116912 sec): 3 clusters Score: Raw -13741.503404 + Penalty 1243.015390 = -12498.488015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 4 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.117857 sec): 2 clusters Score: Raw -6705.024732 + Penalty 652.234727 = -6052.790006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.118450 sec): 3 clusters Score: Raw -6714.263832 + Penalty 1304.932906 = -5409.330926 nChanged 28 SP:Iteration 1F (3.119005 sec): 3 clusters Score: Raw -6762.160417 + Penalty 1304.091026 = -5458.069391 nChanged 5 SP:Iteration 2Q (3.119548 sec): 3 clusters Score: Raw -6776.202022 + Penalty 1303.663609 = -5472.538413 nChanged 2 SP:Iteration 3Q (3.120085 sec): 3 clusters Score: Raw -6781.044801 + Penalty 1303.663609 = -5477.381192 nChanged 0 SP:Iteration 4F (3.120637 sec): 3 clusters Score: Raw -6781.044801 + Penalty 1303.663609 = -5477.381192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (1814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.129712 sec): 2 clusters Score: Raw -55401.539833 + Penalty 305.988209 = -55095.551625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.133373 sec): 3 clusters Score: Raw -54290.652986 + Penalty 621.446649 = -53669.206338 nChanged 760 SP:Iteration 1F (3.137076 sec): 3 clusters Score: Raw -54808.543120 + Penalty 672.371151 = -54136.171969 nChanged 328 SP:Iteration 2F (3.140409 sec): 3 clusters Score: Raw -55191.536771 + Penalty 750.446895 = -54441.089876 nChanged 145 SP:Iteration 3F (3.143743 sec): 3 clusters Score: Raw -55363.342681 + Penalty 768.691957 = -54594.650724 nChanged 36 SP:Iteration 4Q (3.147142 sec): 3 clusters Score: Raw -55432.826462 + Penalty 774.984855 = -54657.841607 nChanged 7 SP:Iteration 5Q (3.149927 sec): 3 clusters Score: Raw -55438.074214 + Penalty 775.880810 = -54662.193404 nChanged 5 SP:Iteration 6Q (3.152682 sec): 3 clusters Score: Raw -55440.046952 + Penalty 777.450259 = -54662.596693 nChanged 4 SP:Iteration 7Q (3.155431 sec): 3 clusters Score: Raw -55443.617062 + Penalty 783.685308 = -54659.931754 nChanged 5 SP:Iteration 8F (3.158729 sec): 3 clusters Score: Raw -55446.157173 + Penalty 788.590770 = -54657.566403 nChanged 3 SP:Iteration 9F (3.162016 sec): 3 clusters Score: Raw -55448.310855 + Penalty 788.690346 = -54659.620508 nChanged 2 SP:Iteration 10F (3.165301 sec): 3 clusters Score: Raw -55448.752553 + Penalty 788.690346 = -54660.062207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 6 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.166799 sec): 2 clusters Score: Raw -3524.239272 + Penalty 324.274333 = -3199.964939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.167264 sec): 3 clusters Score: Raw -3491.798798 + Penalty 650.449594 = -2841.349204 nChanged 35 SP:Iteration 1F (3.167721 sec): 3 clusters Score: Raw -3549.407168 + Penalty 649.015965 = -2900.391203 nChanged 13 SP:Iteration 2F (3.168175 sec): 3 clusters Score: Raw -3584.081041 + Penalty 647.760768 = -2936.320273 nChanged 8 SP:Iteration 3F (3.168631 sec): 3 clusters Score: Raw -3599.645745 + Penalty 645.544998 = -2954.100748 nChanged 5 SP:Iteration 4Q (3.169069 sec): 3 clusters Score: Raw -3605.077421 + Penalty 644.034580 = -2961.042841 nChanged 2 SP:Iteration 5Q (3.169505 sec): 3 clusters Score: Raw -3607.068311 + Penalty 642.564752 = -2964.503559 nChanged 3 SP:Iteration 6Q (3.169944 sec): 3 clusters Score: Raw -3612.730536 + Penalty 642.464732 = -2970.265804 nChanged 1 SP:Iteration 7Q (3.170374 sec): 3 clusters Score: Raw -3613.772219 + Penalty 642.464732 = -2971.307487 nChanged 0 SP:Iteration 8F (3.170827 sec): 3 clusters Score: Raw -3613.772219 + Penalty 642.464732 = -2971.307487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 12 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172045 sec): 2 clusters Score: Raw -4591.833595 + Penalty 153.409186 = -4438.424409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.172554 sec): 3 clusters Score: Raw -4501.470214 + Penalty 308.303941 = -4193.166273 nChanged 60 SP:Iteration 1F (3.173082 sec): 3 clusters Score: Raw -4546.755436 + Penalty 316.024456 = -4230.730981 nChanged 24 SP:Iteration 2F (3.173583 sec): 3 clusters Score: Raw -4580.655757 + Penalty 325.335002 = -4255.320755 nChanged 17 SP:Iteration 3F (3.174081 sec): 3 clusters Score: Raw -4597.618554 + Penalty 319.677131 = -4277.941423 nChanged 9 SP:Iteration 4F (3.174580 sec): 3 clusters Score: Raw -4609.636240 + Penalty 324.044502 = -4285.591738 nChanged 5 SP:Iteration 5Q (3.175062 sec): 3 clusters Score: Raw -4613.588318 + Penalty 323.275957 = -4290.312361 nChanged 1 SP:Iteration 6Q (3.175540 sec): 3 clusters Score: Raw -4614.169664 + Penalty 324.133208 = -4290.036455 nChanged 1 SP:Iteration 7F (3.176043 sec): 3 clusters Score: Raw -4614.378665 + Penalty 324.133208 = -4290.245457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177889 sec): 2 clusters Score: Raw -13580.928229 + Penalty 340.820496 = -13240.107733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.178812 sec): 3 clusters Score: Raw -13396.358765 + Penalty 695.480486 = -12700.878280 nChanged 137 SP:Iteration 1F (3.179709 sec): 3 clusters Score: Raw -13507.639807 + Penalty 699.833160 = -12807.806646 nChanged 32 SP:Iteration 2F (3.180591 sec): 3 clusters Score: Raw -13527.517598 + Penalty 703.140256 = -12824.377342 nChanged 13 SP:Iteration 3Q (3.181455 sec): 3 clusters Score: Raw -13539.968706 + Penalty 709.224628 = -12830.744078 nChanged 12 SP:Iteration 4Q (3.182319 sec): 3 clusters Score: Raw -13552.027214 + Penalty 714.602840 = -12837.424374 nChanged 10 SP:Iteration 5Q (3.183181 sec): 3 clusters Score: Raw -13561.893201 + Penalty 721.329848 = -12840.563353 nChanged 9 SP:Iteration 6Q (3.184040 sec): 3 clusters Score: Raw -13573.440693 + Penalty 724.095782 = -12849.344911 nChanged 7 SP:Iteration 7Q (3.184900 sec): 3 clusters Score: Raw -13580.012237 + Penalty 724.175510 = -12855.836727 nChanged 4 SP:Iteration 8Q (3.185748 sec): 3 clusters Score: Raw -13582.688532 + Penalty 724.207127 = -12858.481405 nChanged 2 SP:Iteration 9Q (3.186591 sec): 3 clusters Score: Raw -13589.825402 + Penalty 724.084918 = -12865.740484 nChanged 1 SP:Iteration 10F (3.187456 sec): 3 clusters Score: Raw -13591.310945 + Penalty 724.084918 = -12867.226027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 19 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191603 sec): 2 clusters Score: Raw -41789.440266 + Penalty 544.310045 = -41245.130221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193805 sec): 3 clusters Score: Raw -41141.301318 + Penalty 1088.250475 = -40053.050843 nChanged 419 SP:Iteration 1F (3.196046 sec): 3 clusters Score: Raw -41341.366568 + Penalty 1088.128547 = -40253.238021 nChanged 118 SP:Iteration 2F (3.198238 sec): 3 clusters Score: Raw -41407.556048 + Penalty 1088.335751 = -40319.220297 nChanged 71 SP:Iteration 3F (3.200455 sec): 3 clusters Score: Raw -41444.310493 + Penalty 1088.309778 = -40356.000715 nChanged 55 SP:Iteration 4Q (3.202686 sec): 3 clusters Score: Raw -41477.295801 + Penalty 1088.432657 = -40388.863144 nChanged 46 SP:Iteration 5Q (3.204851 sec): 3 clusters Score: Raw -41493.628103 + Penalty 1088.524839 = -40405.103263 nChanged 23 SP:Iteration 6Q (3.207000 sec): 3 clusters Score: Raw -41500.769088 + Penalty 1088.548422 = -40412.220666 nChanged 18 SP:Iteration 7Q (3.209148 sec): 3 clusters Score: Raw -41504.480394 + Penalty 1088.571846 = -40415.908549 nChanged 10 SP:Iteration 8Q (3.211296 sec): 3 clusters Score: Raw -41506.951427 + Penalty 1088.624873 = -40418.326555 nChanged 12 SP:Iteration 9Q (3.213443 sec): 3 clusters Score: Raw -41509.675627 + Penalty 1088.709006 = -40420.966621 nChanged 12 SP:Iteration 10F (3.215600 sec): 3 clusters Score: Raw -41513.673431 + Penalty 1088.777630 = -40424.895801 nChanged 17 SP:Iteration 11Q (3.217747 sec): 3 clusters Score: Raw -41519.472197 + Penalty 1088.829910 = -40430.642287 nChanged 18 SP:Iteration 12Q (3.219925 sec): 3 clusters Score: Raw -41525.312705 + Penalty 1088.788794 = -40436.523911 nChanged 11 SP:Iteration 13Q (3.222072 sec): 3 clusters Score: Raw -41528.438388 + Penalty 1088.952324 = -40439.486063 nChanged 14 SP:Iteration 14Q (3.224227 sec): 3 clusters Score: Raw -41532.048986 + Penalty 1089.500043 = -40442.548943 nChanged 16 SP:Iteration 15Q (3.226419 sec): 3 clusters Score: Raw -41536.612852 + Penalty 1090.555093 = -40446.057760 nChanged 20 SP:Iteration 16Q (3.228587 sec): 3 clusters Score: Raw -41541.278188 + Penalty 1091.680844 = -40449.597343 nChanged 16 SP:Iteration 17Q (3.230738 sec): 3 clusters Score: Raw -41546.084026 + Penalty 1094.036357 = -40452.047669 nChanged 23 SP:Iteration 18Q (3.232887 sec): 3 clusters Score: Raw -41558.709962 + Penalty 1096.618965 = -40462.090997 nChanged 28 SP:Iteration 19Q (3.235033 sec): 3 clusters Score: Raw -41572.020449 + Penalty 1098.519546 = -40473.500902 nChanged 22 SP:Iteration 20F (3.237187 sec): 3 clusters Score: Raw -41582.921664 + Penalty 1101.787405 = -40481.134260 nChanged 31 SP:Iteration 21Q (3.239342 sec): 3 clusters Score: Raw -41601.111879 + Penalty 1106.809621 = -40494.302258 nChanged 34 SP:Iteration 22Q (3.241499 sec): 3 clusters Score: Raw -41622.268344 + Penalty 1114.350588 = -40507.917756 nChanged 42 SP:Iteration 23Q (3.243656 sec): 3 clusters Score: Raw -41646.158464 + Penalty 1121.256507 = -40524.901956 nChanged 33 SP:Iteration 24Q (3.245850 sec): 3 clusters Score: Raw -41665.560613 + Penalty 1124.680644 = -40540.879969 nChanged 31 SP:Iteration 25Q (3.248072 sec): 3 clusters Score: Raw -41687.350443 + Penalty 1129.836303 = -40557.514140 nChanged 32 SP:Iteration 26Q (3.250262 sec): 3 clusters Score: Raw -41711.559588 + Penalty 1134.061111 = -40577.498477 nChanged 22 SP:Iteration 27Q (3.252417 sec): 3 clusters Score: Raw -41728.807202 + Penalty 1137.453490 = -40591.353712 nChanged 18 SP:Iteration 28Q (3.254582 sec): 3 clusters Score: Raw -41742.495571 + Penalty 1140.286655 = -40602.208916 nChanged 11 SP:Iteration 29Q (3.256738 sec): 3 clusters Score: Raw -41750.777853 + Penalty 1142.949970 = -40607.827883 nChanged 12 SP:Iteration 30F (3.258893 sec): 3 clusters Score: Raw -41759.794255 + Penalty 1144.551244 = -40615.243011 nChanged 10 SP:Iteration 31Q (3.261054 sec): 3 clusters Score: Raw -41767.376321 + Penalty 1145.511383 = -40621.864939 nChanged 7 SP:Iteration 32Q (3.263215 sec): 3 clusters Score: Raw -41772.494958 + Penalty 1150.283523 = -40622.211435 nChanged 7 SP:Iteration 33Q (3.265372 sec): 3 clusters Score: Raw -41777.944945 + Penalty 1149.983009 = -40627.961936 nChanged 8 SP:Iteration 34Q (3.267529 sec): 3 clusters Score: Raw -41784.117488 + Penalty 1152.795241 = -40631.322247 nChanged 6 SP:Iteration 35Q (3.269683 sec): 3 clusters Score: Raw -41789.505663 + Penalty 1157.405737 = -40632.099926 nChanged 6 SP:Iteration 36Q (3.271819 sec): 3 clusters Score: Raw -41794.659028 + Penalty 1154.888798 = -40639.770230 nChanged 3 SP:Iteration 37Q (3.273988 sec): 3 clusters Score: Raw -41795.618451 + Penalty 1154.773925 = -40640.844526 nChanged 2 SP:Iteration 38Q (3.276113 sec): 3 clusters Score: Raw -41796.773334 + Penalty 1154.773925 = -40641.999409 nChanged 0 SP:Iteration 39F (3.278362 sec): 3 clusters Score: Raw -41796.773334 + Penalty 1154.773925 = -40641.999409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 21 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.280132 sec): 2 clusters Score: Raw -9139.715991 + Penalty 351.190389 = -8788.525602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.280839 sec): 3 clusters Score: Raw -9009.702621 + Penalty 705.391260 = -8304.311360 nChanged 89 SP:Iteration 1F (3.281532 sec): 3 clusters Score: Raw -9079.732330 + Penalty 716.544475 = -8363.187856 nChanged 35 SP:Iteration 2F (3.282223 sec): 3 clusters Score: Raw -9130.266097 + Penalty 736.820566 = -8393.445531 nChanged 26 SP:Iteration 3F (3.282941 sec): 3 clusters Score: Raw -9163.905366 + Penalty 751.140347 = -8412.765019 nChanged 15 SP:Iteration 4F (3.283632 sec): 3 clusters Score: Raw -9196.219458 + Penalty 757.377861 = -8438.841598 nChanged 7 SP:Iteration 5Q (3.284294 sec): 3 clusters Score: Raw -9204.813881 + Penalty 757.072453 = -8447.741428 nChanged 3 SP:Iteration 6Q (3.284948 sec): 3 clusters Score: Raw -9207.756858 + Penalty 757.900934 = -8449.855924 nChanged 1 SP:Iteration 7Q (3.285601 sec): 3 clusters Score: Raw -9207.993270 + Penalty 757.900934 = -8450.092336 nChanged 0 SP:Iteration 8F (3.286266 sec): 3 clusters Score: Raw -9207.993270 + Penalty 757.900934 = -8450.092336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 28 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287702 sec): 2 clusters Score: Raw -8650.258657 + Penalty 500.773588 = -8149.485068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.288326 sec): 3 clusters Score: Raw -8582.535706 + Penalty 997.929392 = -7584.606315 nChanged 55 SP:Iteration 1F (3.288940 sec): 3 clusters Score: Raw -8653.278305 + Penalty 996.917101 = -7656.361203 nChanged 7 SP:Iteration 2Q (3.289550 sec): 3 clusters Score: Raw -8661.825922 + Penalty 997.954722 = -7663.871199 nChanged 5 SP:Iteration 3Q (3.290161 sec): 3 clusters Score: Raw -8668.365262 + Penalty 998.802010 = -7669.563252 nChanged 2 SP:Iteration 4Q (3.290767 sec): 3 clusters Score: Raw -8670.831911 + Penalty 999.682987 = -7671.148924 nChanged 2 SP:Iteration 5Q (3.291373 sec): 3 clusters Score: Raw -8676.130815 + Penalty 1000.574848 = -7675.555967 nChanged 2 SP:Iteration 6Q (3.291979 sec): 3 clusters Score: Raw -8679.034693 + Penalty 1001.547176 = -7677.487516 nChanged 2 SP:Iteration 7Q (3.292584 sec): 3 clusters Score: Raw -8680.030298 + Penalty 1002.057522 = -7677.972776 nChanged 1 SP:Iteration 8Q (3.293190 sec): 3 clusters Score: Raw -8680.954273 + Penalty 1002.057522 = -7678.896751 nChanged 0 SP:Iteration 9F (3.293805 sec): 3 clusters Score: Raw -8680.954273 + Penalty 1002.057522 = -7678.896751 nChanged 0 Time taken for this iteration:3.153563 seconds. 300->11 Clusters: Score -146760.325786, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 74 (time per iteration =44.608230 ms) Total iterations: 482 (time per iteration =6.848566 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 336038125.000000 (time per metric unit =9.823317ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8400953125.000000 (time per metric unit=392.932677ps) That took 3.301009 seconds.