FileBase PeterP-2014-03-27_dataset1 ElecNo 17 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 0.34 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 37682 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 37682 points ------ Starting initial clusters from distinct float masks Not enough masks (206) to generate starting clusters (300), so starting with (207) clusters instead. Assigned 207 initial classes from 206 unique masks. Deleting Class 177 (1 points): Lose 2.551656 but Gain 1677.826730 Iteration 0F (4.679386 sec): 206 clusters Score: Raw -1998206.087691 + Penalty 222600.858900 = -1775605.228791 nChanged 7792 Deleting Class 178 (1 points): Lose 7.649143 but Gain 1683.119993 Iteration 1F (8.064530 sec): 196 clusters Score: Raw -2018484.213469 + Penalty 221366.281774 = -1797117.931695 nChanged 2627 Deleting Class 190 (1 points): Lose 15.734518 but Gain 1668.581042 Iteration 2F (11.430999 sec): 195 clusters Score: Raw -2025045.674407 + Penalty 218941.153305 = -1806104.521102 nChanged 1608 Deleting Class 145 (2 points): Lose 15.186499 but Gain 1666.186466 Iteration 3Q (11.901731 sec): 193 clusters Score: Raw -2029080.227152 + Penalty 217564.065694 = -1811516.161457 nChanged 1154 Deleting Class 127 (1 points): Lose 10.367528 but Gain 1622.681994 Iteration 4Q (12.317872 sec): 192 clusters Score: Raw -2031100.908666 + Penalty 216092.053095 = -1815008.855570 nChanged 819 Deleting Class 179 (1 points): Lose 15.998322 but Gain 1608.263183 Iteration 5Q (12.688285 sec): 191 clusters Score: Raw -2032155.106116 + Penalty 214460.185593 = -1817694.920523 nChanged 703 Deleting Class 93 (9 points): Lose 104.292102 but Gain 1678.700423 Iteration 6Q (13.041768 sec): 190 clusters Score: Raw -2032772.005144 + Penalty 212849.426104 = -1819922.579040 nChanged 698 Deleting Class 122 (5 points): Lose 64.341753 but Gain 1612.507235 Iteration 7Q (13.391129 sec): 189 clusters Score: Raw -2033355.607570 + Penalty 211294.442171 = -1822061.165399 nChanged 718 Deleting Class 188 (1 points): Lose 2.255438 but Gain 1550.038717 Iteration 8Q (13.739869 sec): 188 clusters Score: Raw -2033874.685374 + Penalty 209781.390786 = -1824093.294588 nChanged 716 Deleting Class 167 (5 points): Lose 68.267368 but Gain 1612.474350 Iteration 9Q (14.083819 sec): 187 clusters Score: Raw -2034276.623899 + Penalty 208237.537630 = -1826039.086269 nChanged 737 Deleting Class 198 (1 points): Lose 3.143358 but Gain 1530.655367 Iteration 10F (17.303136 sec): 186 clusters Score: Raw -2034929.500703 + Penalty 206684.156909 = -1828245.343793 nChanged 804 Deleting Class 166 (1 points): Lose 7.165687 but Gain 1528.777985 Iteration 11Q (17.657516 sec): 185 clusters Score: Raw -2035766.242941 + Penalty 205095.429693 = -1830670.813248 nChanged 755 Deleting Class 4 (15 points): Lose 138.585870 but Gain 1658.306787 Iteration 12Q (18.003068 sec): 184 clusters Score: Raw -2036111.117745 + Penalty 203449.212126 = -1832661.905619 nChanged 794 Deleting Class 106 (25 points): Lose 178.843565 but Gain 1679.744694 Iteration 13Q (18.347113 sec): 183 clusters Score: Raw -2036431.852963 + Penalty 202015.221364 = -1834416.631599 nChanged 742 Deleting Class 186 (3 points): Lose 29.987933 but Gain 1512.564009 Iteration 14Q (18.681856 sec): 182 clusters Score: Raw -2036881.979372 + Penalty 200500.600087 = -1836381.379284 nChanged 674 Deleting Class 192 (2 points): Lose 23.686545 but Gain 1506.141324 Iteration 15Q (19.004878 sec): 181 clusters Score: Raw -2037204.353383 + Penalty 199067.776318 = -1838136.577065 nChanged 690 Deleting Class 125 (8 points): Lose 70.148456 but Gain 1548.026076 Iteration 16Q (19.327586 sec): 180 clusters Score: Raw -2037515.029660 + Penalty 197539.786554 = -1839975.243106 nChanged 702 Deleting Class 170 (3 points): Lose 27.072643 but Gain 1501.347337 Iteration 17Q (19.650587 sec): 179 clusters Score: Raw -2037847.859317 + Penalty 196051.273302 = -1841796.586016 nChanged 635 Deleting Class 95 (3 points): Lose 41.210135 but Gain 1501.746254 Iteration 18Q (19.965589 sec): 178 clusters Score: Raw -2038126.680284 + Penalty 194621.198743 = -1843505.481541 nChanged 595 Deleting Class 171 (9 points): Lose 116.587152 but Gain 1575.149133 Iteration 19Q (20.271668 sec): 177 clusters Score: Raw -2038323.541020 + Penalty 193171.052143 = -1845152.488878 nChanged 549 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2038323.541020 + Penalty 193171.052143 = -1845152.488878Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.407756 sec): 2 clusters Score: Raw -11680.622927 + Penalty 623.772256 = -11056.850672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.408375 sec): 3 clusters Score: Raw -11701.288471 + Penalty 1247.561646 = -10453.726825 nChanged 49 SP:Iteration 1F (20.409018 sec): 3 clusters Score: Raw -11787.125141 + Penalty 1247.390081 = -10539.735060 nChanged 13 SP:Iteration 2F (20.409625 sec): 3 clusters Score: Raw -11807.356043 + Penalty 1248.253546 = -10559.102497 nChanged 5 SP:Iteration 3Q (20.410205 sec): 3 clusters Score: Raw -11817.986086 + Penalty 1248.353980 = -10569.632106 nChanged 5 SP:Iteration 4Q (20.410780 sec): 3 clusters Score: Raw -11827.470786 + Penalty 1248.526797 = -10578.943989 nChanged 1 SP:Iteration 5Q (20.411353 sec): 3 clusters Score: Raw -11829.793525 + Penalty 1248.603348 = -10581.190177 nChanged 1 SP:Iteration 6Q (20.411927 sec): 3 clusters Score: Raw -11832.218375 + Penalty 1248.603348 = -10583.615027 nChanged 0 SP:Iteration 7F (20.412530 sec): 3 clusters Score: Raw -11832.218375 + Penalty 1248.603348 = -10583.615027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (2627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.425236 sec): 2 clusters Score: Raw -148390.639489 + Penalty 151.503898 = -148239.135591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.430054 sec): 3 clusters Score: Raw -146669.834042 + Penalty 317.557054 = -146352.276988 nChanged 1232 SP:Iteration 1F (20.434777 sec): 3 clusters Score: Raw -147740.599945 + Penalty 318.108776 = -147422.491169 nChanged 392 SP:Iteration 2F (20.439484 sec): 3 clusters Score: Raw -147998.333429 + Penalty 315.986472 = -147682.346957 nChanged 156 SP:Iteration 3F (20.444177 sec): 3 clusters Score: Raw -148095.382246 + Penalty 315.443902 = -147779.938344 nChanged 114 SP:Iteration 4Q (20.448868 sec): 3 clusters Score: Raw -148204.053801 + Penalty 309.767256 = -147894.286545 nChanged 92 SP:Iteration 5Q (20.453556 sec): 3 clusters Score: Raw -148292.983776 + Penalty 313.403798 = -147979.579978 nChanged 61 SP:Iteration 6Q (20.458124 sec): 3 clusters Score: Raw -148330.990790 + Penalty 317.114833 = -148013.875957 nChanged 37 SP:Iteration 7Q (20.462468 sec): 3 clusters Score: Raw -148354.642812 + Penalty 319.121654 = -148035.521158 nChanged 32 SP:Iteration 8Q (20.466749 sec): 3 clusters Score: Raw -148371.308373 + Penalty 325.620177 = -148045.688195 nChanged 28 SP:Iteration 9Q (20.470864 sec): 3 clusters Score: Raw -148387.764171 + Penalty 318.622906 = -148069.141265 nChanged 24 SP:Iteration 10F (20.475541 sec): 3 clusters Score: Raw -148402.936037 + Penalty 315.522880 = -148087.413157 nChanged 13 SP:Iteration 11Q (20.479423 sec): 3 clusters Score: Raw -148414.654653 + Penalty 313.404295 = -148101.250358 nChanged 9 SP:Iteration 12Q (20.483250 sec): 3 clusters Score: Raw -148420.474479 + Penalty 316.826301 = -148103.648179 nChanged 4 SP:Iteration 13Q (20.487036 sec): 3 clusters Score: Raw -148421.865529 + Penalty 316.022436 = -148105.843094 nChanged 1 SP:Iteration 14Q (20.490799 sec): 3 clusters Score: Raw -148422.097411 + Penalty 314.655048 = -148107.442363 nChanged 1 SP:Iteration 15Q (20.494560 sec): 3 clusters Score: Raw -148422.168072 + Penalty 313.142550 = -148109.025522 nChanged 1 SP:Iteration 16Q (20.498325 sec): 3 clusters Score: Raw -148422.204369 + Penalty 313.142550 = -148109.061819 nChanged 0 SP:Iteration 17F (20.503017 sec): 3 clusters Score: Raw -148422.204369 + Penalty 313.142550 = -148109.061819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 3 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.509054 sec): 2 clusters Score: Raw -63976.634557 + Penalty 202.819643 = -63773.814914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.511209 sec): 3 clusters Score: Raw -63309.246796 + Penalty 408.224771 = -62901.022025 nChanged 459 SP:Iteration 1F (20.513322 sec): 3 clusters Score: Raw -63805.720025 + Penalty 413.762060 = -63391.957965 nChanged 117 SP:Iteration 2F (20.515435 sec): 3 clusters Score: Raw -63904.253979 + Penalty 415.091552 = -63489.162427 nChanged 46 SP:Iteration 3Q (20.517521 sec): 3 clusters Score: Raw -63920.969915 + Penalty 415.503368 = -63505.466547 nChanged 15 SP:Iteration 4Q (20.519575 sec): 3 clusters Score: Raw -63925.980631 + Penalty 416.493723 = -63509.486908 nChanged 12 SP:Iteration 5Q (20.521627 sec): 3 clusters Score: Raw -63929.791574 + Penalty 417.959093 = -63511.832481 nChanged 12 SP:Iteration 6Q (20.523678 sec): 3 clusters Score: Raw -63935.679482 + Penalty 420.304243 = -63515.375239 nChanged 15 SP:Iteration 7Q (20.525735 sec): 3 clusters Score: Raw -63942.993671 + Penalty 422.097555 = -63520.896117 nChanged 10 SP:Iteration 8Q (20.527883 sec): 3 clusters Score: Raw -63949.887192 + Penalty 424.321090 = -63525.566101 nChanged 15 SP:Iteration 9Q (20.529923 sec): 3 clusters Score: Raw -63954.066585 + Penalty 425.077643 = -63528.988942 nChanged 8 SP:Iteration 10F (20.532024 sec): 3 clusters Score: Raw -63955.679633 + Penalty 425.337521 = -63530.342112 nChanged 6 SP:Iteration 11Q (20.534068 sec): 3 clusters Score: Raw -63957.020438 + Penalty 425.205580 = -63531.814858 nChanged 8 SP:Iteration 12Q (20.536114 sec): 3 clusters Score: Raw -63959.429762 + Penalty 425.139881 = -63534.289881 nChanged 3 SP:Iteration 13Q (20.538173 sec): 3 clusters Score: Raw -63960.860115 + Penalty 424.395293 = -63536.464821 nChanged 4 SP:Iteration 14Q (20.540204 sec): 3 clusters Score: Raw -63964.598042 + Penalty 424.807033 = -63539.791009 nChanged 6 SP:Iteration 15Q (20.542228 sec): 3 clusters Score: Raw -63966.677678 + Penalty 424.517936 = -63542.159742 nChanged 6 SP:Iteration 16Q (20.544248 sec): 3 clusters Score: Raw -63970.294274 + Penalty 424.688744 = -63545.605529 nChanged 8 SP:Iteration 17Q (20.546264 sec): 3 clusters Score: Raw -63972.746062 + Penalty 424.835724 = -63547.910338 nChanged 5 SP:Iteration 18Q (20.548265 sec): 3 clusters Score: Raw -63973.940914 + Penalty 425.221663 = -63548.719250 nChanged 5 SP:Iteration 19Q (20.550256 sec): 3 clusters Score: Raw -63976.206744 + Penalty 425.483606 = -63550.723138 nChanged 5 SP:Iteration 20F (20.552357 sec): 3 clusters Score: Raw -63977.953389 + Penalty 425.688018 = -63552.265370 nChanged 2 SP:Iteration 21Q (20.554347 sec): 3 clusters Score: Raw -63978.987424 + Penalty 425.769100 = -63553.218324 nChanged 3 SP:Iteration 22Q (20.556385 sec): 3 clusters Score: Raw -63979.540265 + Penalty 426.148893 = -63553.391371 nChanged 4 SP:Iteration 23Q (20.558374 sec): 3 clusters Score: Raw -63980.833477 + Penalty 426.573915 = -63554.259562 nChanged 4 SP:Iteration 24Q (20.560378 sec): 3 clusters Score: Raw -63981.397909 + Penalty 427.291300 = -63554.106609 nChanged 2 SP:Iteration 25F (20.562482 sec): 3 clusters Score: Raw -63981.485809 + Penalty 426.933452 = -63554.552357 nChanged 1 SP:Iteration 26Q (20.564485 sec): 3 clusters Score: Raw -63981.576769 + Penalty 426.955058 = -63554.621711 nChanged 1 SP:Iteration 27Q (20.566466 sec): 3 clusters Score: Raw -63981.652187 + Penalty 426.955058 = -63554.697129 nChanged 0 SP:Iteration 28F (20.568606 sec): 3 clusters Score: Raw -63981.652187 + Penalty 426.955058 = -63554.697129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570125 sec): 2 clusters Score: Raw -6055.702567 + Penalty 791.221818 = -5264.480749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.570615 sec): 3 clusters Score: Raw -6235.645404 + Penalty 1582.404640 = -4653.240764 nChanged 13 SP:Iteration 1F (20.571090 sec): 3 clusters Score: Raw -6345.308265 + Penalty 1582.502219 = -4762.806046 nChanged 10 SP:Iteration 2F (20.571542 sec): 3 clusters Score: Raw -6410.984365 + Penalty 1582.534693 = -4828.449672 nChanged 5 SP:Iteration 3Q (20.571963 sec): 3 clusters Score: Raw -6442.972550 + Penalty 1582.458925 = -4860.513625 nChanged 4 SP:Iteration 4Q (20.572374 sec): 3 clusters Score: Raw -6471.880664 + Penalty 1582.458925 = -4889.421739 nChanged 2 SP:Iteration 5Q (20.572782 sec): 3 clusters Score: Raw -6503.010908 + Penalty 1582.458925 = -4920.551982 nChanged 2 SP:Iteration 6Q (20.573195 sec): 3 clusters Score: Raw -6525.963485 + Penalty 1582.404640 = -4943.558844 nChanged 1 SP:Iteration 7Q (20.573603 sec): 3 clusters Score: Raw -6664.431015 + Penalty 1582.458925 = -5081.972090 nChanged 1 SP:Iteration 8Q (20.574006 sec): 3 clusters Score: Raw -6671.317881 + Penalty 1582.502219 = -5088.815662 nChanged 1 SP:Iteration 9Q (20.574416 sec): 3 clusters Score: Raw -6689.071089 + Penalty 1582.556495 = -5106.514595 nChanged 2 SP:Iteration 10F (20.574880 sec): 3 clusters Score: Raw -6706.739279 + Penalty 1582.567740 = -5124.171539 nChanged 1 SP:Iteration 11Q (20.575282 sec): 3 clusters Score: Raw -6723.604927 + Penalty 1582.567740 = -5141.037188 nChanged 0 SP:Iteration 12F (20.575736 sec): 3 clusters Score: Raw -6723.604927 + Penalty 1582.567740 = -5141.037188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.579852 sec): 2 clusters Score: Raw -61497.532566 + Penalty 436.766733 = -61060.765833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.581806 sec): 3 clusters Score: Raw -60958.041973 + Penalty 879.986508 = -60078.055465 nChanged 392 SP:Iteration 1F (20.583732 sec): 3 clusters Score: Raw -61219.921401 + Penalty 888.611418 = -60331.309983 nChanged 109 SP:Iteration 2F (20.585661 sec): 3 clusters Score: Raw -61325.098544 + Penalty 893.621654 = -60431.476890 nChanged 84 SP:Iteration 3F (20.587582 sec): 3 clusters Score: Raw -61429.636009 + Penalty 889.310148 = -60540.325861 nChanged 64 SP:Iteration 4F (20.589501 sec): 3 clusters Score: Raw -61533.156618 + Penalty 887.503069 = -60645.653549 nChanged 47 SP:Iteration 5Q (20.591308 sec): 3 clusters Score: Raw -61591.129690 + Penalty 881.565183 = -60709.564507 nChanged 39 SP:Iteration 6Q (20.593090 sec): 3 clusters Score: Raw -61639.620228 + Penalty 877.609894 = -60762.010334 nChanged 28 SP:Iteration 7Q (20.594861 sec): 3 clusters Score: Raw -61670.655332 + Penalty 873.030881 = -60797.624450 nChanged 29 SP:Iteration 8Q (20.596618 sec): 3 clusters Score: Raw -61745.235705 + Penalty 866.456474 = -60878.779231 nChanged 29 SP:Iteration 9Q (20.598384 sec): 3 clusters Score: Raw -61871.695699 + Penalty 863.991671 = -61007.704029 nChanged 21 SP:Iteration 10F (20.600364 sec): 3 clusters Score: Raw -61942.070960 + Penalty 863.816769 = -61078.254191 nChanged 9 SP:Iteration 11Q (20.602088 sec): 3 clusters Score: Raw -61948.795383 + Penalty 863.984003 = -61084.811379 nChanged 2 SP:Iteration 12Q (20.603769 sec): 3 clusters Score: Raw -61949.460812 + Penalty 864.209537 = -61085.251275 nChanged 2 SP:Iteration 13Q (20.605454 sec): 3 clusters Score: Raw -61949.992347 + Penalty 863.799991 = -61086.192356 nChanged 3 SP:Iteration 14Q (20.607142 sec): 3 clusters Score: Raw -61950.535639 + Penalty 863.799991 = -61086.735648 nChanged 0 SP:Iteration 15F (20.609059 sec): 3 clusters Score: Raw -61950.535639 + Penalty 863.799991 = -61086.735648 nChanged 0 Score: Raw -2071913.434171 + Penalty 193820.577263 = -1878092.856908 Splitting cluster 6 changes total score from -1845152.488878 to -1878092.856908 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.650295 sec): 2 clusters Score: Raw -547.454098 + Penalty 218.953932 = -328.500166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.650536 sec): 3 clusters Score: Raw -541.469523 + Penalty 432.293313 = -109.176211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.651149 sec): 2 clusters Score: Raw -1598.907687 + Penalty 408.866176 = -1190.041511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.651421 sec): 3 clusters Score: Raw -1681.663236 + Penalty 818.721575 = -862.941661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.651924 sec): 2 clusters Score: Raw -845.230614 + Penalty 237.619149 = -607.611465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.652162 sec): 3 clusters Score: Raw -850.650156 + Penalty 478.720635 = -371.929521 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 10 (5121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.675542 sec): 2 clusters Score: Raw -290087.728177 + Penalty 222.772002 = -289864.956175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.684853 sec): 3 clusters Score: Raw -286805.413421 + Penalty 465.328920 = -286340.084500 nChanged 2389 SP:Iteration 1F (23.693941 sec): 3 clusters Score: Raw -288995.220938 + Penalty 448.002479 = -288547.218459 nChanged 524 SP:Iteration 2F (23.703189 sec): 3 clusters Score: Raw -289463.644951 + Penalty 420.813963 = -289042.830987 nChanged 380 SP:Iteration 3F (23.712278 sec): 3 clusters Score: Raw -289803.119914 + Penalty 387.682733 = -289415.437181 nChanged 263 SP:Iteration 4F (23.721407 sec): 3 clusters Score: Raw -290039.723951 + Penalty 357.603672 = -289682.120279 nChanged 151 SP:Iteration 5Q (23.730492 sec): 3 clusters Score: Raw -290294.320763 + Penalty 336.948370 = -289957.372393 nChanged 105 SP:Iteration 6Q (23.739540 sec): 3 clusters Score: Raw -290597.458940 + Penalty 332.806643 = -290264.652297 nChanged 91 SP:Iteration 7Q (23.747489 sec): 3 clusters Score: Raw -290742.047223 + Penalty 331.625351 = -290410.421872 nChanged 69 SP:Iteration 8Q (23.755096 sec): 3 clusters Score: Raw -290818.917242 + Penalty 332.524130 = -290486.393112 nChanged 56 SP:Iteration 9Q (23.762651 sec): 3 clusters Score: Raw -290846.828709 + Penalty 333.266069 = -290513.562640 nChanged 34 SP:Iteration 10F (23.771823 sec): 3 clusters Score: Raw -290863.317729 + Penalty 333.264419 = -290530.053310 nChanged 31 SP:Iteration 11Q (23.779334 sec): 3 clusters Score: Raw -290873.064586 + Penalty 333.543734 = -290539.520852 nChanged 19 SP:Iteration 12Q (23.786887 sec): 3 clusters Score: Raw -290876.754627 + Penalty 334.657038 = -290542.097589 nChanged 18 SP:Iteration 13Q (23.794404 sec): 3 clusters Score: Raw -290880.368387 + Penalty 336.310358 = -290544.058029 nChanged 26 SP:Iteration 14Q (23.801907 sec): 3 clusters Score: Raw -290888.257391 + Penalty 338.396530 = -290549.860861 nChanged 32 SP:Iteration 15Q (23.809410 sec): 3 clusters Score: Raw -290897.239169 + Penalty 341.213636 = -290556.025533 nChanged 26 SP:Iteration 16Q (23.817055 sec): 3 clusters Score: Raw -290903.462371 + Penalty 342.995304 = -290560.467067 nChanged 22 SP:Iteration 17Q (23.824658 sec): 3 clusters Score: Raw -290907.935349 + Penalty 344.061744 = -290563.873605 nChanged 19 SP:Iteration 18Q (23.832557 sec): 3 clusters Score: Raw -290910.759312 + Penalty 345.132271 = -290565.627040 nChanged 10 SP:Iteration 19Q (23.840184 sec): 3 clusters Score: Raw -290911.588576 + Penalty 345.742620 = -290565.845956 nChanged 4 SP:Iteration 20F (23.849396 sec): 3 clusters Score: Raw -290911.757968 + Penalty 345.837452 = -290565.920516 nChanged 2 SP:Iteration 21Q (23.857036 sec): 3 clusters Score: Raw -290911.791535 + Penalty 345.837452 = -290565.954083 nChanged 0 SP:Iteration 22F (23.866497 sec): 3 clusters Score: Raw -290911.791535 + Penalty 345.837452 = -290565.954083 nChanged 0 Score: Raw -2072737.501754 + Penalty 193972.399889 = -1878765.101865 Splitting cluster 10 changes total score from -1845152.488878 to -1878765.101865 So it's getting split into cluster 93. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.927177 sec): 2 clusters Score: Raw -74829.193080 + Penalty 125.754576 = -74703.438503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.929633 sec): 3 clusters Score: Raw -74041.015124 + Penalty 251.982985 = -73789.032139 nChanged 572 SP:Iteration 1F (26.932045 sec): 3 clusters Score: Raw -74548.030067 + Penalty 255.051615 = -74292.978452 nChanged 132 SP:Iteration 2F (26.934474 sec): 3 clusters Score: Raw -74668.708496 + Penalty 256.331799 = -74412.376696 nChanged 65 SP:Iteration 3F (26.936881 sec): 3 clusters Score: Raw -74702.525336 + Penalty 256.248568 = -74446.276768 nChanged 32 SP:Iteration 4Q (26.939221 sec): 3 clusters Score: Raw -74714.431926 + Penalty 256.715985 = -74457.715942 nChanged 19 SP:Iteration 5Q (26.941551 sec): 3 clusters Score: Raw -74720.459349 + Penalty 256.767462 = -74463.691887 nChanged 12 SP:Iteration 6Q (26.943878 sec): 3 clusters Score: Raw -74725.028479 + Penalty 256.975482 = -74468.052996 nChanged 13 SP:Iteration 7Q (26.946200 sec): 3 clusters Score: Raw -74727.842136 + Penalty 256.931100 = -74470.911036 nChanged 13 SP:Iteration 8Q (26.948521 sec): 3 clusters Score: Raw -74730.282649 + Penalty 257.031146 = -74473.251503 nChanged 8 SP:Iteration 9Q (26.950834 sec): 3 clusters Score: Raw -74731.542704 + Penalty 256.824185 = -74474.718519 nChanged 5 SP:Iteration 10F (26.953243 sec): 3 clusters Score: Raw -74732.060207 + Penalty 256.725356 = -74475.334851 nChanged 2 SP:Iteration 11Q (26.955569 sec): 3 clusters Score: Raw -74732.237533 + Penalty 256.573703 = -74475.663830 nChanged 2 SP:Iteration 12Q (26.957916 sec): 3 clusters Score: Raw -74732.538468 + Penalty 256.617571 = -74475.920897 nChanged 3 SP:Iteration 13Q (26.960243 sec): 3 clusters Score: Raw -74733.273360 + Penalty 256.397077 = -74476.876283 nChanged 7 SP:Iteration 14Q (26.962567 sec): 3 clusters Score: Raw -74734.646250 + Penalty 256.649087 = -74477.997163 nChanged 5 SP:Iteration 15Q (26.964891 sec): 3 clusters Score: Raw -74735.229049 + Penalty 256.649087 = -74478.579962 nChanged 0 SP:Iteration 16F (26.967308 sec): 3 clusters Score: Raw -74735.229049 + Penalty 256.649087 = -74478.579962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.969423 sec): 2 clusters Score: Raw -5900.503050 + Penalty 286.713477 = -5613.789573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.970169 sec): 3 clusters Score: Raw -5864.998976 + Penalty 608.747887 = -5256.251089 nChanged 20 SP:Iteration 1F (26.970563 sec): 3 clusters Score: Raw -5905.074541 + Penalty 614.039830 = -5291.034710 nChanged 4 SP:Iteration 2Q (26.970937 sec): 3 clusters Score: Raw -5913.623605 + Penalty 614.039830 = -5299.583774 nChanged 0 SP:Iteration 3F (26.971321 sec): 3 clusters Score: Raw -5913.623605 + Penalty 614.039830 = -5299.583774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.971919 sec): 2 clusters Score: Raw -1798.635883 + Penalty 327.868020 = -1470.767863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.972206 sec): 3 clusters Score: Raw -1835.975592 + Penalty 654.177366 = -1181.798226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.975312 sec): 2 clusters Score: Raw -32616.557432 + Penalty 508.494118 = -32108.063315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.976478 sec): 3 clusters Score: Raw -32352.026692 + Penalty 1017.011967 = -31335.014725 nChanged 160 SP:Iteration 1F (26.977613 sec): 3 clusters Score: Raw -32443.477498 + Penalty 1017.007906 = -31426.469593 nChanged 37 SP:Iteration 2F (26.978747 sec): 3 clusters Score: Raw -32476.024364 + Penalty 1017.064863 = -31458.959501 nChanged 32 SP:Iteration 3F (26.979882 sec): 3 clusters Score: Raw -32509.499507 + Penalty 1017.343046 = -31492.156461 nChanged 32 SP:Iteration 4F (26.981014 sec): 3 clusters Score: Raw -32533.165742 + Penalty 1017.707131 = -31515.458611 nChanged 18 SP:Iteration 5Q (26.982139 sec): 3 clusters Score: Raw -32544.826095 + Penalty 1018.758186 = -31526.067908 nChanged 13 SP:Iteration 6Q (26.983267 sec): 3 clusters Score: Raw -32556.433160 + Penalty 1020.193413 = -31536.239747 nChanged 18 SP:Iteration 7Q (26.984387 sec): 3 clusters Score: Raw -32574.210467 + Penalty 1022.422730 = -31551.787737 nChanged 17 SP:Iteration 8Q (26.985505 sec): 3 clusters Score: Raw -32587.003348 + Penalty 1026.279042 = -31560.724306 nChanged 14 SP:Iteration 9Q (26.986622 sec): 3 clusters Score: Raw -32596.631460 + Penalty 1030.680622 = -31565.950838 nChanged 13 SP:Iteration 10F (26.987753 sec): 3 clusters Score: Raw -32605.195746 + Penalty 1034.609075 = -31570.586671 nChanged 8 SP:Iteration 11Q (26.988861 sec): 3 clusters Score: Raw -32609.434528 + Penalty 1035.865662 = -31573.568866 nChanged 2 SP:Iteration 12Q (26.989962 sec): 3 clusters Score: Raw -32610.487921 + Penalty 1037.172550 = -31573.315371 nChanged 4 SP:Iteration 13F (26.991091 sec): 3 clusters Score: Raw -32612.649515 + Penalty 1040.062621 = -31572.586894 nChanged 6 SP:Iteration 14F (26.992207 sec): 3 clusters Score: Raw -32614.677931 + Penalty 1039.260663 = -31575.417268 nChanged 1 SP:Iteration 15Q (26.993292 sec): 3 clusters Score: Raw -32615.994969 + Penalty 1039.260663 = -31576.734306 nChanged 0 SP:Iteration 16F (26.994424 sec): 3 clusters Score: Raw -32615.994969 + Penalty 1039.260663 = -31576.734306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.995692 sec): 2 clusters Score: Raw -16707.555889 + Penalty 545.696680 = -16161.859209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.996398 sec): 3 clusters Score: Raw -16598.644360 + Penalty 1089.109703 = -15509.534657 nChanged 66 SP:Iteration 1F (26.997093 sec): 3 clusters Score: Raw -16653.270292 + Penalty 1087.738681 = -15565.531610 nChanged 23 SP:Iteration 2F (26.997787 sec): 3 clusters Score: Raw -16676.713154 + Penalty 1087.257521 = -15589.455634 nChanged 14 SP:Iteration 3Q (26.998475 sec): 3 clusters Score: Raw -16696.098273 + Penalty 1092.400494 = -15603.697778 nChanged 15 SP:Iteration 4F (26.999198 sec): 3 clusters Score: Raw -16720.550508 + Penalty 1093.885055 = -15626.665453 nChanged 10 SP:Iteration 5Q (26.999881 sec): 3 clusters Score: Raw -16733.834685 + Penalty 1094.124607 = -15639.710078 nChanged 8 SP:Iteration 6Q (27.000565 sec): 3 clusters Score: Raw -16749.015456 + Penalty 1092.573678 = -15656.441778 nChanged 4 SP:Iteration 7Q (27.001240 sec): 3 clusters Score: Raw -16753.132438 + Penalty 1093.359387 = -15659.773050 nChanged 1 SP:Iteration 8Q (27.001916 sec): 3 clusters Score: Raw -16753.554965 + Penalty 1093.359387 = -15660.195577 nChanged 0 SP:Iteration 9F (27.002608 sec): 3 clusters Score: Raw -16753.554965 + Penalty 1093.359387 = -15660.195577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.004394 sec): 2 clusters Score: Raw -25891.472096 + Penalty 272.809737 = -25618.662359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.005424 sec): 3 clusters Score: Raw -25670.347503 + Penalty 546.867974 = -25123.479530 nChanged 167 SP:Iteration 1F (27.006440 sec): 3 clusters Score: Raw -25874.092458 + Penalty 546.743001 = -25327.349457 nChanged 68 SP:Iteration 2F (27.007458 sec): 3 clusters Score: Raw -25966.535335 + Penalty 548.137349 = -25418.397986 nChanged 20 SP:Iteration 3Q (27.008435 sec): 3 clusters Score: Raw -25975.416330 + Penalty 548.823427 = -25426.592903 nChanged 7 SP:Iteration 4Q (27.009408 sec): 3 clusters Score: Raw -25978.295560 + Penalty 549.321063 = -25428.974497 nChanged 2 SP:Iteration 5Q (27.010379 sec): 3 clusters Score: Raw -25979.039248 + Penalty 549.959617 = -25429.079631 nChanged 2 SP:Iteration 6Q (27.011352 sec): 3 clusters Score: Raw -25979.522973 + Penalty 549.672389 = -25429.850584 nChanged 1 SP:Iteration 7Q (27.012321 sec): 3 clusters Score: Raw -25979.957423 + Penalty 549.999893 = -25429.957530 nChanged 1 SP:Iteration 8Q (27.013292 sec): 3 clusters Score: Raw -25980.371946 + Penalty 550.387503 = -25429.984444 nChanged 1 SP:Iteration 9Q (27.014259 sec): 3 clusters Score: Raw -25980.626504 + Penalty 550.387503 = -25430.239002 nChanged 0 SP:Iteration 10F (27.015279 sec): 3 clusters Score: Raw -25980.626504 + Penalty 550.387503 = -25430.239002 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.026974 sec): 2 clusters Score: Raw -241625.670393 + Penalty 322.002652 = -241303.667741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.033972 sec): 3 clusters Score: Raw -239180.197625 + Penalty 652.622214 = -238527.575411 nChanged 1665 SP:Iteration 1F (27.040857 sec): 3 clusters Score: Raw -240344.768341 + Penalty 672.208094 = -239672.560248 nChanged 561 SP:Iteration 2F (27.047727 sec): 3 clusters Score: Raw -240728.715525 + Penalty 693.109754 = -240035.605771 nChanged 354 SP:Iteration 3F (27.054586 sec): 3 clusters Score: Raw -240952.971712 + Penalty 717.882580 = -240235.089133 nChanged 253 SP:Iteration 4F (27.061479 sec): 3 clusters Score: Raw -241095.119851 + Penalty 738.249650 = -240356.870200 nChanged 162 SP:Iteration 5Q (27.068346 sec): 3 clusters Score: Raw -241171.227100 + Penalty 757.192761 = -240414.034339 nChanged 111 SP:Iteration 6Q (27.075240 sec): 3 clusters Score: Raw -241243.813957 + Penalty 778.389732 = -240465.424225 nChanged 96 SP:Iteration 7Q (27.082209 sec): 3 clusters Score: Raw -241333.487957 + Penalty 797.524731 = -240535.963226 nChanged 79 SP:Iteration 8Q (27.089022 sec): 3 clusters Score: Raw -241406.614633 + Penalty 818.359907 = -240588.254727 nChanged 72 SP:Iteration 9Q (27.095685 sec): 3 clusters Score: Raw -241466.113633 + Penalty 835.515857 = -240630.597776 nChanged 64 SP:Iteration 10F (27.102520 sec): 3 clusters Score: Raw -241510.651185 + Penalty 846.091692 = -240664.559493 nChanged 52 SP:Iteration 11Q (27.108848 sec): 3 clusters Score: Raw -241533.777346 + Penalty 861.131194 = -240672.646151 nChanged 53 SP:Iteration 12Q (27.115203 sec): 3 clusters Score: Raw -241558.916870 + Penalty 883.483393 = -240675.433477 nChanged 56 SP:Iteration 13Q (27.121470 sec): 3 clusters Score: Raw -241590.511755 + Penalty 907.659078 = -240682.852676 nChanged 59 SP:Iteration 14Q (27.127708 sec): 3 clusters Score: Raw -241619.656973 + Penalty 924.306639 = -240695.350334 nChanged 37 SP:Iteration 15Q (27.133739 sec): 3 clusters Score: Raw -241629.452821 + Penalty 933.214763 = -240696.238058 nChanged 25 SP:Iteration 16Q (27.139694 sec): 3 clusters Score: Raw -241633.918161 + Penalty 942.122954 = -240691.795207 nChanged 22 SP:Iteration 17F (27.146529 sec): 3 clusters Score: Raw -241642.608173 + Penalty 949.218382 = -240693.389791 nChanged 20 SP:Iteration 18Q (27.152395 sec): 3 clusters Score: Raw -241647.261249 + Penalty 954.457078 = -240692.804171 nChanged 13 SP:Iteration 19F (27.159452 sec): 3 clusters Score: Raw -241649.066319 + Penalty 959.095628 = -240689.970691 nChanged 15 SP:Iteration 20F (27.166309 sec): 3 clusters Score: Raw -241651.201348 + Penalty 967.725080 = -240683.476268 nChanged 12 SP:Iteration 21F (27.173156 sec): 3 clusters Score: Raw -241650.902729 + Penalty 975.246356 = -240675.656373 nChanged 12 SP:Iteration 22F (27.180038 sec): 3 clusters Score: Raw -241649.545880 + Penalty 977.068413 = -240672.477467 nChanged 9 SP:Iteration 23F (27.186876 sec): 3 clusters Score: Raw -241650.356915 + Penalty 986.159813 = -240664.197103 nChanged 9 SP:Iteration 24F (27.193753 sec): 3 clusters Score: Raw -241651.534757 + Penalty 994.729555 = -240656.805202 nChanged 9 SP:Iteration 25F (27.200714 sec): 3 clusters Score: Raw -241652.774303 + Penalty 1001.651060 = -240651.123243 nChanged 11 SP:Iteration 26F (27.207554 sec): 3 clusters Score: Raw -241654.862242 + Penalty 1013.332862 = -240641.529380 nChanged 12 SP:Iteration 27F (27.214457 sec): 3 clusters Score: Raw -241656.467781 + Penalty 1026.776351 = -240629.691430 nChanged 16 SP:Iteration 28F (27.221457 sec): 3 clusters Score: Raw -241660.646220 + Penalty 1045.582744 = -240615.063476 nChanged 20 SP:Iteration 29F (27.228630 sec): 3 clusters Score: Raw -241668.420097 + Penalty 1056.759540 = -240611.660558 nChanged 17 SP:Iteration 30F (27.235863 sec): 3 clusters Score: Raw -241671.792635 + Penalty 1064.235229 = -240607.557406 nChanged 10 SP:Iteration 31F (27.242713 sec): 3 clusters Score: Raw -241673.232095 + Penalty 1064.807799 = -240608.424296 nChanged 5 SP:Iteration 32Q (27.248365 sec): 3 clusters Score: Raw -241673.911479 + Penalty 1065.941009 = -240607.970470 nChanged 4 SP:Iteration 33F (27.255211 sec): 3 clusters Score: Raw -241677.299597 + Penalty 1068.814701 = -240608.484896 nChanged 5 SP:Iteration 34Q (27.260874 sec): 3 clusters Score: Raw -241678.539477 + Penalty 1071.398692 = -240607.140785 nChanged 6 SP:Iteration 35F (27.267757 sec): 3 clusters Score: Raw -241680.082152 + Penalty 1072.649986 = -240607.432166 nChanged 5 SP:Iteration 36Q (27.273369 sec): 3 clusters Score: Raw -241681.617084 + Penalty 1077.248754 = -240604.368331 nChanged 2 SP:Iteration 37F (27.280230 sec): 3 clusters Score: Raw -241682.205370 + Penalty 1079.358352 = -240602.847018 nChanged 2 SP:Iteration 38F (27.287064 sec): 3 clusters Score: Raw -241681.914594 + Penalty 1079.466590 = -240602.448003 nChanged 1 SP:Iteration 39F (27.293900 sec): 3 clusters Score: Raw -241681.739994 + Penalty 1079.466590 = -240602.273403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.298957 sec): 2 clusters Score: Raw -41935.041323 + Penalty 708.331772 = -41226.709551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.300325 sec): 3 clusters Score: Raw -41737.641351 + Penalty 1419.676099 = -40317.965252 nChanged 199 SP:Iteration 1F (27.301678 sec): 3 clusters Score: Raw -42047.073278 + Penalty 1424.057428 = -40623.015850 nChanged 71 SP:Iteration 2F (27.303037 sec): 3 clusters Score: Raw -42162.963480 + Penalty 1423.422831 = -40739.540650 nChanged 33 SP:Iteration 3F (27.304417 sec): 3 clusters Score: Raw -42217.554240 + Penalty 1421.922335 = -40795.631906 nChanged 18 SP:Iteration 4Q (27.305725 sec): 3 clusters Score: Raw -42249.500640 + Penalty 1420.394199 = -40829.106441 nChanged 18 SP:Iteration 5Q (27.307038 sec): 3 clusters Score: Raw -42279.805559 + Penalty 1418.292110 = -40861.513449 nChanged 14 SP:Iteration 6Q (27.308326 sec): 3 clusters Score: Raw -42297.370231 + Penalty 1418.290738 = -40879.079493 nChanged 8 SP:Iteration 7Q (27.309691 sec): 3 clusters Score: Raw -42306.463317 + Penalty 1418.244650 = -40888.218667 nChanged 5 SP:Iteration 8Q (27.310984 sec): 3 clusters Score: Raw -42311.225773 + Penalty 1417.878176 = -40893.347597 nChanged 4 SP:Iteration 9Q (27.312257 sec): 3 clusters Score: Raw -42314.823595 + Penalty 1417.602338 = -40897.221256 nChanged 1 SP:Iteration 10F (27.313608 sec): 3 clusters Score: Raw -42315.462771 + Penalty 1417.424921 = -40898.037850 nChanged 2 SP:Iteration 11Q (27.314895 sec): 3 clusters Score: Raw -42317.006260 + Penalty 1417.406070 = -40899.600190 nChanged 2 SP:Iteration 12Q (27.316179 sec): 3 clusters Score: Raw -42319.411933 + Penalty 1417.483682 = -40901.928251 nChanged 1 SP:Iteration 13Q (27.317455 sec): 3 clusters Score: Raw -42320.630908 + Penalty 1417.477249 = -40903.153659 nChanged 1 SP:Iteration 14Q (27.318728 sec): 3 clusters Score: Raw -42321.823750 + Penalty 1417.409130 = -40904.414621 nChanged 1 SP:Iteration 15Q (27.319999 sec): 3 clusters Score: Raw -42322.782734 + Penalty 1417.218736 = -40905.563998 nChanged 1 SP:Iteration 16Q (27.321292 sec): 3 clusters Score: Raw -42324.025441 + Penalty 1417.066809 = -40906.958632 nChanged 2 SP:Iteration 17Q (27.322583 sec): 3 clusters Score: Raw -42325.674600 + Penalty 1417.266193 = -40908.408407 nChanged 2 SP:Iteration 18Q (27.323859 sec): 3 clusters Score: Raw -42327.496142 + Penalty 1417.194705 = -40910.301437 nChanged 2 SP:Iteration 19Q (27.325130 sec): 3 clusters Score: Raw -42328.835099 + Penalty 1417.194705 = -40911.640394 nChanged 0 SP:Iteration 20F (27.326489 sec): 3 clusters Score: Raw -42328.835099 + Penalty 1417.194705 = -40911.640394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.327471 sec): 2 clusters Score: Raw -7327.790882 + Penalty 237.576026 = -7090.214855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.327947 sec): 3 clusters Score: Raw -7303.725629 + Penalty 477.763900 = -6825.961729 nChanged 45 SP:Iteration 1F (27.328417 sec): 3 clusters Score: Raw -7383.524035 + Penalty 488.873196 = -6894.650839 nChanged 14 SP:Iteration 2F (27.328885 sec): 3 clusters Score: Raw -7412.112790 + Penalty 498.952921 = -6913.159869 nChanged 9 SP:Iteration 3F (27.329353 sec): 3 clusters Score: Raw -7440.355979 + Penalty 502.745221 = -6937.610759 nChanged 5 SP:Iteration 4Q (27.329789 sec): 3 clusters Score: Raw -7450.468586 + Penalty 502.637169 = -6947.831417 nChanged 1 SP:Iteration 5Q (27.330220 sec): 3 clusters Score: Raw -7464.574761 + Penalty 502.637169 = -6961.937592 nChanged 0 SP:Iteration 6F (27.330686 sec): 3 clusters Score: Raw -7464.574761 + Penalty 502.637169 = -6961.937592 nChanged 0 Memory request: 0.05 GB would take us to total of 0.40 GB. Trying to split cluster 20 (11549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.381022 sec): 2 clusters Score: Raw -641106.790631 + Penalty 248.072238 = -640858.718394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.402266 sec): 3 clusters Score: Raw -633443.033963 + Penalty 475.227845 = -632967.806118 nChanged 5463 SP:Iteration 1F (27.423274 sec): 3 clusters Score: Raw -638003.313444 + Penalty 464.386809 = -637538.926636 nChanged 1652 SP:Iteration 2F (27.444119 sec): 3 clusters Score: Raw -639731.602680 + Penalty 466.902550 = -639264.700130 nChanged 885 SP:Iteration 3F (27.465121 sec): 3 clusters Score: Raw -640738.857170 + Penalty 463.996775 = -640274.860395 nChanged 469 SP:Iteration 4Q (27.486128 sec): 3 clusters Score: Raw -641275.941633 + Penalty 461.680375 = -640814.261257 nChanged 195 SP:Iteration 5Q (27.504528 sec): 3 clusters Score: Raw -641465.554895 + Penalty 466.250714 = -640999.304181 nChanged 74 SP:Iteration 6Q (27.521543 sec): 3 clusters Score: Raw -641518.342138 + Penalty 460.460707 = -641057.881431 nChanged 36 SP:Iteration 7Q (27.538240 sec): 3 clusters Score: Raw -641536.600619 + Penalty 456.277774 = -641080.322845 nChanged 19 SP:Iteration 8Q (27.554693 sec): 3 clusters Score: Raw -641546.268108 + Penalty 444.968019 = -641101.300089 nChanged 12 SP:Iteration 9Q (27.571078 sec): 3 clusters Score: Raw -641555.439635 + Penalty 448.652536 = -641106.787100 nChanged 13 SP:Iteration 10F (27.591948 sec): 3 clusters Score: Raw -641570.728918 + Penalty 443.401723 = -641127.327194 nChanged 6 SP:Iteration 11Q (27.608245 sec): 3 clusters Score: Raw -641580.435233 + Penalty 440.094871 = -641140.340362 nChanged 6 SP:Iteration 12Q (27.624607 sec): 3 clusters Score: Raw -641584.613470 + Penalty 442.654395 = -641141.959075 nChanged 4 SP:Iteration 13Q (27.640919 sec): 3 clusters Score: Raw -641586.006044 + Penalty 442.454104 = -641143.551940 nChanged 3 SP:Iteration 14Q (27.657157 sec): 3 clusters Score: Raw -641587.126136 + Penalty 443.157533 = -641143.968602 nChanged 2 SP:Iteration 15Q (27.673437 sec): 3 clusters Score: Raw -641587.388261 + Penalty 443.157533 = -641144.230728 nChanged 0 SP:Iteration 16F (27.694297 sec): 3 clusters Score: Raw -641587.388261 + Penalty 443.157533 = -641144.230728 nChanged 0 Score: Raw -2073218.103913 + Penalty 194192.147997 = -1879025.955915 Splitting cluster 20 changes total score from -1845152.488878 to -1879025.955915 So it's getting split into cluster 95. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.822782 sec): 2 clusters Score: Raw -112653.724277 + Penalty 109.901518 = -112543.822759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.826573 sec): 3 clusters Score: Raw -111308.901711 + Penalty 227.342698 = -111081.559013 nChanged 956 SP:Iteration 1F (30.830327 sec): 3 clusters Score: Raw -112211.876899 + Penalty 222.633243 = -111989.243656 nChanged 232 SP:Iteration 2F (30.834036 sec): 3 clusters Score: Raw -112564.280364 + Penalty 219.795674 = -112344.484690 nChanged 110 SP:Iteration 3F (30.837735 sec): 3 clusters Score: Raw -112716.261124 + Penalty 218.716482 = -112497.544642 nChanged 96 SP:Iteration 4Q (30.841179 sec): 3 clusters Score: Raw -112837.015069 + Penalty 219.103277 = -112617.911792 nChanged 82 SP:Iteration 5Q (30.844747 sec): 3 clusters Score: Raw -112902.394184 + Penalty 219.843484 = -112682.550700 nChanged 62 SP:Iteration 6Q (30.848161 sec): 3 clusters Score: Raw -112962.045367 + Penalty 220.705915 = -112741.339452 nChanged 52 SP:Iteration 7Q (30.851585 sec): 3 clusters Score: Raw -113021.891461 + Penalty 221.661857 = -112800.229604 nChanged 37 SP:Iteration 8Q (30.854981 sec): 3 clusters Score: Raw -113082.818626 + Penalty 222.327583 = -112860.491043 nChanged 27 SP:Iteration 9Q (30.858358 sec): 3 clusters Score: Raw -113124.798353 + Penalty 222.596945 = -112902.201408 nChanged 20 SP:Iteration 10F (30.862052 sec): 3 clusters Score: Raw -113146.617911 + Penalty 222.766020 = -112923.851890 nChanged 12 SP:Iteration 11Q (30.865281 sec): 3 clusters Score: Raw -113152.116860 + Penalty 222.671577 = -112929.445283 nChanged 2 SP:Iteration 12Q (30.868465 sec): 3 clusters Score: Raw -113152.630062 + Penalty 222.712349 = -112929.917713 nChanged 1 SP:Iteration 13Q (30.871647 sec): 3 clusters Score: Raw -113152.646578 + Penalty 222.712349 = -112929.934229 nChanged 0 SP:Iteration 14F (30.875338 sec): 3 clusters Score: Raw -113152.646578 + Penalty 222.712349 = -112929.934229 nChanged 0 Score: Raw -2073717.029766 + Penalty 194347.948808 = -1879369.080958 Splitting cluster 21 changes total score from -1845152.488878 to -1879369.080958 So it's getting split into cluster 106. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.952917 sec): 2 clusters Score: Raw -633.735759 + Penalty 191.794243 = -441.941516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.953164 sec): 3 clusters Score: Raw -647.388217 + Penalty 383.415514 = -263.972703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.953675 sec): 2 clusters Score: Raw -698.335363 + Penalty 282.882246 = -415.453117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.953903 sec): 3 clusters Score: Raw -698.172774 + Penalty 565.764493 = -132.408281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.954431 sec): 2 clusters Score: Raw -1477.677334 + Penalty 406.151514 = -1071.525820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.954683 sec): 3 clusters Score: Raw -1528.540454 + Penalty 826.702398 = -701.838056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.957064 sec): 2 clusters Score: Raw -35116.759570 + Penalty 260.680421 = -34856.079149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.958333 sec): 3 clusters Score: Raw -34794.387633 + Penalty 602.527642 = -34191.859991 nChanged 226 SP:Iteration 1F (33.959559 sec): 3 clusters Score: Raw -35025.588986 + Penalty 642.378260 = -34383.210726 nChanged 42 SP:Iteration 2F (33.960810 sec): 3 clusters Score: Raw -35063.041945 + Penalty 647.257085 = -34415.784860 nChanged 25 SP:Iteration 3Q (33.962031 sec): 3 clusters Score: Raw -35082.420337 + Penalty 670.457289 = -34411.963049 nChanged 10 SP:Iteration 4F (33.963269 sec): 3 clusters Score: Raw -35098.496074 + Penalty 695.063763 = -34403.432311 nChanged 10 SP:Iteration 5F (33.964478 sec): 3 clusters Score: Raw -35122.509826 + Penalty 701.388365 = -34421.121461 nChanged 1 SP:Iteration 6Q (33.965541 sec): 3 clusters Score: Raw -35125.323377 + Penalty 703.945266 = -34421.378111 nChanged 1 SP:Iteration 7Q (33.966612 sec): 3 clusters Score: Raw -35125.597794 + Penalty 703.945266 = -34421.652528 nChanged 0 SP:Iteration 8F (33.967840 sec): 3 clusters Score: Raw -35125.597794 + Penalty 703.945266 = -34421.652528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.968905 sec): 2 clusters Score: Raw -12538.440728 + Penalty 835.957969 = -11702.482760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.969503 sec): 3 clusters Score: Raw -12591.498402 + Penalty 1671.946239 = -10919.552163 nChanged 29 SP:Iteration 1F (33.970091 sec): 3 clusters Score: Raw -12678.212341 + Penalty 1672.950827 = -11005.261514 nChanged 11 SP:Iteration 2F (33.970679 sec): 3 clusters Score: Raw -12761.314803 + Penalty 1673.594444 = -11087.720359 nChanged 5 SP:Iteration 3Q (33.971236 sec): 3 clusters Score: Raw -12771.264821 + Penalty 1675.075255 = -11096.189566 nChanged 8 SP:Iteration 4Q (33.971792 sec): 3 clusters Score: Raw -12786.891499 + Penalty 1675.906446 = -11110.985053 nChanged 5 SP:Iteration 5Q (33.972343 sec): 3 clusters Score: Raw -12794.284347 + Penalty 1676.162033 = -11118.122314 nChanged 3 SP:Iteration 6Q (33.972890 sec): 3 clusters Score: Raw -12800.171110 + Penalty 1676.191300 = -11123.979811 nChanged 3 SP:Iteration 7Q (33.973441 sec): 3 clusters Score: Raw -12804.275326 + Penalty 1675.595462 = -11128.679863 nChanged 5 SP:Iteration 8Q (33.973985 sec): 3 clusters Score: Raw -12817.976169 + Penalty 1673.458950 = -11144.517219 nChanged 9 SP:Iteration 9Q (33.974564 sec): 3 clusters Score: Raw -12848.880717 + Penalty 1674.243288 = -11174.637428 nChanged 6 SP:Iteration 10F (33.975157 sec): 3 clusters Score: Raw -12863.867432 + Penalty 1673.624050 = -11190.243382 nChanged 6 SP:Iteration 11Q (33.975697 sec): 3 clusters Score: Raw -12879.599118 + Penalty 1673.152208 = -11206.446910 nChanged 2 SP:Iteration 12Q (33.976231 sec): 3 clusters Score: Raw -12880.986996 + Penalty 1673.152208 = -11207.834788 nChanged 0 SP:Iteration 13F (33.976824 sec): 3 clusters Score: Raw -12880.986996 + Penalty 1673.152208 = -11207.834788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.977871 sec): 2 clusters Score: Raw -12316.356744 + Penalty 520.041471 = -11796.315273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.978464 sec): 3 clusters Score: Raw -12249.044169 + Penalty 1041.782736 = -11207.261433 nChanged 34 SP:Iteration 1F (33.979050 sec): 3 clusters Score: Raw -12290.241040 + Penalty 1049.192255 = -11241.048784 nChanged 11 SP:Iteration 2F (33.979636 sec): 3 clusters Score: Raw -12303.513067 + Penalty 1058.180821 = -11245.332246 nChanged 8 SP:Iteration 3Q (33.980217 sec): 3 clusters Score: Raw -12319.304495 + Penalty 1064.871762 = -11254.432733 nChanged 5 SP:Iteration 4Q (33.980795 sec): 3 clusters Score: Raw -12325.248003 + Penalty 1071.573433 = -11253.674570 nChanged 3 SP:Iteration 5F (33.981382 sec): 3 clusters Score: Raw -12329.698267 + Penalty 1075.567796 = -11254.130472 nChanged 3 SP:Iteration 6Q (33.981981 sec): 3 clusters Score: Raw -12333.325174 + Penalty 1081.963490 = -11251.361684 nChanged 4 SP:Iteration 7F (33.982568 sec): 3 clusters Score: Raw -12345.305873 + Penalty 1085.730300 = -11259.575573 nChanged 4 SP:Iteration 8Q (33.983120 sec): 3 clusters Score: Raw -12351.869649 + Penalty 1086.441274 = -11265.428374 nChanged 1 SP:Iteration 9Q (33.983664 sec): 3 clusters Score: Raw -12352.844313 + Penalty 1086.441274 = -11266.403039 nChanged 0 SP:Iteration 10F (33.984228 sec): 3 clusters Score: Raw -12352.844313 + Penalty 1086.441274 = -11266.403039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.985938 sec): 2 clusters Score: Raw -19776.827033 + Penalty 572.136658 = -19204.690375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.986849 sec): 3 clusters Score: Raw -19672.388176 + Penalty 1144.973000 = -18527.415176 nChanged 102 SP:Iteration 1F (33.987744 sec): 3 clusters Score: Raw -19796.427033 + Penalty 1145.453124 = -18650.973908 nChanged 28 SP:Iteration 2F (33.988637 sec): 3 clusters Score: Raw -19855.803382 + Penalty 1145.802394 = -18710.000988 nChanged 14 SP:Iteration 3Q (33.989496 sec): 3 clusters Score: Raw -19885.057089 + Penalty 1145.211236 = -18739.845854 nChanged 16 SP:Iteration 4Q (33.990311 sec): 3 clusters Score: Raw -19905.249826 + Penalty 1144.883311 = -18760.366515 nChanged 7 SP:Iteration 5Q (33.991125 sec): 3 clusters Score: Raw -19914.495033 + Penalty 1144.666375 = -18769.828658 nChanged 7 SP:Iteration 6Q (33.991937 sec): 3 clusters Score: Raw -19924.317982 + Penalty 1144.273317 = -18780.044666 nChanged 2 SP:Iteration 7Q (33.992745 sec): 3 clusters Score: Raw -19926.282600 + Penalty 1143.720095 = -18782.562505 nChanged 3 SP:Iteration 8Q (33.993555 sec): 3 clusters Score: Raw -19929.686280 + Penalty 1143.720095 = -18785.966185 nChanged 0 SP:Iteration 9F (33.994409 sec): 3 clusters Score: Raw -19929.686280 + Penalty 1143.720095 = -18785.966185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.996223 sec): 2 clusters Score: Raw -30759.838809 + Penalty 979.118188 = -29780.720620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.997354 sec): 3 clusters Score: Raw -30712.249087 + Penalty 1957.348062 = -28754.901025 nChanged 139 SP:Iteration 1F (33.998426 sec): 3 clusters Score: Raw -30981.886335 + Penalty 1954.424868 = -29027.461467 nChanged 53 SP:Iteration 2F (33.999491 sec): 3 clusters Score: Raw -31113.985253 + Penalty 1952.471009 = -29161.514244 nChanged 28 SP:Iteration 3F (34.000551 sec): 3 clusters Score: Raw -31194.912857 + Penalty 1952.117829 = -29242.795028 nChanged 13 SP:Iteration 4Q (34.001525 sec): 3 clusters Score: Raw -31249.422380 + Penalty 1952.223230 = -29297.199150 nChanged 9 SP:Iteration 5Q (34.002487 sec): 3 clusters Score: Raw -31285.905523 + Penalty 1953.064950 = -29332.840573 nChanged 9 SP:Iteration 6Q (34.003447 sec): 3 clusters Score: Raw -31319.222508 + Penalty 1952.571242 = -29366.651266 nChanged 8 SP:Iteration 7Q (34.004397 sec): 3 clusters Score: Raw -31350.199155 + Penalty 1951.862256 = -29398.336899 nChanged 10 SP:Iteration 8Q (34.005345 sec): 3 clusters Score: Raw -31403.798167 + Penalty 1950.597344 = -29453.200823 nChanged 13 SP:Iteration 9Q (34.006284 sec): 3 clusters Score: Raw -31523.719909 + Penalty 1951.606812 = -29572.113097 nChanged 11 SP:Iteration 10F (34.007348 sec): 3 clusters Score: Raw -31724.305342 + Penalty 1951.514480 = -29772.790863 nChanged 6 SP:Iteration 11Q (34.008274 sec): 3 clusters Score: Raw -31737.308038 + Penalty 1951.330370 = -29785.977668 nChanged 1 SP:Iteration 12Q (34.009198 sec): 3 clusters Score: Raw -31738.027220 + Penalty 1951.330370 = -29786.696850 nChanged 0 SP:Iteration 13F (34.010262 sec): 3 clusters Score: Raw -31738.027220 + Penalty 1951.330370 = -29786.696850 nChanged 0 Score: Raw -2074695.217820 + Penalty 196005.572058 = -1878689.645762 Splitting cluster 29 changes total score from -1845152.488878 to -1878689.645762 So it's getting split into cluster 122. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.099606 sec): 2 clusters Score: Raw -30443.653790 + Penalty 894.498990 = -29549.154800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.100640 sec): 3 clusters Score: Raw -30292.056578 + Penalty 1789.805753 = -28502.250824 nChanged 114 SP:Iteration 1F (37.101641 sec): 3 clusters Score: Raw -30477.489804 + Penalty 1795.262893 = -28682.226911 nChanged 42 SP:Iteration 2F (37.102639 sec): 3 clusters Score: Raw -30551.844175 + Penalty 1799.794821 = -28752.049353 nChanged 30 SP:Iteration 3F (37.103636 sec): 3 clusters Score: Raw -30607.060122 + Penalty 1801.067200 = -28805.992922 nChanged 16 SP:Iteration 4Q (37.104587 sec): 3 clusters Score: Raw -30631.093002 + Penalty 1801.662095 = -28829.430907 nChanged 7 SP:Iteration 5Q (37.105526 sec): 3 clusters Score: Raw -30642.173193 + Penalty 1802.038883 = -28840.134310 nChanged 2 SP:Iteration 6Q (37.106456 sec): 3 clusters Score: Raw -30644.951259 + Penalty 1802.038883 = -28842.912376 nChanged 0 SP:Iteration 7F (37.107451 sec): 3 clusters Score: Raw -30644.951259 + Penalty 1802.038883 = -28842.912376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.107994 sec): 2 clusters Score: Raw -964.860014 + Penalty 88.395177 = -876.464837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.108234 sec): 3 clusters Score: Raw -968.626365 + Penalty 174.114678 = -794.511687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.108758 sec): 2 clusters Score: Raw -1279.379888 + Penalty 303.829201 = -975.550686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.109009 sec): 3 clusters Score: Raw -1309.461676 + Penalty 604.376494 = -705.085182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.110079 sec): 2 clusters Score: Raw -6578.066292 + Penalty 410.585994 = -6167.480297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.110502 sec): 3 clusters Score: Raw -6568.008838 + Penalty 827.032689 = -5740.976149 nChanged 15 SP:Iteration 1F (37.110916 sec): 3 clusters Score: Raw -6594.307395 + Penalty 830.566206 = -5763.741189 nChanged 6 SP:Iteration 2F (37.111327 sec): 3 clusters Score: Raw -6606.441014 + Penalty 828.689798 = -5777.751216 nChanged 5 SP:Iteration 3Q (37.111728 sec): 3 clusters Score: Raw -6620.784722 + Penalty 826.958192 = -5793.826530 nChanged 4 SP:Iteration 4Q (37.112128 sec): 3 clusters Score: Raw -6628.023131 + Penalty 826.917871 = -5801.105261 nChanged 1 SP:Iteration 5Q (37.112527 sec): 3 clusters Score: Raw -6629.478019 + Penalty 826.849871 = -5802.628149 nChanged 1 SP:Iteration 6Q (37.112924 sec): 3 clusters Score: Raw -6631.512413 + Penalty 823.102170 = -5808.410243 nChanged 1 SP:Iteration 7Q (37.113323 sec): 3 clusters Score: Raw -6633.802885 + Penalty 819.160119 = -5814.642766 nChanged 2 SP:Iteration 8Q (37.113722 sec): 3 clusters Score: Raw -6639.975228 + Penalty 817.771288 = -5822.203939 nChanged 2 SP:Iteration 9Q (37.114118 sec): 3 clusters Score: Raw -6643.215874 + Penalty 817.771288 = -5825.444586 nChanged 0 SP:Iteration 10F (37.114532 sec): 3 clusters Score: Raw -6643.215874 + Penalty 817.771288 = -5825.444586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.115446 sec): 2 clusters Score: Raw -4306.148017 + Penalty 594.533376 = -3711.614641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.115790 sec): 3 clusters Score: Raw -4406.434992 + Penalty 1188.713874 = -3217.721118 nChanged 9 SP:Iteration 1F (37.116143 sec): 3 clusters Score: Raw -4450.511637 + Penalty 1188.648969 = -3261.862668 nChanged 3 SP:Iteration 2Q (37.116463 sec): 3 clusters Score: Raw -4492.624300 + Penalty 1188.648969 = -3303.975330 nChanged 0 SP:Iteration 3F (37.116804 sec): 3 clusters Score: Raw -4492.624300 + Penalty 1188.648969 = -3303.975330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.117530 sec): 2 clusters Score: Raw -6026.089286 + Penalty 373.822996 = -5652.266290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.117919 sec): 3 clusters Score: Raw -6032.599108 + Penalty 750.015337 = -5282.583770 nChanged 13 SP:Iteration 1F (37.118302 sec): 3 clusters Score: Raw -6048.616827 + Penalty 749.177181 = -5299.439646 nChanged 1 SP:Iteration 2Q (37.118678 sec): 3 clusters Score: Raw -6049.692500 + Penalty 750.032597 = -5299.659903 nChanged 1 SP:Iteration 3Q (37.119056 sec): 3 clusters Score: Raw -6053.106796 + Penalty 750.032597 = -5303.074199 nChanged 0 SP:Iteration 4F (37.119437 sec): 3 clusters Score: Raw -6053.106796 + Penalty 750.032597 = -5303.074199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.120063 sec): 2 clusters Score: Raw -2102.104806 + Penalty 275.919455 = -1826.185351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.120340 sec): 3 clusters Score: Raw -2096.977273 + Penalty 560.065945 = -1536.911328 nChanged 2 SP:Iteration 1F (37.120614 sec): 3 clusters Score: Raw -2101.724616 + Penalty 577.477401 = -1524.247214 nChanged 2 SP:Iteration 2F (37.120888 sec): 3 clusters Score: Raw -2107.314140 + Penalty 577.477401 = -1529.836738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.121782 sec): 2 clusters Score: Raw -4886.418575 + Penalty 299.265964 = -4587.152611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.122161 sec): 3 clusters Score: Raw -4832.333148 + Penalty 592.794887 = -4239.538261 nChanged 11 SP:Iteration 1F (37.122512 sec): 3 clusters Score: Raw -4859.776533 + Penalty 596.704048 = -4263.072485 nChanged 5 SP:Iteration 2F (37.122861 sec): 3 clusters Score: Raw -4867.364543 + Penalty 593.571235 = -4273.793308 nChanged 4 SP:Iteration 3Q (37.123198 sec): 3 clusters Score: Raw -4873.081362 + Penalty 605.253857 = -4267.827505 nChanged 4 SP:Iteration 4F (37.123546 sec): 3 clusters Score: Raw -4892.426628 + Penalty 609.164719 = -4283.261908 nChanged 1 SP:Iteration 5Q (37.123869 sec): 3 clusters Score: Raw -4894.631184 + Penalty 609.164719 = -4285.466464 nChanged 0 SP:Iteration 6F (37.124218 sec): 3 clusters Score: Raw -4894.631184 + Penalty 609.164719 = -4285.466464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.125141 sec): 2 clusters Score: Raw -7925.958606 + Penalty 195.790185 = -7730.168421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.125655 sec): 3 clusters Score: Raw -7885.970268 + Penalty 413.411994 = -7472.558274 nChanged 52 SP:Iteration 1F (37.126159 sec): 3 clusters Score: Raw -7968.610631 + Penalty 442.072829 = -7526.537802 nChanged 18 SP:Iteration 2F (37.126648 sec): 3 clusters Score: Raw -8002.501983 + Penalty 451.735264 = -7550.766720 nChanged 5 SP:Iteration 3Q (37.127113 sec): 3 clusters Score: Raw -8042.893023 + Penalty 450.810910 = -7592.082113 nChanged 2 SP:Iteration 4Q (37.127571 sec): 3 clusters Score: Raw -8046.208591 + Penalty 450.810910 = -7595.397682 nChanged 0 SP:Iteration 5F (37.128063 sec): 3 clusters Score: Raw -8046.208591 + Penalty 450.810910 = -7595.397682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.128860 sec): 2 clusters Score: Raw -7804.807040 + Penalty 185.606395 = -7619.200645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.129311 sec): 3 clusters Score: Raw -7735.943293 + Penalty 377.610817 = -7358.332476 nChanged 43 SP:Iteration 1F (37.129758 sec): 3 clusters Score: Raw -7777.239788 + Penalty 383.651852 = -7393.587936 nChanged 16 SP:Iteration 2F (37.130204 sec): 3 clusters Score: Raw -7787.148799 + Penalty 388.355640 = -7398.793159 nChanged 4 SP:Iteration 3Q (37.130646 sec): 3 clusters Score: Raw -7789.722568 + Penalty 388.997344 = -7400.725225 nChanged 1 SP:Iteration 4Q (37.131088 sec): 3 clusters Score: Raw -7790.475830 + Penalty 390.822334 = -7399.653496 nChanged 1 SP:Iteration 5F (37.131532 sec): 3 clusters Score: Raw -7790.684476 + Penalty 390.822334 = -7399.862141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.133251 sec): 2 clusters Score: Raw -28353.876830 + Penalty 654.700173 = -27699.176657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.134216 sec): 3 clusters Score: Raw -28215.034320 + Penalty 1310.197710 = -26904.836610 nChanged 149 SP:Iteration 1F (37.135169 sec): 3 clusters Score: Raw -28389.234360 + Penalty 1317.283230 = -27071.951130 nChanged 45 SP:Iteration 2F (37.136122 sec): 3 clusters Score: Raw -28454.111555 + Penalty 1327.636479 = -27126.475076 nChanged 38 SP:Iteration 3F (37.137068 sec): 3 clusters Score: Raw -28507.496883 + Penalty 1334.623305 = -27172.873578 nChanged 33 SP:Iteration 4F (37.138015 sec): 3 clusters Score: Raw -28551.330775 + Penalty 1334.565637 = -27216.765137 nChanged 14 SP:Iteration 5Q (37.138946 sec): 3 clusters Score: Raw -28565.968217 + Penalty 1332.694528 = -27233.273689 nChanged 7 SP:Iteration 6Q (37.139876 sec): 3 clusters Score: Raw -28572.500846 + Penalty 1333.736093 = -27238.764753 nChanged 5 SP:Iteration 7Q (37.140812 sec): 3 clusters Score: Raw -28585.162851 + Penalty 1333.827372 = -27251.335479 nChanged 7 SP:Iteration 8Q (37.141771 sec): 3 clusters Score: Raw -28601.936751 + Penalty 1335.972947 = -27265.963804 nChanged 2 SP:Iteration 9Q (37.142698 sec): 3 clusters Score: Raw -28604.936463 + Penalty 1337.073809 = -27267.862654 nChanged 2 SP:Iteration 10F (37.143643 sec): 3 clusters Score: Raw -28607.927144 + Penalty 1339.109558 = -27268.817586 nChanged 2 SP:Iteration 11Q (37.144578 sec): 3 clusters Score: Raw -28609.537507 + Penalty 1340.466879 = -27269.070628 nChanged 2 SP:Iteration 12Q (37.145580 sec): 3 clusters Score: Raw -28612.241839 + Penalty 1340.466879 = -27271.774960 nChanged 0 SP:Iteration 13F (37.146586 sec): 3 clusters Score: Raw -28612.241839 + Penalty 1340.466879 = -27271.774960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.147746 sec): 2 clusters Score: Raw -14742.182653 + Penalty 491.468376 = -14250.714277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.148423 sec): 3 clusters Score: Raw -14657.064654 + Penalty 982.431784 = -13674.632870 nChanged 53 SP:Iteration 1F (37.149088 sec): 3 clusters Score: Raw -14704.226403 + Penalty 983.074915 = -13721.151488 nChanged 14 SP:Iteration 2F (37.149746 sec): 3 clusters Score: Raw -14717.119622 + Penalty 983.962396 = -13733.157227 nChanged 8 SP:Iteration 3Q (37.150385 sec): 3 clusters Score: Raw -14721.619387 + Penalty 984.349909 = -13737.269477 nChanged 2 SP:Iteration 4Q (37.151023 sec): 3 clusters Score: Raw -14722.404894 + Penalty 984.678048 = -13737.726846 nChanged 2 SP:Iteration 5Q (37.151660 sec): 3 clusters Score: Raw -14722.867950 + Penalty 985.061427 = -13737.806523 nChanged 1 SP:Iteration 6Q (37.152328 sec): 3 clusters Score: Raw -14723.496295 + Penalty 985.561605 = -13737.934690 nChanged 1 SP:Iteration 7Q (37.152986 sec): 3 clusters Score: Raw -14724.458111 + Penalty 986.365288 = -13738.092823 nChanged 4 SP:Iteration 8Q (37.153644 sec): 3 clusters Score: Raw -14733.696192 + Penalty 989.970439 = -13743.725753 nChanged 8 SP:Iteration 9Q (37.154306 sec): 3 clusters Score: Raw -14744.295007 + Penalty 995.447738 = -13748.847269 nChanged 7 SP:Iteration 10F (37.154969 sec): 3 clusters Score: Raw -14750.747025 + Penalty 1000.449965 = -13750.297061 nChanged 5 SP:Iteration 11Q (37.155623 sec): 3 clusters Score: Raw -14754.812906 + Penalty 1004.325726 = -13750.487180 nChanged 5 SP:Iteration 12Q (37.156278 sec): 3 clusters Score: Raw -14758.092587 + Penalty 1008.592856 = -13749.499730 nChanged 6 SP:Iteration 13F (37.156946 sec): 3 clusters Score: Raw -14780.656706 + Penalty 1013.071737 = -13767.584969 nChanged 9 SP:Iteration 14Q (37.157602 sec): 3 clusters Score: Raw -14821.828881 + Penalty 1029.085997 = -13792.742884 nChanged 12 SP:Iteration 15Q (37.158253 sec): 3 clusters Score: Raw -14843.363457 + Penalty 1045.453006 = -13797.910450 nChanged 6 SP:Iteration 16Q (37.158900 sec): 3 clusters Score: Raw -14854.489029 + Penalty 1054.898145 = -13799.590884 nChanged 4 SP:Iteration 17Q (37.159543 sec): 3 clusters Score: Raw -14862.604231 + Penalty 1059.667036 = -13802.937195 nChanged 5 SP:Iteration 18Q (37.160181 sec): 3 clusters Score: Raw -14873.769953 + Penalty 1061.693253 = -13812.076701 nChanged 2 SP:Iteration 19Q (37.160808 sec): 3 clusters Score: Raw -14875.030493 + Penalty 1061.693253 = -13813.337241 nChanged 0 SP:Iteration 20F (37.161471 sec): 3 clusters Score: Raw -14875.030493 + Penalty 1061.693253 = -13813.337241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.161985 sec): 2 clusters Score: Raw -373.032924 + Penalty 175.529169 = -197.503755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.162211 sec): 3 clusters Score: Raw -370.429254 + Penalty 433.246416 = 62.817162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.162769 sec): 2 clusters Score: Raw -1300.593863 + Penalty 316.539770 = -984.054093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.163021 sec): 3 clusters Score: Raw -1355.287858 + Penalty 637.451691 = -717.836168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.163968 sec): 2 clusters Score: Raw -10420.249539 + Penalty 252.748727 = -10167.500812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.164528 sec): 3 clusters Score: Raw -10336.418983 + Penalty 507.508263 = -9828.910720 nChanged 58 SP:Iteration 1F (37.165074 sec): 3 clusters Score: Raw -10390.985032 + Penalty 489.822510 = -9901.162522 nChanged 28 SP:Iteration 2F (37.165626 sec): 3 clusters Score: Raw -10425.725419 + Penalty 477.233151 = -9948.492269 nChanged 10 SP:Iteration 3F (37.166157 sec): 3 clusters Score: Raw -10447.498887 + Penalty 465.530899 = -9981.967988 nChanged 6 SP:Iteration 4Q (37.166675 sec): 3 clusters Score: Raw -10455.128595 + Penalty 454.139017 = -10000.989578 nChanged 6 SP:Iteration 5Q (37.167188 sec): 3 clusters Score: Raw -10462.606986 + Penalty 453.861757 = -10008.745230 nChanged 2 SP:Iteration 6Q (37.167697 sec): 3 clusters Score: Raw -10463.230440 + Penalty 453.861757 = -10009.368684 nChanged 0 SP:Iteration 7F (37.168228 sec): 3 clusters Score: Raw -10463.230440 + Penalty 453.861757 = -10009.368684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.168760 sec): 2 clusters Score: Raw -1119.688649 + Penalty 350.501816 = -769.186833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.169011 sec): 3 clusters Score: Raw -1186.952443 + Penalty 703.356202 = -483.596241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.169680 sec): 2 clusters Score: Raw -4738.224539 + Penalty 404.837340 = -4333.387199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.170031 sec): 3 clusters Score: Raw -4741.296121 + Penalty 813.046841 = -3928.249280 nChanged 6 SP:Iteration 1F (37.170377 sec): 3 clusters Score: Raw -4750.383132 + Penalty 815.617703 = -3934.765429 nChanged 1 SP:Iteration 2Q (37.170718 sec): 3 clusters Score: Raw -4752.017535 + Penalty 815.889350 = -3936.128185 nChanged 1 SP:Iteration 3Q (37.171057 sec): 3 clusters Score: Raw -4753.667164 + Penalty 815.889350 = -3937.777813 nChanged 0 SP:Iteration 4F (37.171400 sec): 3 clusters Score: Raw -4753.667164 + Penalty 815.889350 = -3937.777813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.171879 sec): 2 clusters Score: Raw -253.952949 + Penalty 128.341871 = -125.611079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.172092 sec): 3 clusters Score: Raw -252.475930 + Penalty 250.054109 = -2.421821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.172628 sec): 2 clusters Score: Raw -1641.856706 + Penalty 345.653325 = -1296.203381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.172887 sec): 3 clusters Score: Raw -1667.313656 + Penalty 692.219771 = -975.093885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.173375 sec): 2 clusters Score: Raw -554.461712 + Penalty 161.160279 = -393.301434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.173600 sec): 3 clusters Score: Raw -557.433557 + Penalty 327.120518 = -230.313039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.174268 sec): 2 clusters Score: Raw -2424.725721 + Penalty 504.825198 = -1919.900523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.174549 sec): 3 clusters Score: Raw -2485.042712 + Penalty 1009.808465 = -1475.234247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.178761 sec): 2 clusters Score: Raw -490.920480 + Penalty 189.296219 = -301.624261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.179005 sec): 3 clusters Score: Raw -502.195881 + Penalty 387.657201 = -114.538680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.179545 sec): 2 clusters Score: Raw -1462.388481 + Penalty 303.296473 = -1159.092008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.179798 sec): 3 clusters Score: Raw -1485.644970 + Penalty 618.370563 = -867.274407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.180311 sec): 2 clusters Score: Raw -1012.103198 + Penalty 287.452844 = -724.650353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.180550 sec): 3 clusters Score: Raw -1038.986675 + Penalty 574.753342 = -464.233333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.181021 sec): 2 clusters Score: Raw -200.267791 + Penalty 129.792888 = -70.474903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.181232 sec): 3 clusters Score: Raw -192.508972 + Penalty 263.620316 = 71.111344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.181713 sec): 2 clusters Score: Raw -369.053497 + Penalty 198.520171 = -170.533326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.181931 sec): 3 clusters Score: Raw -378.974215 + Penalty 397.040341 = 18.066126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.182416 sec): 2 clusters Score: Raw -498.896817 + Penalty 204.142664 = -294.754153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.182640 sec): 3 clusters Score: Raw -508.607299 + Penalty 382.267328 = -126.339971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.183156 sec): 2 clusters Score: Raw -1257.512382 + Penalty 333.175465 = -924.336916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.183403 sec): 3 clusters Score: Raw -1306.848027 + Penalty 667.340393 = -639.507634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.183915 sec): 2 clusters Score: Raw -1150.663659 + Penalty 375.805523 = -774.858136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.184155 sec): 3 clusters Score: Raw -1188.190729 + Penalty 737.331300 = -450.859428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.185293 sec): 2 clusters Score: Raw -15845.145793 + Penalty 808.908528 = -15036.237266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.185943 sec): 3 clusters Score: Raw -15779.933841 + Penalty 1617.657975 = -14162.275866 nChanged 43 SP:Iteration 1F (37.186623 sec): 3 clusters Score: Raw -15855.734880 + Penalty 1617.742064 = -14237.992816 nChanged 11 SP:Iteration 2Q (37.187248 sec): 3 clusters Score: Raw -15873.072097 + Penalty 1618.046655 = -14255.025442 nChanged 2 SP:Iteration 3Q (37.187871 sec): 3 clusters Score: Raw -15875.748705 + Penalty 1618.046655 = -14257.702050 nChanged 0 SP:Iteration 4F (37.188531 sec): 3 clusters Score: Raw -15875.748705 + Penalty 1618.046655 = -14257.702050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.189032 sec): 2 clusters Score: Raw -498.053819 + Penalty 195.443717 = -302.610102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.189261 sec): 3 clusters Score: Raw -514.230101 + Penalty 390.887435 = -123.342666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.189785 sec): 2 clusters Score: Raw -1152.797243 + Penalty 236.330849 = -916.466395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.190030 sec): 3 clusters Score: Raw -1203.369994 + Penalty 473.853117 = -729.516877 nChanged 1 SP:Iteration 1Q (37.190264 sec): 3 clusters Score: Raw -1209.386078 + Penalty 473.853117 = -735.532961 nChanged 0 SP:Iteration 2F (37.190505 sec): 3 clusters Score: Raw -1209.386078 + Penalty 473.853117 = -735.532961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.191145 sec): 2 clusters Score: Raw -4213.669591 + Penalty 566.203414 = -3647.466178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.191479 sec): 3 clusters Score: Raw -4286.749467 + Penalty 1133.442939 = -3153.306528 nChanged 5 SP:Iteration 1F (37.191806 sec): 3 clusters Score: Raw -4302.864687 + Penalty 1133.837803 = -3169.026884 nChanged 1 SP:Iteration 2Q (37.192117 sec): 3 clusters Score: Raw -4309.454881 + Penalty 1133.837803 = -3175.617078 nChanged 0 SP:Iteration 3F (37.192444 sec): 3 clusters Score: Raw -4309.454881 + Penalty 1133.837803 = -3175.617078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.192960 sec): 2 clusters Score: Raw -1108.854134 + Penalty 390.621710 = -718.232424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.193206 sec): 3 clusters Score: Raw -1204.096508 + Penalty 783.523173 = -420.573335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.193813 sec): 2 clusters Score: Raw -2970.574252 + Penalty 334.502844 = -2636.071408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.194120 sec): 3 clusters Score: Raw -2991.397730 + Penalty 671.657991 = -2319.739739 nChanged 1 SP:Iteration 1Q (37.194419 sec): 3 clusters Score: Raw -2992.294072 + Penalty 671.657991 = -2320.636081 nChanged 0 SP:Iteration 2F (37.194720 sec): 3 clusters Score: Raw -2992.294072 + Penalty 671.657991 = -2320.636081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.195185 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.195376 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.195869 sec): 2 clusters Score: Raw -708.346566 + Penalty 205.430345 = -502.916222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.196114 sec): 3 clusters Score: Raw -718.371514 + Penalty 407.766433 = -310.605081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.196606 sec): 2 clusters Score: Raw -692.654402 + Penalty 288.895622 = -403.758780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.196833 sec): 3 clusters Score: Raw -697.564555 + Penalty 571.075007 = -126.489548 nChanged 1 SP:Iteration 1F (37.197057 sec): 3 clusters Score: Raw -702.341115 + Penalty 571.075007 = -131.266109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.197950 sec): 2 clusters Score: Raw -9870.086832 + Penalty 572.981838 = -9297.104994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.198459 sec): 3 clusters Score: Raw -9825.568597 + Penalty 1142.659151 = -8682.909446 nChanged 20 SP:Iteration 1F (37.198962 sec): 3 clusters Score: Raw -9869.274462 + Penalty 1142.825885 = -8726.448577 nChanged 6 SP:Iteration 2Q (37.199452 sec): 3 clusters Score: Raw -9876.389123 + Penalty 1142.704293 = -8733.684830 nChanged 1 SP:Iteration 3Q (37.199941 sec): 3 clusters Score: Raw -9877.473356 + Penalty 1142.704293 = -8734.769063 nChanged 0 SP:Iteration 4F (37.200442 sec): 3 clusters Score: Raw -9877.473356 + Penalty 1142.704293 = -8734.769063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.200929 sec): 2 clusters Score: Raw -471.131183 + Penalty 219.388587 = -251.742596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.201131 sec): 2 clusters Score: Raw -471.131183 + Penalty 219.388587 = -251.742596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.202525 sec): 2 clusters Score: Raw -19770.656756 + Penalty 361.227007 = -19409.429749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.203310 sec): 3 clusters Score: Raw -19577.017302 + Penalty 722.092994 = -18854.924309 nChanged 100 SP:Iteration 1F (37.204082 sec): 3 clusters Score: Raw -19652.169935 + Penalty 722.544457 = -18929.625478 nChanged 28 SP:Iteration 2F (37.204858 sec): 3 clusters Score: Raw -19676.450051 + Penalty 724.154982 = -18952.295068 nChanged 18 SP:Iteration 3F (37.205628 sec): 3 clusters Score: Raw -19692.208686 + Penalty 725.529543 = -18966.679143 nChanged 10 SP:Iteration 4Q (37.206396 sec): 3 clusters Score: Raw -19697.257857 + Penalty 725.708001 = -18971.549856 nChanged 7 SP:Iteration 5Q (37.207162 sec): 3 clusters Score: Raw -19709.701346 + Penalty 725.635085 = -18984.066260 nChanged 8 SP:Iteration 6Q (37.207926 sec): 3 clusters Score: Raw -19719.388135 + Penalty 727.419120 = -18991.969015 nChanged 5 SP:Iteration 7Q (37.208681 sec): 3 clusters Score: Raw -19722.493272 + Penalty 731.749356 = -18990.743917 nChanged 5 SP:Iteration 8F (37.209451 sec): 3 clusters Score: Raw -19733.064510 + Penalty 733.718483 = -18999.346027 nChanged 7 SP:Iteration 9Q (37.210195 sec): 3 clusters Score: Raw -19736.314683 + Penalty 733.438893 = -19002.875790 nChanged 4 SP:Iteration 10F (37.210965 sec): 3 clusters Score: Raw -19738.769648 + Penalty 732.956334 = -19005.813314 nChanged 6 SP:Iteration 11Q (37.211706 sec): 3 clusters Score: Raw -19742.578205 + Penalty 732.051320 = -19010.526886 nChanged 3 SP:Iteration 12Q (37.212451 sec): 3 clusters Score: Raw -19746.571960 + Penalty 733.192025 = -19013.379935 nChanged 3 SP:Iteration 13Q (37.213193 sec): 3 clusters Score: Raw -19748.848097 + Penalty 732.570859 = -19016.277238 nChanged 1 SP:Iteration 14Q (37.213934 sec): 3 clusters Score: Raw -19749.165039 + Penalty 731.599799 = -19017.565240 nChanged 1 SP:Iteration 15Q (37.214704 sec): 3 clusters Score: Raw -19751.270642 + Penalty 730.847865 = -19020.422777 nChanged 1 SP:Iteration 16Q (37.215444 sec): 3 clusters Score: Raw -19752.520739 + Penalty 729.671712 = -19022.849027 nChanged 1 SP:Iteration 17Q (37.216184 sec): 3 clusters Score: Raw -19752.925358 + Penalty 728.658266 = -19024.267092 nChanged 1 SP:Iteration 18Q (37.216925 sec): 3 clusters Score: Raw -19753.432647 + Penalty 728.658266 = -19024.774382 nChanged 0 SP:Iteration 19F (37.217693 sec): 3 clusters Score: Raw -19753.432647 + Penalty 728.658266 = -19024.774382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.218191 sec): 2 clusters Score: Raw -209.836476 + Penalty 147.050565 = -62.785911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.218396 sec): 2 clusters Score: Raw -209.836476 + Penalty 147.050565 = -62.785911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.218886 sec): 2 clusters Score: Raw -507.952782 + Penalty 292.602097 = -215.350684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.219107 sec): 3 clusters Score: Raw -501.098866 + Penalty 589.797477 = 88.698611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.219596 sec): 2 clusters Score: Raw -522.245721 + Penalty 138.305984 = -383.939737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.219821 sec): 3 clusters Score: Raw -523.123773 + Penalty 291.129243 = -231.994529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.220524 sec): 2 clusters Score: Raw -4793.691040 + Penalty 140.205174 = -4653.485867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.220910 sec): 3 clusters Score: Raw -4781.309941 + Penalty 297.035362 = -4484.274579 nChanged 28 SP:Iteration 1F (37.221288 sec): 3 clusters Score: Raw -4819.111172 + Penalty 314.395340 = -4504.715831 nChanged 7 SP:Iteration 2F (37.221664 sec): 3 clusters Score: Raw -4825.057889 + Penalty 315.815222 = -4509.242667 nChanged 1 SP:Iteration 3Q (37.222035 sec): 3 clusters Score: Raw -4825.439194 + Penalty 315.815222 = -4509.623972 nChanged 0 SP:Iteration 4F (37.222410 sec): 3 clusters Score: Raw -4825.439194 + Penalty 315.815222 = -4509.623972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.223067 sec): 2 clusters Score: Raw -4382.539119 + Penalty 475.186740 = -3907.352379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.223409 sec): 3 clusters Score: Raw -4421.867175 + Penalty 952.732902 = -3469.134273 nChanged 2 SP:Iteration 1Q (37.223735 sec): 3 clusters Score: Raw -4427.416124 + Penalty 952.732902 = -3474.683222 nChanged 0 SP:Iteration 2F (37.224071 sec): 3 clusters Score: Raw -4427.416124 + Penalty 952.732902 = -3474.683222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.224568 sec): 2 clusters Score: Raw -714.564590 + Penalty 278.784982 = -435.779608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.224798 sec): 3 clusters Score: Raw -741.621721 + Penalty 562.650940 = -178.970781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.225284 sec): 2 clusters Score: Raw -555.088997 + Penalty 220.964900 = -334.124098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.225528 sec): 3 clusters Score: Raw -579.994624 + Penalty 442.377479 = -137.617144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.226061 sec): 2 clusters Score: Raw -1544.849818 + Penalty 295.193306 = -1249.656512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.226319 sec): 3 clusters Score: Raw -1579.291269 + Penalty 593.577470 = -985.713799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.226812 sec): 2 clusters Score: Raw -685.078433 + Penalty 115.874236 = -569.204197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.227039 sec): 3 clusters Score: Raw -682.424662 + Penalty 241.461695 = -440.962967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.227527 sec): 2 clusters Score: Raw -635.219560 + Penalty 323.893944 = -311.325616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.227753 sec): 3 clusters Score: Raw -641.502901 + Penalty 644.481441 = 2.978540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.228241 sec): 2 clusters Score: Raw -668.974352 + Penalty 325.857804 = -343.116548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.228465 sec): 3 clusters Score: Raw -664.143654 + Penalty 652.663608 = -11.480046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.228931 sec): 2 clusters Score: Raw -127.969575 + Penalty 63.970150 = -63.999425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.229139 sec): 3 clusters Score: Raw -121.257094 + Penalty 127.940301 = 6.683207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.229634 sec): 2 clusters Score: Raw -787.690625 + Penalty 269.528360 = -518.162265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.229865 sec): 3 clusters Score: Raw -816.230344 + Penalty 539.056720 = -277.173625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.230357 sec): 2 clusters Score: Raw -769.118934 + Penalty 318.416142 = -450.702793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.230588 sec): 3 clusters Score: Raw -791.754490 + Penalty 623.246916 = -168.507574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.231067 sec): 2 clusters Score: Raw -469.492416 + Penalty 252.298796 = -217.193620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.231288 sec): 3 clusters Score: Raw -472.089200 + Penalty 527.073858 = 54.984658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.231832 sec): 2 clusters Score: Raw -2010.005012 + Penalty 412.067958 = -1597.937053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.232099 sec): 3 clusters Score: Raw -2030.995951 + Penalty 827.625391 = -1203.370559 nChanged 1 SP:Iteration 1Q (37.232353 sec): 3 clusters Score: Raw -2041.942068 + Penalty 827.625391 = -1214.316677 nChanged 0 SP:Iteration 2F (37.232615 sec): 3 clusters Score: Raw -2041.942068 + Penalty 827.625391 = -1214.316677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.233109 sec): 2 clusters Score: Raw -331.879437 + Penalty 178.634078 = -153.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.233326 sec): 3 clusters Score: Raw -330.019340 + Penalty 351.079166 = 21.059825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.233863 sec): 2 clusters Score: Raw -1692.120637 + Penalty 437.006865 = -1255.113772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.234126 sec): 3 clusters Score: Raw -1780.889265 + Penalty 872.898257 = -907.991008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.234629 sec): 2 clusters Score: Raw -870.596657 + Penalty 264.258671 = -606.337986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.234862 sec): 3 clusters Score: Raw -903.026012 + Penalty 528.517341 = -374.508671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.235489 sec): 2 clusters Score: Raw -2977.791306 + Penalty 328.349024 = -2649.442282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.235813 sec): 3 clusters Score: Raw -3022.725705 + Penalty 653.926606 = -2368.799099 nChanged 5 SP:Iteration 1F (37.236132 sec): 3 clusters Score: Raw -3038.867901 + Penalty 652.273789 = -2386.594112 nChanged 1 SP:Iteration 2Q (37.236436 sec): 3 clusters Score: Raw -3042.229120 + Penalty 652.273789 = -2389.955330 nChanged 0 SP:Iteration 3F (37.236754 sec): 3 clusters Score: Raw -3042.229120 + Penalty 652.273789 = -2389.955330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.237229 sec): 2 clusters Score: Raw -255.079546 + Penalty 143.789207 = -111.290339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.237443 sec): 3 clusters Score: Raw -255.274710 + Penalty 287.578414 = 32.303703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.237915 sec): 2 clusters Score: Raw -270.894972 + Penalty 158.068118 = -112.826854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.238129 sec): 3 clusters Score: Raw -263.866931 + Penalty 316.136236 = 52.269305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.238621 sec): 2 clusters Score: Raw -712.938541 + Penalty 284.365526 = -428.573015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.238849 sec): 3 clusters Score: Raw -736.320011 + Penalty 572.862307 = -163.457704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.239316 sec): 2 clusters Score: Raw -130.503254 + Penalty 75.038224 = -55.465030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.239510 sec): 2 clusters Score: Raw -130.503254 + Penalty 75.038224 = -55.465030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.239993 sec): 2 clusters Score: Raw -471.731604 + Penalty 204.421724 = -267.309880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.240214 sec): 3 clusters Score: Raw -468.511554 + Penalty 415.538500 = -52.973054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.240734 sec): 2 clusters Score: Raw -966.797672 + Penalty 201.213908 = -765.583763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.240972 sec): 3 clusters Score: Raw -978.211511 + Penalty 401.736815 = -576.474696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.241503 sec): 2 clusters Score: Raw -1478.352705 + Penalty 284.935573 = -1193.417131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.241759 sec): 3 clusters Score: Raw -1521.620381 + Penalty 573.814815 = -947.805565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.242238 sec): 2 clusters Score: Raw -424.148532 + Penalty 222.474321 = -201.674211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.242456 sec): 3 clusters Score: Raw -416.198498 + Penalty 450.243446 = 34.044948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.242949 sec): 2 clusters Score: Raw -846.108268 + Penalty 328.368066 = -517.740202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.243179 sec): 3 clusters Score: Raw -856.872821 + Penalty 658.510770 = -198.362052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.243675 sec): 2 clusters Score: Raw -822.421269 + Penalty 258.207303 = -564.213966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.243906 sec): 3 clusters Score: Raw -840.433427 + Penalty 515.295362 = -325.138065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.244382 sec): 2 clusters Score: Raw -274.760510 + Penalty 167.481912 = -107.278598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.244597 sec): 3 clusters Score: Raw -268.148991 + Penalty 334.963824 = 66.814834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.245307 sec): 2 clusters Score: Raw -5663.439438 + Penalty 259.107734 = -5404.331704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.245694 sec): 3 clusters Score: Raw -5622.393975 + Penalty 519.311553 = -5103.082422 nChanged 16 SP:Iteration 1F (37.246073 sec): 3 clusters Score: Raw -5639.301582 + Penalty 527.481589 = -5111.819993 nChanged 6 SP:Iteration 2F (37.246451 sec): 3 clusters Score: Raw -5650.214292 + Penalty 536.440101 = -5113.774191 nChanged 3 SP:Iteration 3Q (37.246821 sec): 3 clusters Score: Raw -5653.675581 + Penalty 546.486897 = -5107.188684 nChanged 3 SP:Iteration 4F (37.247198 sec): 3 clusters Score: Raw -5656.390748 + Penalty 553.985786 = -5102.404962 nChanged 3 SP:Iteration 5F (37.247575 sec): 3 clusters Score: Raw -5658.722581 + Penalty 558.504565 = -5100.218017 nChanged 2 SP:Iteration 6F (37.247950 sec): 3 clusters Score: Raw -5660.990351 + Penalty 565.412523 = -5095.577828 nChanged 2 SP:Iteration 7F (37.248326 sec): 3 clusters Score: Raw -5662.576185 + Penalty 565.412523 = -5097.163662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.248834 sec): 2 clusters Score: Raw -1056.185026 + Penalty 360.876279 = -695.308747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.249069 sec): 3 clusters Score: Raw -1094.287176 + Penalty 721.752557 = -372.534618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.249567 sec): 2 clusters Score: Raw -401.703294 + Penalty 187.303399 = -214.399895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.249784 sec): 3 clusters Score: Raw -394.007567 + Penalty 364.321654 = -29.685913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.250283 sec): 2 clusters Score: Raw -681.711299 + Penalty 151.348049 = -530.363250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.250514 sec): 3 clusters Score: Raw -700.963061 + Penalty 302.826897 = -398.136165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.251008 sec): 2 clusters Score: Raw -806.980980 + Penalty 341.453604 = -465.527377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.251239 sec): 3 clusters Score: Raw -840.803725 + Penalty 680.989064 = -159.814661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.251708 sec): 2 clusters Score: Raw -205.583008 + Penalty 139.907658 = -65.675350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.251905 sec): 2 clusters Score: Raw -205.583008 + Penalty 139.907658 = -65.675350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.252432 sec): 2 clusters Score: Raw -1712.757407 + Penalty 373.824973 = -1338.932435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.252686 sec): 3 clusters Score: Raw -1721.253202 + Penalty 748.290615 = -972.962587 nChanged 1 SP:Iteration 1Q (37.252930 sec): 3 clusters Score: Raw -1725.105291 + Penalty 748.290615 = -976.814676 nChanged 0 SP:Iteration 2F (37.253180 sec): 3 clusters Score: Raw -1725.105291 + Penalty 748.290615 = -976.814676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.253683 sec): 2 clusters Score: Raw -991.595580 + Penalty 337.500464 = -654.095115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.253921 sec): 3 clusters Score: Raw -1033.518199 + Penalty 668.031843 = -365.486356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.254412 sec): 2 clusters Score: Raw -643.425922 + Penalty 337.474311 = -305.951611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.254636 sec): 3 clusters Score: Raw -658.037667 + Penalty 675.348762 = 17.311094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.255153 sec): 2 clusters Score: Raw -1277.629122 + Penalty 413.797278 = -863.831844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.255400 sec): 3 clusters Score: Raw -1359.390122 + Penalty 829.018410 = -530.371712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.255908 sec): 2 clusters Score: Raw -1128.167779 + Penalty 408.395043 = -719.772737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.256147 sec): 3 clusters Score: Raw -1187.413226 + Penalty 810.868669 = -376.544557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.256685 sec): 2 clusters Score: Raw -1543.244534 + Penalty 430.803096 = -1112.441437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.256937 sec): 3 clusters Score: Raw -1631.433271 + Penalty 856.541604 = -774.891666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.257461 sec): 2 clusters Score: Raw -1541.813982 + Penalty 492.543204 = -1049.270778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.257713 sec): 3 clusters Score: Raw -1649.285302 + Penalty 985.075688 = -664.209614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.258203 sec): 2 clusters Score: Raw -684.459236 + Penalty 319.720201 = -364.739036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.258429 sec): 3 clusters Score: Raw -709.388643 + Penalty 639.440402 = -69.948242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.258905 sec): 2 clusters Score: Raw -296.150161 + Penalty 144.740656 = -151.409506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.259122 sec): 3 clusters Score: Raw -297.848612 + Penalty 297.601034 = -0.247578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.259595 sec): 2 clusters Score: Raw -266.560999 + Penalty 147.705508 = -118.855491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.259808 sec): 3 clusters Score: Raw -259.836011 + Penalty 272.123707 = 12.287695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.260272 sec): 2 clusters Score: Raw -60.653779 + Penalty 0.000000 = -60.653779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.260464 sec): 2 clusters Score: Raw -60.653779 + Penalty 0.000000 = -60.653779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.260951 sec): 2 clusters Score: Raw -580.914216 + Penalty 228.973226 = -351.940989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.261176 sec): 3 clusters Score: Raw -593.294318 + Penalty 460.886149 = -132.408168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.261684 sec): 2 clusters Score: Raw -1235.730932 + Penalty 338.460582 = -897.270350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.261923 sec): 3 clusters Score: Raw -1249.830726 + Penalty 675.917977 = -573.912749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.262395 sec): 2 clusters Score: Raw -204.628409 + Penalty 126.794463 = -77.833946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.262605 sec): 3 clusters Score: Raw -196.236146 + Penalty 256.663867 = 60.427721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.263108 sec): 2 clusters Score: Raw -1062.291320 + Penalty 344.769589 = -717.521731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.263347 sec): 3 clusters Score: Raw -1085.399357 + Penalty 691.212497 = -394.186861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.263851 sec): 2 clusters Score: Raw -651.339013 + Penalty 229.995832 = -421.343181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.264078 sec): 3 clusters Score: Raw -655.546050 + Penalty 456.695905 = -198.850145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.264553 sec): 2 clusters Score: Raw -284.072806 + Penalty 185.205885 = -98.866921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.264768 sec): 3 clusters Score: Raw -273.852610 + Penalty 363.676276 = 89.823666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.265258 sec): 2 clusters Score: Raw -623.246843 + Penalty 180.088431 = -443.158412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.265483 sec): 3 clusters Score: Raw -628.095325 + Penalty 360.176861 = -267.918464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.265976 sec): 2 clusters Score: Raw -694.707567 + Penalty 256.358876 = -438.348690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.266203 sec): 3 clusters Score: Raw -712.107916 + Penalty 522.480650 = -189.627266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.266696 sec): 2 clusters Score: Raw -725.779867 + Penalty 264.076128 = -461.703739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.266924 sec): 3 clusters Score: Raw -733.374221 + Penalty 529.497437 = -203.876784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.267417 sec): 2 clusters Score: Raw -835.676161 + Penalty 322.001443 = -513.674718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.267648 sec): 3 clusters Score: Raw -846.569366 + Penalty 642.779364 = -203.790002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.268158 sec): 2 clusters Score: Raw -991.073526 + Penalty 166.377849 = -824.695677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.268397 sec): 3 clusters Score: Raw -1005.389342 + Penalty 331.337032 = -674.052310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.268869 sec): 2 clusters Score: Raw -267.028242 + Penalty 128.386490 = -138.641752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.269083 sec): 3 clusters Score: Raw -257.857702 + Penalty 256.772979 = -1.084723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.269573 sec): 2 clusters Score: Raw -648.618104 + Penalty 308.539711 = -340.078393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.269799 sec): 3 clusters Score: Raw -682.988530 + Penalty 618.616143 = -64.372387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.270271 sec): 2 clusters Score: Raw -257.376766 + Penalty 114.448525 = -142.928240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.270483 sec): 3 clusters Score: Raw -251.849913 + Penalty 228.897051 = -22.952863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.271001 sec): 2 clusters Score: Raw -905.478901 + Penalty 255.878736 = -649.600165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.271237 sec): 3 clusters Score: Raw -928.749723 + Penalty 515.590989 = -413.158734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.271737 sec): 2 clusters Score: Raw -908.632615 + Penalty 350.007970 = -558.624645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.271972 sec): 3 clusters Score: Raw -965.625919 + Penalty 698.495980 = -267.129939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.272474 sec): 2 clusters Score: Raw -1076.937055 + Penalty 384.124047 = -692.813008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.272712 sec): 3 clusters Score: Raw -1126.635474 + Penalty 767.939452 = -358.696022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.273191 sec): 2 clusters Score: Raw -451.861989 + Penalty 208.910353 = -242.951636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.273412 sec): 3 clusters Score: Raw -461.765720 + Penalty 408.787826 = -52.977894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.273892 sec): 2 clusters Score: Raw -452.525452 + Penalty 193.234548 = -259.290905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.274112 sec): 3 clusters Score: Raw -453.281981 + Penalty 385.604513 = -67.677468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.274594 sec): 2 clusters Score: Raw -477.796127 + Penalty 217.253316 = -260.542811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.274814 sec): 3 clusters Score: Raw -474.118799 + Penalty 429.741373 = -44.377426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.275286 sec): 2 clusters Score: Raw -281.942067 + Penalty 178.027431 = -103.914636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.275500 sec): 3 clusters Score: Raw -271.923884 + Penalty 365.979770 = 94.055886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.275977 sec): 2 clusters Score: Raw -346.661448 + Penalty 173.032046 = -173.629402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.276192 sec): 3 clusters Score: Raw -337.876790 + Penalty 359.140638 = 21.263848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.276659 sec): 2 clusters Score: Raw -133.799649 + Penalty 77.660898 = -56.138751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.276852 sec): 2 clusters Score: Raw -133.799649 + Penalty 77.660898 = -56.138751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.277347 sec): 2 clusters Score: Raw -747.857286 + Penalty 238.053193 = -509.804093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.277575 sec): 3 clusters Score: Raw -743.045077 + Penalty 472.937972 = -270.107105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.278063 sec): 2 clusters Score: Raw -266.838130 + Penalty 144.605900 = -122.232230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.278277 sec): 3 clusters Score: Raw -260.956941 + Penalty 289.211800 = 28.254859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.278745 sec): 2 clusters Score: Raw -137.513864 + Penalty 92.666871 = -44.846993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.278938 sec): 2 clusters Score: Raw -137.513864 + Penalty 92.666871 = -44.846993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.279417 sec): 2 clusters Score: Raw -411.608491 + Penalty 223.357216 = -188.251275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.279635 sec): 3 clusters Score: Raw -408.183173 + Penalty 438.058898 = 29.875725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.280116 sec): 2 clusters Score: Raw -424.925517 + Penalty 127.664084 = -297.261434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.280335 sec): 3 clusters Score: Raw -423.163837 + Penalty 259.858590 = -163.305247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.280799 sec): 2 clusters Score: Raw -63.370303 + Penalty 0.000000 = -63.370303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.280991 sec): 2 clusters Score: Raw -63.370303 + Penalty 0.000000 = -63.370303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.281478 sec): 2 clusters Score: Raw -663.831122 + Penalty 317.647426 = -346.183696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.281704 sec): 3 clusters Score: Raw -657.558411 + Penalty 637.241041 = -20.317371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.282192 sec): 2 clusters Score: Raw -615.721771 + Penalty 281.958174 = -333.763596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.282416 sec): 3 clusters Score: Raw -628.159079 + Penalty 566.835418 = -61.323660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.282890 sec): 2 clusters Score: Raw -261.032446 + Penalty 146.009264 = -115.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.283103 sec): 3 clusters Score: Raw -255.166595 + Penalty 292.018529 = 36.851934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.283571 sec): 2 clusters Score: Raw -133.498839 + Penalty 91.713306 = -41.785534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.283779 sec): 3 clusters Score: Raw -125.368976 + Penalty 183.426611 = 58.057635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.284267 sec): 2 clusters Score: Raw -645.001908 + Penalty 308.904148 = -336.097759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.284507 sec): 3 clusters Score: Raw -648.409941 + Penalty 615.721067 = -32.688874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.284981 sec): 2 clusters Score: Raw -284.550570 + Penalty 188.373641 = -96.176929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.285194 sec): 3 clusters Score: Raw -273.252520 + Penalty 362.443398 = 89.190878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.285675 sec): 2 clusters Score: Raw -425.935264 + Penalty 247.368587 = -178.566677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.285893 sec): 3 clusters Score: Raw -422.612602 + Penalty 494.737173 = 72.124571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.286370 sec): 2 clusters Score: Raw -349.034242 + Penalty 203.209591 = -145.824651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.286586 sec): 3 clusters Score: Raw -341.105552 + Penalty 416.269082 = 75.163529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.287052 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.287242 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.287724 sec): 2 clusters Score: Raw -483.319718 + Penalty 244.095947 = -239.223771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.287945 sec): 3 clusters Score: Raw -482.847485 + Penalty 483.760601 = 0.913116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.288417 sec): 2 clusters Score: Raw -287.178896 + Penalty 179.719947 = -107.458948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.288627 sec): 3 clusters Score: Raw -274.660172 + Penalty 340.810052 = 66.149880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.289126 sec): 2 clusters Score: Raw -944.834412 + Penalty 324.622144 = -620.212268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.289360 sec): 3 clusters Score: Raw -963.207974 + Penalty 651.464881 = -311.743093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.289820 sec): 2 clusters Score: Raw -62.859567 + Penalty 0.000000 = -62.859567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.290012 sec): 2 clusters Score: Raw -62.859567 + Penalty 0.000000 = -62.859567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.290472 sec): 2 clusters Score: Raw -61.987782 + Penalty 0.000000 = -61.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.290661 sec): 2 clusters Score: Raw -61.987782 + Penalty 0.000000 = -61.987782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.291114 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.291307 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.291785 sec): 2 clusters Score: Raw -363.564011 + Penalty 215.921697 = -147.642314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.291985 sec): 2 clusters Score: Raw -363.564011 + Penalty 215.921697 = -147.642314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.292456 sec): 2 clusters Score: Raw -205.287142 + Penalty 116.129833 = -89.157309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.292667 sec): 3 clusters Score: Raw -195.372392 + Penalty 226.630105 = 31.257713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.293137 sec): 2 clusters Score: Raw -207.000691 + Penalty 126.599740 = -80.400951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.293347 sec): 3 clusters Score: Raw -195.446198 + Penalty 259.386837 = 63.940639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.293815 sec): 2 clusters Score: Raw -137.945311 + Penalty 97.153504 = -40.791806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.294022 sec): 3 clusters Score: Raw -127.884688 + Penalty 194.307008 = 66.422321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.294495 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.294692 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.295162 sec): 2 clusters Score: Raw -201.425375 + Penalty 118.802741 = -82.622634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.295372 sec): 3 clusters Score: Raw -193.109254 + Penalty 250.021346 = 56.912091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.295843 sec): 2 clusters Score: Raw -210.387609 + Penalty 144.599346 = -65.788262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.296054 sec): 3 clusters Score: Raw -200.662646 + Penalty 295.874289 = 95.211643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.296515 sec): 2 clusters Score: Raw -62.936040 + Penalty 0.000000 = -62.936040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.296705 sec): 2 clusters Score: Raw -62.936040 + Penalty 0.000000 = -62.936040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.297179 sec): 2 clusters Score: Raw -273.604221 + Penalty 172.206917 = -101.397304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.297393 sec): 3 clusters Score: Raw -265.008272 + Penalty 344.413833 = 79.405561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.297861 sec): 2 clusters Score: Raw -130.041947 + Penalty 75.884416 = -54.157531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.298068 sec): 2 clusters Score: Raw -130.041947 + Penalty 75.884416 = -54.157531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.298531 sec): 2 clusters Score: Raw -62.275116 + Penalty 0.000000 = -62.275116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.298723 sec): 2 clusters Score: Raw -62.275116 + Penalty 0.000000 = -62.275116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.299191 sec): 2 clusters Score: Raw -122.953959 + Penalty 64.831881 = -58.122078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.299385 sec): 2 clusters Score: Raw -122.953959 + Penalty 64.831881 = -58.122078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.299848 sec): 2 clusters Score: Raw -63.304128 + Penalty 0.000000 = -63.304128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.300039 sec): 2 clusters Score: Raw -63.304128 + Penalty 0.000000 = -63.304128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.300498 sec): 2 clusters Score: Raw -62.719175 + Penalty 0.000000 = -62.719175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.300689 sec): 2 clusters Score: Raw -62.719175 + Penalty 0.000000 = -62.719175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.301149 sec): 2 clusters Score: Raw -64.030170 + Penalty 0.000000 = -64.030170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.301339 sec): 2 clusters Score: Raw -64.030170 + Penalty 0.000000 = -64.030170 nChanged 0 Deleting Class 183 (2 points): Lose 22.206928 but Gain 1476.887536 Iteration 20F (40.445774 sec): 181 clusters Score: Raw -2042164.129545 + Penalty 194747.696262 = -1847416.433283 nChanged 933 Deleting Class 72 (7 points): Lose 139.297910 but Gain 1584.415449 Iteration 21Q (40.790124 sec): 180 clusters Score: Raw -2042542.844677 + Penalty 193274.401837 = -1849268.442841 nChanged 606 Deleting Class 81 (9 points): Lose 119.983317 but Gain 1562.672951 Iteration 22Q (41.098195 sec): 179 clusters Score: Raw -2042783.434658 + Penalty 191766.140122 = -1851017.294537 nChanged 469 Deleting Class 113 (9 points): Lose 176.677458 but Gain 1618.380689 Iteration 23Q (41.392067 sec): 178 clusters Score: Raw -2042864.122308 + Penalty 190244.024121 = -1852620.098187 nChanged 398 Deleting Class 80 (9 points): Lose 115.279458 but Gain 1553.255127 Iteration 24Q (41.674156 sec): 177 clusters Score: Raw -2042980.551277 + Penalty 188724.584363 = -1854255.966914 nChanged 331 Deleting Class 157 (10 points): Lose 123.419100 but Gain 1540.577235 Iteration 25Q (41.950843 sec): 176 clusters Score: Raw -2043014.629951 + Penalty 187374.481504 = -1855640.148447 nChanged 260 Deleting Class 161 (9 points): Lose 76.863876 but Gain 1481.370558 Iteration 26Q (42.215308 sec): 175 clusters Score: Raw -2043044.229059 + Penalty 185947.299275 = -1857096.929784 nChanged 197 Deleting Class 163 (6 points): Lose 57.674287 but Gain 1454.719485 Iteration 27Q (42.473187 sec): 174 clusters Score: Raw -2043083.557001 + Penalty 184528.849869 = -1858554.707132 nChanged 180 Deleting Class 152 (2 points): Lose 13.070161 but Gain 1408.683582 Iteration 28Q (42.725809 sec): 173 clusters Score: Raw -2043137.275007 + Penalty 183136.820437 = -1860000.454571 nChanged 159 Deleting Class 71 (3 points): Lose 19.410266 but Gain 1410.381691 Iteration 29Q (42.976499 sec): 172 clusters Score: Raw -2043163.595467 + Penalty 181734.060460 = -1861429.535008 nChanged 147 Deleting Class 162 (4 points): Lose 42.983159 but Gain 1431.789235 Iteration 30F (45.946048 sec): 171 clusters Score: Raw -2043158.289210 + Penalty 180309.445382 = -1862848.843828 nChanged 121 Deleting Class 117 (25 points): Lose 240.990812 but Gain 1627.841137 Iteration 31Q (46.192090 sec): 170 clusters Score: Raw -2042956.279892 + Penalty 178841.818999 = -1864114.460893 nChanged 113 Deleting Class 200 (1 points): Lose 3.950491 but Gain 1390.073105 Iteration 32Q (46.433615 sec): 169 clusters Score: Raw -2043102.839516 + Penalty 177527.111984 = -1865575.727532 nChanged 90 Deleting Class 115 (17 points): Lose 139.422188 but Gain 1518.852498 Iteration 33Q (46.672105 sec): 168 clusters Score: Raw -2043003.732284 + Penalty 176358.410996 = -1866645.321288 nChanged 85 Deleting Class 130 (4 points): Lose 29.566072 but Gain 1407.711775 Iteration 34Q (46.911346 sec): 167 clusters Score: Raw -2043065.133545 + Penalty 174985.194590 = -1868079.938955 nChanged 85 Deleting Class 118 (10 points): Lose 87.807762 but Gain 1463.082464 Iteration 35Q (47.147685 sec): 166 clusters Score: Raw -2042998.751500 + Penalty 173574.774870 = -1869423.976630 nChanged 70 Deleting Class 180 (5 points): Lose 46.069409 but Gain 1413.632345 Iteration 36Q (47.382682 sec): 165 clusters Score: Raw -2043000.093181 + Penalty 172204.234643 = -1870795.858538 nChanged 52 Deleting Class 160 (2 points): Lose 31.344890 but Gain 1394.187878 Iteration 37Q (47.615019 sec): 164 clusters Score: Raw -2043008.662067 + Penalty 170834.652076 = -1872174.009991 nChanged 43 Deleting Class 189 (3 points): Lose 31.330354 but Gain 1386.871726 Iteration 38Q (47.846458 sec): 163 clusters Score: Raw -2042998.471675 + Penalty 169468.828384 = -1873529.643290 nChanged 49 Deleting Class 206 (1 points): Lose 1.217398 but Gain 1352.873470 Iteration 39Q (48.076762 sec): 162 clusters Score: Raw -2043009.305674 + Penalty 168149.431721 = -1874859.873953 nChanged 52 Deleting Class 142 (16 points): Lose 112.516587 but Gain 1459.823866 Iteration 40F (50.882453 sec): 161 clusters Score: Raw -2042909.544675 + Penalty 166737.785673 = -1876171.759001 nChanged 60 Deleting Class 138 (10 points): Lose 65.432312 but Gain 1411.919047 Iteration 41Q (51.116913 sec): 160 clusters Score: Raw -2042898.093964 + Penalty 165319.284229 = -1877578.809735 nChanged 47 Deleting Class 109 (12 points): Lose 103.774102 but Gain 1447.891568 Iteration 42Q (51.345755 sec): 159 clusters Score: Raw -2042828.876412 + Penalty 163904.176622 = -1878924.699789 nChanged 42 Deleting Class 147 (4 points): Lose 18.741972 but Gain 1353.149819 Iteration 43Q (51.574617 sec): 158 clusters Score: Raw -2042833.070112 + Penalty 162549.412945 = -1880283.657167 nChanged 33 Deleting Class 169 (4 points): Lose 42.003647 but Gain 1366.014289 Iteration 44Q (51.799963 sec): 157 clusters Score: Raw -2042800.554754 + Penalty 161183.387040 = -1881617.167714 nChanged 34 Deleting Class 101 (12 points): Lose 71.898618 but Gain 1392.403972 Iteration 45Q (52.025590 sec): 156 clusters Score: Raw -2042737.199818 + Penalty 159795.162786 = -1882942.037031 nChanged 30 Deleting Class 110 (3 points): Lose 24.759405 but Gain 1341.873115 Iteration 46Q (52.250058 sec): 155 clusters Score: Raw -2042734.782695 + Penalty 158508.401518 = -1884226.381176 nChanged 24 Deleting Class 126 (2 points): Lose 24.044328 but Gain 1338.374352 Iteration 47Q (52.471592 sec): 154 clusters Score: Raw -2042725.616221 + Penalty 157169.799472 = -1885555.816750 nChanged 19 Deleting Class 164 (5 points): Lose 38.816911 but Gain 1330.406598 Iteration 48Q (52.692112 sec): 153 clusters Score: Raw -2042694.415982 + Penalty 155856.406898 = -1886838.009085 nChanged 23 Deleting Class 158 (10 points): Lose 92.661826 but Gain 1379.295679 Iteration 49Q (52.913090 sec): 152 clusters Score: Raw -2042617.923607 + Penalty 154513.133327 = -1888104.790280 nChanged 31 Deleting Class 50 (36 points): Lose 184.147939 but Gain 1468.163324 Iteration 50F (55.544511 sec): 151 clusters Score: Raw -2042474.881791 + Penalty 153119.794727 = -1889355.087064 nChanged 60 Deleting Class 105 (19 points): Lose 130.761907 but Gain 1413.936318 Iteration 51Q (55.770020 sec): 150 clusters Score: Raw -2042442.604767 + Penalty 151770.310485 = -1890672.294282 nChanged 43 Deleting Class 67 (10 points): Lose 40.519157 but Gain 1322.025064 Iteration 52Q (55.995606 sec): 149 clusters Score: Raw -2042484.917878 + Penalty 150457.697286 = -1892027.220592 nChanged 31 Deleting Class 193 (4 points): Lose 28.156287 but Gain 1308.909292 Iteration 53Q (56.218875 sec): 148 clusters Score: Raw -2042505.935006 + Penalty 149149.978892 = -1893355.956113 nChanged 23 Deleting Class 85 (7 points): Lose 86.085178 but Gain 1366.176504 Iteration 54Q (56.436734 sec): 147 clusters Score: Raw -2042456.535276 + Penalty 147755.946534 = -1894700.588742 nChanged 26 Deleting Class 168 (7 points): Lose 41.767071 but Gain 1321.758773 Iteration 55Q (56.655082 sec): 146 clusters Score: Raw -2042456.102607 + Penalty 146478.729832 = -1895977.372775 nChanged 15 Deleting Class 100 (6 points): Lose 31.453379 but Gain 1308.321863 Iteration 56Q (56.871264 sec): 145 clusters Score: Raw -2042460.236961 + Penalty 145162.876245 = -1897297.360715 nChanged 13 Deleting Class 116 (24 points): Lose 153.041950 but Gain 1428.341266 Iteration 57Q (57.087806 sec): 144 clusters Score: Raw -2042322.002836 + Penalty 143846.732168 = -1898475.270668 nChanged 29 Deleting Class 156 (1 points): Lose 0.597435 but Gain 1272.388614 Iteration 58Q (57.304124 sec): 143 clusters Score: Raw -2042386.907926 + Penalty 142574.219515 = -1899812.688411 nChanged 8 Deleting Class 202 (1 points): Lose 4.793960 but Gain 1263.444173 Iteration 59Q (57.518095 sec): 142 clusters Score: Raw -2042386.673585 + Penalty 141316.110217 = -1901070.563368 nChanged 2 Deleting Class 58 (19 points): Lose 121.876629 but Gain 1377.298545 Iteration 60F (59.961139 sec): 141 clusters Score: Raw -2042267.822972 + Penalty 140069.836760 = -1902197.986212 nChanged 19 Deleting Class 114 (20 points): Lose 181.029806 but Gain 1432.218531 Iteration 61Q (60.176696 sec): 140 clusters Score: Raw -2042134.037695 + Penalty 138728.164262 = -1903405.873433 nChanged 27 Deleting Class 84 (12 points): Lose 100.574976 but Gain 1350.204073 Iteration 62Q (60.390694 sec): 139 clusters Score: Raw -2042104.022582 + Penalty 137414.877415 = -1904689.145167 nChanged 15 Deleting Class 24 (27 points): Lose 167.063809 but Gain 1415.909994 Iteration 63Q (60.601450 sec): 138 clusters Score: Raw -2041981.086747 + Penalty 136063.039129 = -1905918.047618 nChanged 30 Deleting Class 153 (6 points): Lose 68.111618 but Gain 1313.513970 Iteration 64Q (60.812705 sec): 137 clusters Score: Raw -2041981.587674 + Penalty 134761.619140 = -1907219.968533 nChanged 16 Deleting Class 191 (1 points): Lose 2.000072 but Gain 1246.872727 Iteration 65Q (61.022105 sec): 136 clusters Score: Raw -2042012.353373 + Penalty 133506.971956 = -1908505.381418 nChanged 9 Deleting Class 23 (11 points): Lose 65.043627 but Gain 1309.632506 Iteration 66Q (61.230478 sec): 135 clusters Score: Raw -2041958.272382 + Penalty 132207.733706 = -1909750.538676 nChanged 17 Deleting Class 128 (18 points): Lose 104.711739 but Gain 1342.641581 Iteration 67Q (61.438573 sec): 134 clusters Score: Raw -2041870.082747 + Penalty 130893.234978 = -1910976.847769 nChanged 23 Deleting Class 135 (10 points): Lose 98.770230 but Gain 1326.665686 Iteration 68Q (61.647984 sec): 133 clusters Score: Raw -2041811.323829 + Penalty 129594.173622 = -1912217.150207 nChanged 17 Deleting Class 103 (4 points): Lose 51.580374 but Gain 1272.995506 Iteration 69Q (61.855533 sec): 132 clusters Score: Raw -2041789.065211 + Penalty 128309.479019 = -1913479.586193 nChanged 15 Deleting Class 54 (3 points): Lose 28.039261 but Gain 1244.860996 Iteration 70F (64.128091 sec): 131 clusters Score: Raw -2041790.566532 + Penalty 127067.224178 = -1914723.342354 nChanged 11 Deleting Class 121 (2 points): Lose 26.858059 but Gain 1235.020668 Iteration 71Q (64.334229 sec): 130 clusters Score: Raw -2041787.586267 + Penalty 125850.802529 = -1915936.783739 nChanged 5 Deleting Class 174 (1 points): Lose 13.010277 but Gain 1207.593950 Iteration 72Q (64.537943 sec): 129 clusters Score: Raw -2041784.195701 + Penalty 124648.796496 = -1917135.399205 nChanged 5 Deleting Class 173 (17 points): Lose 127.009174 but Gain 1320.992355 Iteration 73Q (64.740703 sec): 128 clusters Score: Raw -2041665.532444 + Penalty 123349.835705 = -1918315.696739 nChanged 18 Deleting Class 88 (29 points): Lose 210.234689 but Gain 1392.076927 Iteration 74Q (64.943751 sec): 127 clusters Score: Raw -2041502.975568 + Penalty 122220.285245 = -1919282.690323 nChanged 30 Deleting Class 112 (20 points): Lose 143.914850 but Gain 1323.260467 Iteration 75Q (65.147581 sec): 126 clusters Score: Raw -2041504.484487 + Penalty 120949.655789 = -1920554.828698 nChanged 33 Deleting Class 149 (2 points): Lose 3.693973 but Gain 1180.568976 Iteration 76Q (65.349717 sec): 125 clusters Score: Raw -2041576.287728 + Penalty 119770.133539 = -1921806.154189 nChanged 21 Deleting Class 196 (1 points): Lose 4.456012 but Gain 1179.928545 Iteration 77Q (65.550896 sec): 124 clusters Score: Raw -2041585.432216 + Penalty 118596.281001 = -1922989.151214 nChanged 14 Deleting Class 182 (3 points): Lose 42.762614 but Gain 1214.235083 Iteration 78Q (65.750535 sec): 123 clusters Score: Raw -2041550.827251 + Penalty 117404.452629 = -1924146.374622 nChanged 14 Deleting Class 92 (4 points): Lose 33.755981 but Gain 1201.443196 Iteration 79Q (65.949519 sec): 122 clusters Score: Raw -2041534.372291 + Penalty 116209.076995 = -1925325.295296 nChanged 12 Deleting Class 141 (15 points): Lose 180.765940 but Gain 1347.903227 Iteration 80F (68.069718 sec): 121 clusters Score: Raw -2041369.387495 + Penalty 114903.442452 = -1926465.945043 nChanged 23 Deleting Class 94 (11 points): Lose 84.561894 but Gain 1249.571614 Iteration 81Q (68.268914 sec): 120 clusters Score: Raw -2041372.576264 + Penalty 113706.342627 = -1927666.233637 nChanged 23 Deleting Class 133 (11 points): Lose 51.449394 but Gain 1211.123495 Iteration 82Q (68.466248 sec): 119 clusters Score: Raw -2041369.022363 + Penalty 112508.554298 = -1928860.468065 nChanged 25 Deleting Class 87 (5 points): Lose 18.722665 but Gain 1169.511514 Iteration 83Q (68.667009 sec): 118 clusters Score: Raw -2041372.255091 + Penalty 111343.568024 = -1930028.687067 nChanged 18 Deleting Class 45 (17 points): Lose 136.485809 but Gain 1279.118905 Iteration 84Q (68.863978 sec): 117 clusters Score: Raw -2041253.447264 + Penalty 110090.930284 = -1931162.516979 nChanged 29 Deleting Class 148 (6 points): Lose 40.056141 but Gain 1182.253369 Iteration 85Q (69.059982 sec): 116 clusters Score: Raw -2041265.258581 + Penalty 108924.637071 = -1932340.621510 nChanged 16 Deleting Class 76 (12 points): Lose 80.058278 but Gain 1222.154406 Iteration 86Q (69.254304 sec): 115 clusters Score: Raw -2041197.827816 + Penalty 107720.188265 = -1933477.639551 nChanged 27 Deleting Class 111 (27 points): Lose 102.851382 but Gain 1244.127799 Iteration 87Q (69.447954 sec): 114 clusters Score: Raw -2041124.509503 + Penalty 106521.406950 = -1934603.102553 nChanged 40 Deleting Class 194 (2 points): Lose 13.945538 but Gain 1153.563624 Iteration 88Q (69.643084 sec): 113 clusters Score: Raw -2041156.042530 + Penalty 105445.744007 = -1935710.298522 nChanged 16 Deleting Class 124 (18 points): Lose 138.103957 but Gain 1270.516864 Iteration 89Q (69.834169 sec): 112 clusters Score: Raw -2041034.623947 + Penalty 104176.965699 = -1936857.658248 nChanged 30 Deleting Class 146 (7 points): Lose 51.309595 but Gain 1176.408211 Iteration 90F (71.767025 sec): 111 clusters Score: Raw -2041019.255911 + Penalty 103059.237366 = -1937960.018545 nChanged 24 Deleting Class 96 (2 points): Lose 19.315146 but Gain 1140.700165 Iteration 91Q (71.958176 sec): 110 clusters Score: Raw -2041026.284393 + Penalty 101896.373822 = -1939129.910571 nChanged 17 Deleting Class 63 (19 points): Lose 282.145953 but Gain 1397.874669 Iteration 92Q (72.148620 sec): 109 clusters Score: Raw -2040760.821006 + Penalty 100460.413740 = -1940300.407266 nChanged 31 Deleting Class 187 (3 points): Lose 41.405642 but Gain 1139.453023 Iteration 93Q (72.343103 sec): 108 clusters Score: Raw -2040880.192410 + Penalty 99325.454217 = -1941554.738193 nChanged 15 Deleting Class 55 (6 points): Lose 70.806531 but Gain 1167.452846 Iteration 94Q (72.534892 sec): 107 clusters Score: Raw -2040818.900267 + Penalty 98202.512118 = -1942616.388149 nChanged 16 Deleting Class 181 (3 points): Lose 17.754861 but Gain 1113.816807 Iteration 95Q (72.721775 sec): 106 clusters Score: Raw -2040828.128738 + Penalty 97115.426891 = -1943712.701846 nChanged 15 Deleting Class 143 (7 points): Lose 41.852581 but Gain 1131.231778 Iteration 96Q (72.908405 sec): 105 clusters Score: Raw -2040796.058301 + Penalty 95985.992194 = -1944810.066108 nChanged 13 Deleting Class 120 (4 points): Lose 33.631171 but Gain 1122.679130 Iteration 97Q (73.093585 sec): 104 clusters Score: Raw -2040773.716135 + Penalty 94866.613764 = -1945907.102371 nChanged 6 Deleting Class 159 (6 points): Lose 57.899688 but Gain 1143.473156 Iteration 98Q (73.278286 sec): 103 clusters Score: Raw -2040722.040996 + Penalty 93725.628521 = -1946996.412475 nChanged 9 Deleting Class 123 (11 points): Lose 67.577626 but Gain 1142.836023 Iteration 99Q (73.462546 sec): 102 clusters Score: Raw -2040665.848188 + Penalty 92587.258234 = -1948078.589953 nChanged 14 Deleting Class 83 (12 points): Lose 71.835702 but Gain 1142.901511 Iteration 100F (75.227688 sec): 101 clusters Score: Raw -2040613.664097 + Penalty 91456.188101 = -1949157.475996 nChanged 18 Deleting Class 151 (5 points): Lose 25.586925 but Gain 1096.540425 Iteration 101Q (75.410817 sec): 100 clusters Score: Raw -2040606.717455 + Penalty 90358.339608 = -1950248.377847 nChanged 15 Deleting Class 86 (49 points): Lose 256.653112 but Gain 1324.909518 Iteration 102Q (75.593445 sec): 99 clusters Score: Raw -2040361.333541 + Penalty 89065.380829 = -1951295.952712 nChanged 58 Deleting Class 69 (5 points): Lose 27.181384 but Gain 1085.528461 Iteration 103Q (75.780527 sec): 98 clusters Score: Raw -2040442.466127 + Penalty 88002.740909 = -1952439.725218 nChanged 20 Deleting Class 107 (6 points): Lose 47.006105 but Gain 1101.489514 Iteration 104Q (75.960452 sec): 97 clusters Score: Raw -2040414.585557 + Penalty 86908.535195 = -1953506.050363 nChanged 15 Deleting Class 97 (7 points): Lose 56.793567 but Gain 1106.926232 Iteration 105Q (76.139261 sec): 96 clusters Score: Raw -2040370.228986 + Penalty 85811.683027 = -1954558.545959 nChanged 14 Deleting Class 91 (4 points): Lose 53.405265 but Gain 1092.912135 Iteration 106Q (76.317985 sec): 95 clusters Score: Raw -2040333.770949 + Penalty 84780.820087 = -1955552.950862 nChanged 11 Deleting Class 144 (8 points): Lose 44.000329 but Gain 1082.884294 Iteration 107Q (76.495942 sec): 94 clusters Score: Raw -2040313.789441 + Penalty 83695.873125 = -1956617.916317 nChanged 14 Deleting Class 129 (11 points): Lose 51.415914 but Gain 1088.218206 Iteration 108Q (76.672847 sec): 93 clusters Score: Raw -2040280.996713 + Penalty 82616.969515 = -1957664.027198 nChanged 14 Deleting Class 7 (8 points): Lose 72.552152 but Gain 1109.482482 Iteration 109Q (76.849321 sec): 92 clusters Score: Raw -2040223.087451 + Penalty 81550.668479 = -1958672.418972 nChanged 8 Deleting Class 62 (80 points): Lose 427.207579 but Gain 1459.381356 Iteration 110F (78.447011 sec): 91 clusters Score: Raw -2039811.392088 + Penalty 80252.143956 = -1959559.248132 nChanged 80 Deleting Class 57 (22 points): Lose 135.865603 but Gain 1164.710093 Iteration 111Q (78.625212 sec): 90 clusters Score: Raw -2039866.680625 + Penalty 79109.294972 = -1960757.385653 nChanged 46 Deleting Class 197 (3 points): Lose 51.014135 but Gain 1069.372031 Iteration 112Q (78.801266 sec): 89 clusters Score: Raw -2039895.302803 + Penalty 78078.696360 = -1961816.606444 nChanged 36 Deleting Class 53 (19 points): Lose 100.573575 but Gain 1115.830575 Iteration 113Q (78.980063 sec): 88 clusters Score: Raw -2039845.952932 + Penalty 77030.152002 = -1962815.800930 nChanged 36 Deleting Class 32 (27 points): Lose 151.643150 but Gain 1162.365674 Iteration 114Q (79.155070 sec): 87 clusters Score: Raw -2039746.272236 + Penalty 75954.298156 = -1963791.974079 nChanged 43 Deleting Class 119 (8 points): Lose 67.548608 but Gain 1082.637083 Iteration 115Q (79.329084 sec): 86 clusters Score: Raw -2039758.738791 + Penalty 74885.432492 = -1964873.306299 nChanged 36 Deleting Class 175 (1 points): Lose 22.182838 but Gain 1031.230683 Iteration 116Q (79.500926 sec): 85 clusters Score: Raw -2039766.297451 + Penalty 73865.818799 = -1965900.478652 nChanged 20 Deleting Class 89 (15 points): Lose 69.151139 but Gain 1076.957255 Iteration 117Q (79.670515 sec): 84 clusters Score: Raw -2039707.328725 + Penalty 72815.412668 = -1966891.916057 nChanged 28 Deleting Class 102 (13 points): Lose 52.833377 but Gain 1060.728270 Iteration 118Q (79.841235 sec): 83 clusters Score: Raw -2039680.110310 + Penalty 71760.565753 = -1967919.544557 nChanged 23 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2039680.110310 + Penalty 71760.565753 = -1967919.544557Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.961919 sec): 2 clusters Score: Raw -11710.541325 + Penalty 617.169696 = -11093.371629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.962571 sec): 3 clusters Score: Raw -11715.909163 + Penalty 1244.176586 = -10471.732576 nChanged 53 SP:Iteration 1F (79.963178 sec): 3 clusters Score: Raw -11818.591002 + Penalty 1248.594394 = -10569.996608 nChanged 12 SP:Iteration 2F (79.963783 sec): 3 clusters Score: Raw -11862.674012 + Penalty 1260.769063 = -10601.904949 nChanged 10 SP:Iteration 3Q (79.964358 sec): 3 clusters Score: Raw -11896.335821 + Penalty 1266.301696 = -10630.034125 nChanged 4 SP:Iteration 4Q (79.964920 sec): 3 clusters Score: Raw -11907.842140 + Penalty 1272.297939 = -10635.544201 nChanged 4 SP:Iteration 5Q (79.965479 sec): 3 clusters Score: Raw -11918.375913 + Penalty 1273.690736 = -10644.685177 nChanged 1 SP:Iteration 6Q (79.966036 sec): 3 clusters Score: Raw -11918.678528 + Penalty 1273.690736 = -10644.987792 nChanged 0 SP:Iteration 7F (79.966640 sec): 3 clusters Score: Raw -11918.678528 + Penalty 1273.690736 = -10644.987792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (2386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.975221 sec): 2 clusters Score: Raw -135087.534443 + Penalty 146.265822 = -134941.268621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.979575 sec): 3 clusters Score: Raw -133536.505502 + Penalty 305.403608 = -133231.101894 nChanged 1093 SP:Iteration 1F (79.983846 sec): 3 clusters Score: Raw -134530.994365 + Penalty 305.113092 = -134225.881274 nChanged 374 SP:Iteration 2F (79.988207 sec): 3 clusters Score: Raw -134981.239237 + Penalty 309.076529 = -134672.162707 nChanged 128 SP:Iteration 3F (79.992473 sec): 3 clusters Score: Raw -135137.841466 + Penalty 308.387391 = -134829.454075 nChanged 57 SP:Iteration 4Q (79.996280 sec): 3 clusters Score: Raw -135200.994588 + Penalty 309.297639 = -134891.696949 nChanged 33 SP:Iteration 5Q (79.999991 sec): 3 clusters Score: Raw -135220.133019 + Penalty 309.572637 = -134910.560383 nChanged 19 SP:Iteration 6Q (80.003713 sec): 3 clusters Score: Raw -135228.012905 + Penalty 309.205390 = -134918.807516 nChanged 19 SP:Iteration 7Q (80.007512 sec): 3 clusters Score: Raw -135234.628148 + Penalty 309.183668 = -134925.444480 nChanged 18 SP:Iteration 8Q (80.011218 sec): 3 clusters Score: Raw -135241.250681 + Penalty 309.452613 = -134931.798068 nChanged 22 SP:Iteration 9Q (80.015039 sec): 3 clusters Score: Raw -135249.071718 + Penalty 309.463839 = -134939.607880 nChanged 22 SP:Iteration 10F (80.019299 sec): 3 clusters Score: Raw -135257.826894 + Penalty 309.109895 = -134948.716999 nChanged 18 SP:Iteration 11Q (80.023061 sec): 3 clusters Score: Raw -135263.621379 + Penalty 308.522678 = -134955.098701 nChanged 20 SP:Iteration 12Q (80.026821 sec): 3 clusters Score: Raw -135268.838569 + Penalty 307.762184 = -134961.076384 nChanged 12 SP:Iteration 13Q (80.030572 sec): 3 clusters Score: Raw -135270.860324 + Penalty 307.136503 = -134963.723821 nChanged 8 SP:Iteration 14Q (80.034361 sec): 3 clusters Score: Raw -135272.245038 + Penalty 307.426374 = -134964.818664 nChanged 5 SP:Iteration 15Q (80.038175 sec): 3 clusters Score: Raw -135273.669284 + Penalty 307.482027 = -134966.187257 nChanged 6 SP:Iteration 16Q (80.042012 sec): 3 clusters Score: Raw -135274.445875 + Penalty 308.115624 = -134966.330250 nChanged 5 SP:Iteration 17Q (80.045804 sec): 3 clusters Score: Raw -135275.212385 + Penalty 307.831284 = -134967.381101 nChanged 4 SP:Iteration 18Q (80.049542 sec): 3 clusters Score: Raw -135275.415513 + Penalty 307.785222 = -134967.630291 nChanged 3 SP:Iteration 19Q (80.053275 sec): 3 clusters Score: Raw -135275.640503 + Penalty 307.970544 = -134967.669959 nChanged 2 SP:Iteration 20F (80.057532 sec): 3 clusters Score: Raw -135275.812999 + Penalty 307.715052 = -134968.097947 nChanged 3 SP:Iteration 21Q (80.061422 sec): 3 clusters Score: Raw -135275.999371 + Penalty 307.500781 = -134968.498590 nChanged 2 SP:Iteration 22Q (80.065298 sec): 3 clusters Score: Raw -135276.133423 + Penalty 307.396604 = -134968.736819 nChanged 3 SP:Iteration 23Q (80.069288 sec): 3 clusters Score: Raw -135276.265560 + Penalty 307.396604 = -134968.868956 nChanged 0 SP:Iteration 24F (80.073607 sec): 3 clusters Score: Raw -135276.265560 + Penalty 307.396604 = -134968.868956 nChanged 0 Score: Raw -2071682.267987 + Penalty 71978.868886 = -1999703.399101 Splitting cluster 2 changes total score from -1967919.544557 to -1999703.399101 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.525477 sec): 2 clusters Score: Raw -7991.626660 + Penalty 137.425205 = -7854.201455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.525976 sec): 3 clusters Score: Raw -7931.432390 + Penalty 275.813060 = -7655.619330 nChanged 40 SP:Iteration 1F (81.526459 sec): 3 clusters Score: Raw -7974.863963 + Penalty 277.406661 = -7697.457302 nChanged 15 SP:Iteration 2F (81.526943 sec): 3 clusters Score: Raw -8010.662513 + Penalty 279.095980 = -7731.566534 nChanged 4 SP:Iteration 3Q (81.527386 sec): 3 clusters Score: Raw -8018.377081 + Penalty 279.088178 = -7739.288902 nChanged 4 SP:Iteration 4Q (81.527828 sec): 3 clusters Score: Raw -8025.549804 + Penalty 279.040755 = -7746.509049 nChanged 2 SP:Iteration 5Q (81.528283 sec): 3 clusters Score: Raw -8030.134887 + Penalty 279.274741 = -7750.860146 nChanged 1 SP:Iteration 6Q (81.528720 sec): 3 clusters Score: Raw -8031.770066 + Penalty 279.274741 = -7752.495325 nChanged 0 SP:Iteration 7F (81.529180 sec): 3 clusters Score: Raw -8031.770066 + Penalty 279.274741 = -7752.495325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.531334 sec): 2 clusters Score: Raw -22616.934876 + Penalty 351.333424 = -22265.601452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.532188 sec): 3 clusters Score: Raw -22463.579539 + Penalty 703.233602 = -21760.345936 nChanged 118 SP:Iteration 1F (81.533016 sec): 3 clusters Score: Raw -22554.149801 + Penalty 705.422490 = -21848.727311 nChanged 26 SP:Iteration 2F (81.533842 sec): 3 clusters Score: Raw -22572.959267 + Penalty 706.431373 = -21866.527894 nChanged 8 SP:Iteration 3Q (81.534662 sec): 3 clusters Score: Raw -22577.601888 + Penalty 709.578941 = -21868.022947 nChanged 14 SP:Iteration 4Q (81.535477 sec): 3 clusters Score: Raw -22585.259222 + Penalty 712.718680 = -21872.540543 nChanged 11 SP:Iteration 5Q (81.536285 sec): 3 clusters Score: Raw -22590.315885 + Penalty 714.839171 = -21875.476714 nChanged 8 SP:Iteration 6Q (81.537092 sec): 3 clusters Score: Raw -22594.834576 + Penalty 716.856652 = -21877.977924 nChanged 5 SP:Iteration 7Q (81.537897 sec): 3 clusters Score: Raw -22599.037559 + Penalty 717.434861 = -21881.602698 nChanged 1 SP:Iteration 8Q (81.538731 sec): 3 clusters Score: Raw -22599.244797 + Penalty 718.730825 = -21880.513972 nChanged 3 SP:Iteration 9F (81.539551 sec): 3 clusters Score: Raw -22600.985785 + Penalty 719.110546 = -21881.875238 nChanged 1 SP:Iteration 10F (81.540372 sec): 3 clusters Score: Raw -22602.350584 + Penalty 721.346554 = -21881.004030 nChanged 3 SP:Iteration 11F (81.541192 sec): 3 clusters Score: Raw -22604.307149 + Penalty 722.086182 = -21882.220967 nChanged 1 SP:Iteration 12Q (81.541994 sec): 3 clusters Score: Raw -22604.623634 + Penalty 722.086182 = -21882.537452 nChanged 0 SP:Iteration 13F (81.542813 sec): 3 clusters Score: Raw -22604.623634 + Penalty 722.086182 = -21882.537452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.544089 sec): 2 clusters Score: Raw -5755.019461 + Penalty 780.446461 = -4974.573000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.544536 sec): 3 clusters Score: Raw -5971.746011 + Penalty 1559.139866 = -4412.606145 nChanged 26 SP:Iteration 1F (81.544979 sec): 3 clusters Score: Raw -6164.990895 + Penalty 1556.974825 = -4608.016070 nChanged 7 SP:Iteration 2F (81.545417 sec): 3 clusters Score: Raw -6284.927660 + Penalty 1557.895692 = -4727.031968 nChanged 2 SP:Iteration 3Q (81.545814 sec): 3 clusters Score: Raw -6293.204983 + Penalty 1557.895692 = -4735.309291 nChanged 0 SP:Iteration 4F (81.546252 sec): 3 clusters Score: Raw -6293.204983 + Penalty 1557.895692 = -4735.309291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.550811 sec): 2 clusters Score: Raw -45299.234501 + Penalty 433.181927 = -44866.052574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.552378 sec): 3 clusters Score: Raw -44910.507248 + Penalty 858.408777 = -44052.098471 nChanged 270 SP:Iteration 1F (81.553912 sec): 3 clusters Score: Raw -45072.178049 + Penalty 855.533551 = -44216.644498 nChanged 67 SP:Iteration 2F (81.555447 sec): 3 clusters Score: Raw -45120.702739 + Penalty 853.907295 = -44266.795443 nChanged 44 SP:Iteration 3F (81.557015 sec): 3 clusters Score: Raw -45158.821975 + Penalty 851.613869 = -44307.208107 nChanged 34 SP:Iteration 4Q (81.558568 sec): 3 clusters Score: Raw -45186.809953 + Penalty 850.623679 = -44336.186273 nChanged 28 SP:Iteration 5Q (81.560101 sec): 3 clusters Score: Raw -45212.483131 + Penalty 850.461347 = -44362.021784 nChanged 17 SP:Iteration 6Q (81.561599 sec): 3 clusters Score: Raw -45226.060223 + Penalty 851.362684 = -44374.697538 nChanged 16 SP:Iteration 7Q (81.563127 sec): 3 clusters Score: Raw -45238.708471 + Penalty 853.178210 = -44385.530261 nChanged 16 SP:Iteration 8Q (81.564628 sec): 3 clusters Score: Raw -45251.890327 + Penalty 853.524667 = -44398.365660 nChanged 15 SP:Iteration 9Q (81.566092 sec): 3 clusters Score: Raw -45262.717330 + Penalty 859.360327 = -44403.357003 nChanged 11 SP:Iteration 10F (81.567614 sec): 3 clusters Score: Raw -45274.101961 + Penalty 862.739802 = -44411.362159 nChanged 6 SP:Iteration 11Q (81.569089 sec): 3 clusters Score: Raw -45277.228823 + Penalty 866.910990 = -44410.317833 nChanged 8 SP:Iteration 12F (81.570634 sec): 3 clusters Score: Raw -45281.086311 + Penalty 870.936335 = -44410.149977 nChanged 8 SP:Iteration 13F (81.572162 sec): 3 clusters Score: Raw -45286.158799 + Penalty 877.885842 = -44408.272957 nChanged 9 SP:Iteration 14F (81.573701 sec): 3 clusters Score: Raw -45292.368917 + Penalty 881.573438 = -44410.795480 nChanged 9 SP:Iteration 15Q (81.575139 sec): 3 clusters Score: Raw -45300.408400 + Penalty 887.507119 = -44412.901281 nChanged 7 SP:Iteration 16Q (81.576554 sec): 3 clusters Score: Raw -45304.872224 + Penalty 892.114292 = -44412.757932 nChanged 7 SP:Iteration 17F (81.578084 sec): 3 clusters Score: Raw -45308.994787 + Penalty 896.335648 = -44412.659139 nChanged 4 SP:Iteration 18F (81.579633 sec): 3 clusters Score: Raw -45310.562899 + Penalty 897.440232 = -44413.122667 nChanged 3 SP:Iteration 19Q (81.581049 sec): 3 clusters Score: Raw -45315.437517 + Penalty 901.000911 = -44414.436607 nChanged 6 SP:Iteration 20F (81.582591 sec): 3 clusters Score: Raw -45320.710420 + Penalty 905.708081 = -44415.002340 nChanged 5 SP:Iteration 21Q (81.583958 sec): 3 clusters Score: Raw -45324.281403 + Penalty 914.117451 = -44410.163951 nChanged 5 SP:Iteration 22F (81.585475 sec): 3 clusters Score: Raw -45330.669890 + Penalty 924.447950 = -44406.221940 nChanged 5 SP:Iteration 23F (81.587033 sec): 3 clusters Score: Raw -45337.252837 + Penalty 935.897641 = -44401.355196 nChanged 4 SP:Iteration 24F (81.588573 sec): 3 clusters Score: Raw -45340.782182 + Penalty 935.897641 = -44404.884541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.590029 sec): 2 clusters Score: Raw -2106.595788 + Penalty 450.438308 = -1656.157481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.590341 sec): 3 clusters Score: Raw -2171.404662 + Penalty 902.174933 = -1269.229730 nChanged 2 SP:Iteration 1Q (81.590612 sec): 3 clusters Score: Raw -2181.039317 + Penalty 902.174933 = -1278.864384 nChanged 0 SP:Iteration 2F (81.590895 sec): 3 clusters Score: Raw -2181.039317 + Penalty 902.174933 = -1278.864384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.591723 sec): 2 clusters Score: Raw -848.349761 + Penalty 251.345311 = -597.004450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.591960 sec): 3 clusters Score: Raw -859.615044 + Penalty 502.690623 = -356.924421 nChanged 1 SP:Iteration 1F (81.592192 sec): 3 clusters Score: Raw -864.933626 + Penalty 502.690623 = -362.243003 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 10 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.606569 sec): 2 clusters Score: Raw -174578.934021 + Penalty 251.168558 = -174327.765463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.612137 sec): 3 clusters Score: Raw -172672.859406 + Penalty 566.964545 = -172105.894861 nChanged 1324 SP:Iteration 1F (81.617521 sec): 3 clusters Score: Raw -174005.171048 + Penalty 603.625761 = -173401.545287 nChanged 320 SP:Iteration 2F (81.622862 sec): 3 clusters Score: Raw -174299.740187 + Penalty 637.772212 = -173661.967975 nChanged 135 SP:Iteration 3Q (81.628220 sec): 3 clusters Score: Raw -174447.329969 + Penalty 664.315804 = -173783.014165 nChanged 72 SP:Iteration 4Q (81.633421 sec): 3 clusters Score: Raw -174536.236682 + Penalty 672.272455 = -173863.964227 nChanged 34 SP:Iteration 5Q (81.638003 sec): 3 clusters Score: Raw -174578.354371 + Penalty 670.823395 = -173907.530976 nChanged 14 SP:Iteration 6Q (81.642342 sec): 3 clusters Score: Raw -174587.314911 + Penalty 681.504480 = -173905.810431 nChanged 7 SP:Iteration 7F (81.647657 sec): 3 clusters Score: Raw -174592.652030 + Penalty 682.564378 = -173910.087652 nChanged 3 SP:Iteration 8Q (81.651924 sec): 3 clusters Score: Raw -174593.918021 + Penalty 680.744124 = -173913.173897 nChanged 1 SP:Iteration 9Q (81.656187 sec): 3 clusters Score: Raw -174594.301056 + Penalty 686.372403 = -173907.928653 nChanged 1 SP:Iteration 10F (81.661495 sec): 3 clusters Score: Raw -174595.139462 + Penalty 696.807196 = -173898.332266 nChanged 2 SP:Iteration 11F (81.666827 sec): 3 clusters Score: Raw -174596.564902 + Penalty 696.807196 = -173899.757706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.676127 sec): 2 clusters Score: Raw -68822.081278 + Penalty 119.366867 = -68702.714411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.678445 sec): 3 clusters Score: Raw -68067.966964 + Penalty 235.798784 = -67832.168180 nChanged 539 SP:Iteration 1F (81.680712 sec): 3 clusters Score: Raw -68544.639597 + Penalty 234.314739 = -68310.324859 nChanged 144 SP:Iteration 2F (81.682985 sec): 3 clusters Score: Raw -68677.138215 + Penalty 243.425726 = -68433.712489 nChanged 65 SP:Iteration 3F (81.685264 sec): 3 clusters Score: Raw -68760.332091 + Penalty 258.878625 = -68501.453466 nChanged 40 SP:Iteration 4Q (81.687451 sec): 3 clusters Score: Raw -68809.847787 + Penalty 280.915847 = -68528.931940 nChanged 10 SP:Iteration 5Q (81.689346 sec): 3 clusters Score: Raw -68821.974208 + Penalty 283.943821 = -68538.030386 nChanged 3 SP:Iteration 6Q (81.691192 sec): 3 clusters Score: Raw -68823.590071 + Penalty 288.586244 = -68535.003827 nChanged 3 SP:Iteration 7F (81.693480 sec): 3 clusters Score: Raw -68823.756186 + Penalty 288.586244 = -68535.169942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.694833 sec): 2 clusters Score: Raw -5930.560004 + Penalty 291.837145 = -5638.722858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.695257 sec): 3 clusters Score: Raw -5898.179361 + Penalty 593.506873 = -5304.672488 nChanged 17 SP:Iteration 1F (81.695659 sec): 3 clusters Score: Raw -5927.364631 + Penalty 624.704826 = -5302.659805 nChanged 8 SP:Iteration 2F (81.696069 sec): 3 clusters Score: Raw -5945.574245 + Penalty 656.502462 = -5289.071783 nChanged 6 SP:Iteration 3F (81.696468 sec): 3 clusters Score: Raw -5957.706514 + Penalty 678.909981 = -5278.796533 nChanged 2 SP:Iteration 4F (81.696869 sec): 3 clusters Score: Raw -5967.638417 + Penalty 678.909981 = -5288.728436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.697445 sec): 2 clusters Score: Raw -1857.445965 + Penalty 339.357502 = -1518.088463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.697720 sec): 3 clusters Score: Raw -1901.885782 + Penalty 678.055829 = -1223.829953 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.700686 sec): 2 clusters Score: Raw -51039.006351 + Penalty 576.744537 = -50462.261814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.702437 sec): 3 clusters Score: Raw -50616.908809 + Penalty 1160.542773 = -49456.366035 nChanged 291 SP:Iteration 1F (81.704123 sec): 3 clusters Score: Raw -50785.130855 + Penalty 1171.820540 = -49613.310315 nChanged 81 SP:Iteration 2F (81.705811 sec): 3 clusters Score: Raw -50849.852050 + Penalty 1184.120993 = -49665.731058 nChanged 59 SP:Iteration 3F (81.707498 sec): 3 clusters Score: Raw -50902.617471 + Penalty 1198.592921 = -49704.024551 nChanged 50 SP:Iteration 4F (81.709184 sec): 3 clusters Score: Raw -50948.111237 + Penalty 1211.673263 = -49736.437973 nChanged 46 SP:Iteration 5F (81.710872 sec): 3 clusters Score: Raw -50981.857006 + Penalty 1223.440590 = -49758.416416 nChanged 33 SP:Iteration 6Q (81.712547 sec): 3 clusters Score: Raw -51014.406534 + Penalty 1234.896651 = -49779.509883 nChanged 30 SP:Iteration 7Q (81.714218 sec): 3 clusters Score: Raw -51045.389727 + Penalty 1242.943439 = -49802.446288 nChanged 17 SP:Iteration 8Q (81.715875 sec): 3 clusters Score: Raw -51058.929720 + Penalty 1249.020716 = -49809.909004 nChanged 13 SP:Iteration 9Q (81.717511 sec): 3 clusters Score: Raw -51070.092235 + Penalty 1253.510905 = -49816.581330 nChanged 7 SP:Iteration 10F (81.719255 sec): 3 clusters Score: Raw -51074.459979 + Penalty 1259.738103 = -49814.721877 nChanged 8 SP:Iteration 11F (81.720978 sec): 3 clusters Score: Raw -51082.117551 + Penalty 1266.799437 = -49815.318115 nChanged 9 SP:Iteration 12Q (81.722605 sec): 3 clusters Score: Raw -51090.175418 + Penalty 1268.967662 = -49821.207755 nChanged 6 SP:Iteration 13Q (81.724259 sec): 3 clusters Score: Raw -51093.019000 + Penalty 1272.320426 = -49820.698573 nChanged 6 SP:Iteration 14F (81.725973 sec): 3 clusters Score: Raw -51095.810002 + Penalty 1273.706790 = -49822.103212 nChanged 2 SP:Iteration 15Q (81.727593 sec): 3 clusters Score: Raw -51096.360464 + Penalty 1273.706790 = -49822.653674 nChanged 0 SP:Iteration 16F (81.729334 sec): 3 clusters Score: Raw -51096.360464 + Penalty 1273.706790 = -49822.653674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.731322 sec): 2 clusters Score: Raw -18797.540770 + Penalty 609.434708 = -18188.106061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.732116 sec): 3 clusters Score: Raw -18702.485390 + Penalty 1219.133392 = -17483.351998 nChanged 74 SP:Iteration 1F (81.732890 sec): 3 clusters Score: Raw -18774.761766 + Penalty 1218.780168 = -17555.981599 nChanged 25 SP:Iteration 2F (81.733663 sec): 3 clusters Score: Raw -18803.037175 + Penalty 1218.235547 = -17584.801628 nChanged 13 SP:Iteration 3Q (81.734424 sec): 3 clusters Score: Raw -18817.256853 + Penalty 1218.203205 = -17599.053648 nChanged 9 SP:Iteration 4Q (81.735187 sec): 3 clusters Score: Raw -18822.830527 + Penalty 1217.899634 = -17604.930892 nChanged 3 SP:Iteration 5Q (81.735943 sec): 3 clusters Score: Raw -18825.870535 + Penalty 1217.645159 = -17608.225376 nChanged 1 SP:Iteration 6Q (81.736696 sec): 3 clusters Score: Raw -18826.422390 + Penalty 1217.872545 = -17608.549846 nChanged 1 SP:Iteration 7Q (81.737450 sec): 3 clusters Score: Raw -18827.592782 + Penalty 1218.097280 = -17609.495502 nChanged 1 SP:Iteration 8Q (81.738209 sec): 3 clusters Score: Raw -18827.778898 + Penalty 1218.097280 = -17609.681618 nChanged 0 SP:Iteration 9F (81.738979 sec): 3 clusters Score: Raw -18827.778898 + Penalty 1218.097280 = -17609.681618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.741455 sec): 2 clusters Score: Raw -22856.086019 + Penalty 259.446474 = -22596.639546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.742434 sec): 3 clusters Score: Raw -22644.820149 + Penalty 518.793498 = -22126.026651 nChanged 151 SP:Iteration 1F (81.743397 sec): 3 clusters Score: Raw -22758.216788 + Penalty 519.288448 = -22238.928341 nChanged 60 SP:Iteration 2F (81.744357 sec): 3 clusters Score: Raw -22822.754264 + Penalty 519.825651 = -22302.928612 nChanged 31 SP:Iteration 3F (81.745318 sec): 3 clusters Score: Raw -22853.040752 + Penalty 519.100281 = -22333.940471 nChanged 21 SP:Iteration 4Q (81.746260 sec): 3 clusters Score: Raw -22884.831597 + Penalty 519.155187 = -22365.676410 nChanged 14 SP:Iteration 5Q (81.747193 sec): 3 clusters Score: Raw -22894.998551 + Penalty 519.164835 = -22375.833716 nChanged 5 SP:Iteration 6Q (81.748120 sec): 3 clusters Score: Raw -22898.599371 + Penalty 519.164835 = -22379.434536 nChanged 0 SP:Iteration 7F (81.749078 sec): 3 clusters Score: Raw -22898.599371 + Penalty 519.164835 = -22379.434536 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.766579 sec): 2 clusters Score: Raw -238043.941693 + Penalty 316.760300 = -237727.181393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.773516 sec): 3 clusters Score: Raw -235729.380553 + Penalty 666.439144 = -235062.941409 nChanged 1662 SP:Iteration 1F (81.780240 sec): 3 clusters Score: Raw -237106.664017 + Penalty 709.337034 = -236397.326983 nChanged 451 SP:Iteration 2F (81.786897 sec): 3 clusters Score: Raw -237488.113793 + Penalty 764.721018 = -236723.392775 nChanged 278 SP:Iteration 3F (81.793534 sec): 3 clusters Score: Raw -237763.798941 + Penalty 819.705019 = -236944.093921 nChanged 165 SP:Iteration 4Q (81.800269 sec): 3 clusters Score: Raw -237926.427182 + Penalty 855.723248 = -237070.703934 nChanged 86 SP:Iteration 5Q (81.806965 sec): 3 clusters Score: Raw -238004.067421 + Penalty 862.582723 = -237141.484698 nChanged 39 SP:Iteration 6Q (81.812846 sec): 3 clusters Score: Raw -238034.816468 + Penalty 864.279991 = -237170.536477 nChanged 21 SP:Iteration 7Q (81.818317 sec): 3 clusters Score: Raw -238045.032822 + Penalty 870.224302 = -237174.808520 nChanged 11 SP:Iteration 8Q (81.823757 sec): 3 clusters Score: Raw -238051.214659 + Penalty 865.937998 = -237185.276661 nChanged 8 SP:Iteration 9Q (81.829107 sec): 3 clusters Score: Raw -238057.104498 + Penalty 866.665094 = -237190.439404 nChanged 10 SP:Iteration 10F (81.835752 sec): 3 clusters Score: Raw -238062.157973 + Penalty 874.859717 = -237187.298256 nChanged 6 SP:Iteration 11F (81.842360 sec): 3 clusters Score: Raw -238064.817058 + Penalty 866.555434 = -237198.261624 nChanged 6 SP:Iteration 12Q (81.847630 sec): 3 clusters Score: Raw -238065.065571 + Penalty 866.392015 = -237198.673556 nChanged 4 SP:Iteration 13Q (81.852862 sec): 3 clusters Score: Raw -238066.379486 + Penalty 867.188315 = -237199.191171 nChanged 8 SP:Iteration 14Q (81.858137 sec): 3 clusters Score: Raw -238068.591906 + Penalty 854.472887 = -237214.119019 nChanged 7 SP:Iteration 15Q (81.863418 sec): 3 clusters Score: Raw -238071.838988 + Penalty 836.759530 = -237235.079458 nChanged 3 SP:Iteration 16Q (81.868651 sec): 3 clusters Score: Raw -238072.608660 + Penalty 832.477346 = -237240.131315 nChanged 2 SP:Iteration 17Q (81.873869 sec): 3 clusters Score: Raw -238076.550407 + Penalty 821.829362 = -237254.721045 nChanged 2 SP:Iteration 18Q (81.879132 sec): 3 clusters Score: Raw -238077.918594 + Penalty 821.829362 = -237256.089232 nChanged 0 SP:Iteration 19F (81.885841 sec): 3 clusters Score: Raw -238077.918594 + Penalty 821.829362 = -237256.089232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.891210 sec): 2 clusters Score: Raw -42027.168461 + Penalty 709.823486 = -41317.344975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.892606 sec): 3 clusters Score: Raw -41783.909716 + Penalty 1421.367226 = -40362.542490 nChanged 197 SP:Iteration 1F (81.893974 sec): 3 clusters Score: Raw -41987.909249 + Penalty 1424.986756 = -40562.922493 nChanged 68 SP:Iteration 2F (81.895345 sec): 3 clusters Score: Raw -42103.569052 + Penalty 1428.171469 = -40675.397583 nChanged 52 SP:Iteration 3F (81.896716 sec): 3 clusters Score: Raw -42189.466388 + Penalty 1427.751281 = -40761.715107 nChanged 37 SP:Iteration 4F (81.898082 sec): 3 clusters Score: Raw -42249.970471 + Penalty 1425.853631 = -40824.116841 nChanged 25 SP:Iteration 5Q (81.899404 sec): 3 clusters Score: Raw -42287.564781 + Penalty 1425.058413 = -40862.506368 nChanged 17 SP:Iteration 6Q (81.900725 sec): 3 clusters Score: Raw -42319.300461 + Penalty 1423.783873 = -40895.516588 nChanged 14 SP:Iteration 7Q (81.902044 sec): 3 clusters Score: Raw -42351.190226 + Penalty 1422.916410 = -40928.273816 nChanged 13 SP:Iteration 8Q (81.903347 sec): 3 clusters Score: Raw -42372.521898 + Penalty 1421.973735 = -40950.548163 nChanged 9 SP:Iteration 9Q (81.904666 sec): 3 clusters Score: Raw -42380.026534 + Penalty 1421.361723 = -40958.664811 nChanged 5 SP:Iteration 10F (81.906029 sec): 3 clusters Score: Raw -42384.545776 + Penalty 1421.299200 = -40963.246576 nChanged 4 SP:Iteration 11Q (81.907340 sec): 3 clusters Score: Raw -42388.658701 + Penalty 1420.958539 = -40967.700162 nChanged 3 SP:Iteration 12Q (81.908639 sec): 3 clusters Score: Raw -42390.201820 + Penalty 1420.897854 = -40969.303966 nChanged 1 SP:Iteration 13Q (81.909930 sec): 3 clusters Score: Raw -42391.644072 + Penalty 1420.768496 = -40970.875576 nChanged 1 SP:Iteration 14Q (81.911222 sec): 3 clusters Score: Raw -42392.417226 + Penalty 1420.537501 = -40971.879725 nChanged 2 SP:Iteration 15Q (81.912548 sec): 3 clusters Score: Raw -42394.102172 + Penalty 1420.552862 = -40973.549310 nChanged 3 SP:Iteration 16Q (81.913838 sec): 3 clusters Score: Raw -42398.030233 + Penalty 1420.401710 = -40977.628523 nChanged 2 SP:Iteration 17Q (81.915131 sec): 3 clusters Score: Raw -42399.578834 + Penalty 1420.303628 = -40979.275206 nChanged 3 SP:Iteration 18Q (81.916397 sec): 3 clusters Score: Raw -42403.474806 + Penalty 1420.381084 = -40983.093723 nChanged 4 SP:Iteration 19Q (81.917667 sec): 3 clusters Score: Raw -42408.349708 + Penalty 1420.393354 = -40987.956354 nChanged 4 SP:Iteration 20F (81.919074 sec): 3 clusters Score: Raw -42413.804872 + Penalty 1420.443242 = -40993.361630 nChanged 4 SP:Iteration 21Q (81.920388 sec): 3 clusters Score: Raw -42417.937009 + Penalty 1420.479095 = -40997.457914 nChanged 3 SP:Iteration 22Q (81.921679 sec): 3 clusters Score: Raw -42420.791113 + Penalty 1420.335248 = -41000.455864 nChanged 2 SP:Iteration 23Q (81.922968 sec): 3 clusters Score: Raw -42422.365736 + Penalty 1420.213866 = -41002.151871 nChanged 4 SP:Iteration 24Q (81.924254 sec): 3 clusters Score: Raw -42428.432772 + Penalty 1420.128456 = -41008.304316 nChanged 3 SP:Iteration 25Q (81.925545 sec): 3 clusters Score: Raw -42431.466757 + Penalty 1420.122545 = -41011.344211 nChanged 4 SP:Iteration 26Q (81.926850 sec): 3 clusters Score: Raw -42436.658622 + Penalty 1420.049305 = -41016.609317 nChanged 3 SP:Iteration 27Q (81.928127 sec): 3 clusters Score: Raw -42440.834567 + Penalty 1419.820841 = -41021.013725 nChanged 4 SP:Iteration 28Q (81.929415 sec): 3 clusters Score: Raw -42443.476405 + Penalty 1419.820841 = -41023.655564 nChanged 0 SP:Iteration 29F (81.930792 sec): 3 clusters Score: Raw -42443.476405 + Penalty 1419.820841 = -41023.655564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.931829 sec): 2 clusters Score: Raw -8194.753239 + Penalty 270.144588 = -7924.608650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.932347 sec): 3 clusters Score: Raw -8157.618312 + Penalty 536.873370 = -7620.744942 nChanged 52 SP:Iteration 1F (81.932856 sec): 3 clusters Score: Raw -8248.078688 + Penalty 543.288596 = -7704.790092 nChanged 20 SP:Iteration 2F (81.933362 sec): 3 clusters Score: Raw -8299.655390 + Penalty 548.171567 = -7751.483823 nChanged 8 SP:Iteration 3Q (81.933850 sec): 3 clusters Score: Raw -8322.982016 + Penalty 551.845417 = -7771.136600 nChanged 4 SP:Iteration 4Q (81.934333 sec): 3 clusters Score: Raw -8328.794656 + Penalty 550.537850 = -7778.256805 nChanged 3 SP:Iteration 5Q (81.934842 sec): 3 clusters Score: Raw -8335.916726 + Penalty 546.376922 = -7789.539805 nChanged 2 SP:Iteration 6Q (81.935339 sec): 3 clusters Score: Raw -8344.111804 + Penalty 546.090951 = -7798.020853 nChanged 2 SP:Iteration 7Q (81.935823 sec): 3 clusters Score: Raw -8350.441019 + Penalty 546.090951 = -7804.350068 nChanged 0 SP:Iteration 8F (81.936340 sec): 3 clusters Score: Raw -8350.441019 + Penalty 546.090951 = -7804.350068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.937189 sec): 2 clusters Score: Raw -8586.344994 + Penalty 108.577629 = -8477.767365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.937675 sec): 3 clusters Score: Raw -8540.901639 + Penalty 245.091426 = -8295.810213 nChanged 48 SP:Iteration 1F (81.938160 sec): 3 clusters Score: Raw -8609.691615 + Penalty 256.433463 = -8353.258152 nChanged 7 SP:Iteration 2Q (81.938630 sec): 3 clusters Score: Raw -8620.667693 + Penalty 260.583219 = -8360.084474 nChanged 2 SP:Iteration 3Q (81.939086 sec): 3 clusters Score: Raw -8622.489941 + Penalty 260.583219 = -8361.906722 nChanged 0 SP:Iteration 4F (81.939558 sec): 3 clusters Score: Raw -8622.489941 + Penalty 260.583219 = -8361.906722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 21 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.941750 sec): 2 clusters Score: Raw -35419.513036 + Penalty 86.728441 = -35332.784595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.943104 sec): 3 clusters Score: Raw -35024.358309 + Penalty 159.961565 = -34864.396744 nChanged 265 SP:Iteration 1F (81.944423 sec): 3 clusters Score: Raw -35219.664028 + Penalty 154.356075 = -35065.307953 nChanged 78 SP:Iteration 2F (81.945735 sec): 3 clusters Score: Raw -35389.547057 + Penalty 156.507428 = -35233.039628 nChanged 34 SP:Iteration 3F (81.947054 sec): 3 clusters Score: Raw -35435.906112 + Penalty 153.611360 = -35282.294752 nChanged 31 SP:Iteration 4Q (81.948275 sec): 3 clusters Score: Raw -35493.735845 + Penalty 155.666174 = -35338.069671 nChanged 24 SP:Iteration 5Q (81.949458 sec): 3 clusters Score: Raw -35535.810085 + Penalty 158.365906 = -35377.444180 nChanged 14 SP:Iteration 6Q (81.950597 sec): 3 clusters Score: Raw -35558.472598 + Penalty 160.158385 = -35398.314214 nChanged 9 SP:Iteration 7Q (81.951709 sec): 3 clusters Score: Raw -35564.197984 + Penalty 160.840474 = -35403.357509 nChanged 3 SP:Iteration 8Q (81.952811 sec): 3 clusters Score: Raw -35567.168077 + Penalty 160.906970 = -35406.261107 nChanged 1 SP:Iteration 9Q (81.953916 sec): 3 clusters Score: Raw -35567.467220 + Penalty 160.906970 = -35406.560250 nChanged 0 SP:Iteration 10F (81.955229 sec): 3 clusters Score: Raw -35567.467220 + Penalty 160.906970 = -35406.560250 nChanged 0 Score: Raw -2071830.220479 + Penalty 72100.010954 = -1999730.209526 Splitting cluster 21 changes total score from -1967919.544557 to -1999730.209526 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.412319 sec): 2 clusters Score: Raw -748.355394 + Penalty 222.691834 = -525.663561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.412562 sec): 3 clusters Score: Raw -763.802840 + Penalty 443.669586 = -320.133253 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.414656 sec): 2 clusters Score: Raw -36052.025761 + Penalty 274.309626 = -35777.716135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.415946 sec): 3 clusters Score: Raw -35710.705721 + Penalty 548.995425 = -35161.710297 nChanged 225 SP:Iteration 1F (83.417209 sec): 3 clusters Score: Raw -35846.414732 + Penalty 544.128199 = -35302.286533 nChanged 65 SP:Iteration 2F (83.418470 sec): 3 clusters Score: Raw -35911.664471 + Penalty 537.131166 = -35374.533305 nChanged 41 SP:Iteration 3F (83.419725 sec): 3 clusters Score: Raw -35953.972145 + Penalty 535.394373 = -35418.577771 nChanged 25 SP:Iteration 4Q (83.420961 sec): 3 clusters Score: Raw -35968.369508 + Penalty 533.123665 = -35435.245842 nChanged 17 SP:Iteration 5Q (83.422184 sec): 3 clusters Score: Raw -35976.812904 + Penalty 531.928806 = -35444.884098 nChanged 12 SP:Iteration 6Q (83.423406 sec): 3 clusters Score: Raw -35982.797199 + Penalty 532.768191 = -35450.029008 nChanged 13 SP:Iteration 7Q (83.424626 sec): 3 clusters Score: Raw -35988.244763 + Penalty 533.431032 = -35454.813731 nChanged 13 SP:Iteration 8Q (83.425830 sec): 3 clusters Score: Raw -35993.363529 + Penalty 533.655966 = -35459.707563 nChanged 11 SP:Iteration 9Q (83.427024 sec): 3 clusters Score: Raw -35997.489565 + Penalty 536.167347 = -35461.322218 nChanged 7 SP:Iteration 10F (83.428257 sec): 3 clusters Score: Raw -35999.600238 + Penalty 538.373093 = -35461.227145 nChanged 5 SP:Iteration 11F (83.429490 sec): 3 clusters Score: Raw -36000.559572 + Penalty 538.497954 = -35462.061618 nChanged 3 SP:Iteration 12Q (83.430684 sec): 3 clusters Score: Raw -36000.756876 + Penalty 540.279195 = -35460.477681 nChanged 2 SP:Iteration 13F (83.431933 sec): 3 clusters Score: Raw -36000.850642 + Penalty 542.071947 = -35458.778696 nChanged 2 SP:Iteration 14F (83.433216 sec): 3 clusters Score: Raw -36001.153045 + Penalty 545.270809 = -35455.882236 nChanged 5 SP:Iteration 15F (83.434468 sec): 3 clusters Score: Raw -36003.218614 + Penalty 560.499537 = -35442.719077 nChanged 14 SP:Iteration 16F (83.435721 sec): 3 clusters Score: Raw -36011.842159 + Penalty 572.529927 = -35439.312233 nChanged 13 SP:Iteration 17F (83.436973 sec): 3 clusters Score: Raw -36018.600319 + Penalty 582.387017 = -35436.213302 nChanged 11 SP:Iteration 18F (83.438227 sec): 3 clusters Score: Raw -36024.520119 + Penalty 597.689837 = -35426.830282 nChanged 9 SP:Iteration 19F (83.439481 sec): 3 clusters Score: Raw -36030.228194 + Penalty 615.756095 = -35414.472099 nChanged 12 SP:Iteration 20F (83.440742 sec): 3 clusters Score: Raw -36038.344225 + Penalty 657.403740 = -35380.940485 nChanged 12 SP:Iteration 21F (83.441988 sec): 3 clusters Score: Raw -36050.227005 + Penalty 702.103005 = -35348.124000 nChanged 9 SP:Iteration 22F (83.443265 sec): 3 clusters Score: Raw -36061.438263 + Penalty 719.931146 = -35341.507117 nChanged 2 SP:Iteration 23F (83.444516 sec): 3 clusters Score: Raw -36064.982112 + Penalty 728.685846 = -35336.296265 nChanged 2 SP:Iteration 24F (83.445764 sec): 3 clusters Score: Raw -36069.862510 + Penalty 731.756561 = -35338.105949 nChanged 1 SP:Iteration 25Q (83.446815 sec): 3 clusters Score: Raw -36072.889744 + Penalty 731.756561 = -35341.133183 nChanged 0 SP:Iteration 26F (83.448058 sec): 3 clusters Score: Raw -36072.889744 + Penalty 731.756561 = -35341.133183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.449165 sec): 2 clusters Score: Raw -14135.334836 + Penalty 851.339227 = -13283.995609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.449788 sec): 3 clusters Score: Raw -14171.726591 + Penalty 1699.957864 = -12471.768727 nChanged 38 SP:Iteration 1F (83.450409 sec): 3 clusters Score: Raw -14268.742760 + Penalty 1699.512724 = -12569.230036 nChanged 12 SP:Iteration 2F (83.451020 sec): 3 clusters Score: Raw -14321.914742 + Penalty 1698.956452 = -12622.958290 nChanged 12 SP:Iteration 3F (83.451630 sec): 3 clusters Score: Raw -14376.825330 + Penalty 1699.305205 = -12677.520125 nChanged 13 SP:Iteration 4F (83.452238 sec): 3 clusters Score: Raw -14478.103072 + Penalty 1699.387931 = -12778.715141 nChanged 11 SP:Iteration 5Q (83.452790 sec): 3 clusters Score: Raw -14534.306907 + Penalty 1701.542015 = -12832.764891 nChanged 5 SP:Iteration 6Q (83.453328 sec): 3 clusters Score: Raw -14547.886612 + Penalty 1703.525197 = -12844.361415 nChanged 1 SP:Iteration 7Q (83.453859 sec): 3 clusters Score: Raw -14551.655351 + Penalty 1703.525197 = -12848.130154 nChanged 0 SP:Iteration 8F (83.454466 sec): 3 clusters Score: Raw -14551.655351 + Penalty 1703.525197 = -12848.130154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.455710 sec): 2 clusters Score: Raw -16808.956286 + Penalty 604.159205 = -16204.797081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.456429 sec): 3 clusters Score: Raw -16732.289380 + Penalty 1223.284850 = -15509.004530 nChanged 64 SP:Iteration 1F (83.457136 sec): 3 clusters Score: Raw -16830.143783 + Penalty 1235.030694 = -15595.113089 nChanged 22 SP:Iteration 2F (83.457842 sec): 3 clusters Score: Raw -16860.839428 + Penalty 1241.924060 = -15618.915368 nChanged 10 SP:Iteration 3Q (83.458528 sec): 3 clusters Score: Raw -16875.111512 + Penalty 1260.724598 = -15614.386914 nChanged 9 SP:Iteration 4F (83.459237 sec): 3 clusters Score: Raw -16885.364595 + Penalty 1279.508314 = -15605.856281 nChanged 5 SP:Iteration 5F (83.459953 sec): 3 clusters Score: Raw -16891.755958 + Penalty 1294.841971 = -15596.913987 nChanged 4 SP:Iteration 6F (83.460661 sec): 3 clusters Score: Raw -16898.178508 + Penalty 1314.303700 = -15583.874808 nChanged 5 SP:Iteration 7F (83.461397 sec): 3 clusters Score: Raw -16910.032188 + Penalty 1321.662185 = -15588.370003 nChanged 1 SP:Iteration 8Q (83.462047 sec): 3 clusters Score: Raw -16911.464843 + Penalty 1321.662185 = -15589.802658 nChanged 0 SP:Iteration 9F (83.462753 sec): 3 clusters Score: Raw -16911.464843 + Penalty 1321.662185 = -15589.802658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.463978 sec): 2 clusters Score: Raw -15638.136756 + Penalty 581.361386 = -15056.775371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.464698 sec): 3 clusters Score: Raw -15588.068914 + Penalty 1172.241895 = -14415.827019 nChanged 67 SP:Iteration 1F (83.465409 sec): 3 clusters Score: Raw -15680.478130 + Penalty 1172.856714 = -14507.621415 nChanged 15 SP:Iteration 2F (83.466117 sec): 3 clusters Score: Raw -15697.852811 + Penalty 1172.549183 = -14525.303628 nChanged 3 SP:Iteration 3Q (83.466802 sec): 3 clusters Score: Raw -15700.248060 + Penalty 1173.162717 = -14527.085343 nChanged 1 SP:Iteration 4Q (83.467487 sec): 3 clusters Score: Raw -15700.709057 + Penalty 1173.162717 = -14527.546340 nChanged 0 SP:Iteration 5F (83.468194 sec): 3 clusters Score: Raw -15700.709057 + Penalty 1173.162717 = -14527.546340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.469096 sec): 2 clusters Score: Raw -10014.715054 + Penalty 802.813504 = -9211.901550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.469614 sec): 3 clusters Score: Raw -10028.857122 + Penalty 1605.318415 = -8423.538707 nChanged 12 SP:Iteration 1F (83.470122 sec): 3 clusters Score: Raw -10061.064677 + Penalty 1605.587581 = -8455.477096 nChanged 3 SP:Iteration 2Q (83.470611 sec): 3 clusters Score: Raw -10072.075301 + Penalty 1605.662163 = -8466.413138 nChanged 1 SP:Iteration 3Q (83.471095 sec): 3 clusters Score: Raw -10076.400101 + Penalty 1605.743209 = -8470.656892 nChanged 1 SP:Iteration 4Q (83.471577 sec): 3 clusters Score: Raw -10077.044111 + Penalty 1605.798393 = -8471.245718 nChanged 1 SP:Iteration 5Q (83.472058 sec): 3 clusters Score: Raw -10080.277666 + Penalty 1606.048517 = -8474.229149 nChanged 3 SP:Iteration 6Q (83.472535 sec): 3 clusters Score: Raw -10088.269837 + Penalty 1606.327795 = -8481.942042 nChanged 3 SP:Iteration 7Q (83.473013 sec): 3 clusters Score: Raw -10097.927497 + Penalty 1606.601647 = -8491.325851 nChanged 2 SP:Iteration 8Q (83.473488 sec): 3 clusters Score: Raw -10101.845996 + Penalty 1606.601647 = -8495.244349 nChanged 0 SP:Iteration 9F (83.473993 sec): 3 clusters Score: Raw -10101.845996 + Penalty 1606.601647 = -8495.244349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.476825 sec): 2 clusters Score: Raw -33535.263740 + Penalty 901.004671 = -32634.259069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.477948 sec): 3 clusters Score: Raw -33331.310338 + Penalty 1805.002779 = -31526.307559 nChanged 132 SP:Iteration 1F (83.479053 sec): 3 clusters Score: Raw -33534.893714 + Penalty 1811.243330 = -31723.650384 nChanged 54 SP:Iteration 2F (83.480157 sec): 3 clusters Score: Raw -33645.531230 + Penalty 1814.683855 = -31830.847375 nChanged 30 SP:Iteration 3F (83.481261 sec): 3 clusters Score: Raw -33696.202452 + Penalty 1814.361090 = -31881.841362 nChanged 21 SP:Iteration 4Q (83.482318 sec): 3 clusters Score: Raw -33743.080206 + Penalty 1813.997408 = -31929.082799 nChanged 14 SP:Iteration 5Q (83.483354 sec): 3 clusters Score: Raw -33764.603189 + Penalty 1814.288932 = -31950.314257 nChanged 5 SP:Iteration 6Q (83.484381 sec): 3 clusters Score: Raw -33772.718596 + Penalty 1813.933029 = -31958.785566 nChanged 2 SP:Iteration 7Q (83.485441 sec): 3 clusters Score: Raw -33779.481349 + Penalty 1813.268239 = -31966.213109 nChanged 3 SP:Iteration 8Q (83.486466 sec): 3 clusters Score: Raw -33786.384985 + Penalty 1812.331465 = -31974.053520 nChanged 4 SP:Iteration 9Q (83.487497 sec): 3 clusters Score: Raw -33792.794565 + Penalty 1812.113703 = -31980.680861 nChanged 1 SP:Iteration 10F (83.488600 sec): 3 clusters Score: Raw -33793.584094 + Penalty 1812.113703 = -31981.470390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.489761 sec): 2 clusters Score: Raw -964.860014 + Penalty 88.395177 = -876.464837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.490008 sec): 3 clusters Score: Raw -970.476082 + Penalty 182.304018 = -788.172064 nChanged 1 SP:Iteration 1F (83.490249 sec): 3 clusters Score: Raw -972.900279 + Penalty 182.304018 = -790.596260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.491146 sec): 2 clusters Score: Raw -9134.929153 + Penalty 491.440332 = -8643.488821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.491656 sec): 3 clusters Score: Raw -9103.530158 + Penalty 982.321563 = -8121.208595 nChanged 28 SP:Iteration 1F (83.492156 sec): 3 clusters Score: Raw -9143.009026 + Penalty 984.806254 = -8158.202771 nChanged 6 SP:Iteration 2Q (83.492649 sec): 3 clusters Score: Raw -9152.603290 + Penalty 986.506788 = -8166.096503 nChanged 5 SP:Iteration 3Q (83.493139 sec): 3 clusters Score: Raw -9160.951066 + Penalty 988.407440 = -8172.543626 nChanged 3 SP:Iteration 4Q (83.493627 sec): 3 clusters Score: Raw -9165.129265 + Penalty 990.562318 = -8174.566948 nChanged 2 SP:Iteration 5Q (83.494114 sec): 3 clusters Score: Raw -9166.691229 + Penalty 991.364180 = -8175.327049 nChanged 1 SP:Iteration 6Q (83.494603 sec): 3 clusters Score: Raw -9167.211503 + Penalty 991.364180 = -8175.847323 nChanged 0 SP:Iteration 7F (83.495101 sec): 3 clusters Score: Raw -9167.211503 + Penalty 991.364180 = -8175.847323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.495767 sec): 2 clusters Score: Raw -4094.864258 + Penalty 581.065483 = -3513.798775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.496111 sec): 3 clusters Score: Raw -4209.343397 + Penalty 1165.964807 = -3043.378590 nChanged 1 SP:Iteration 1Q (83.496431 sec): 3 clusters Score: Raw -4211.613781 + Penalty 1165.964807 = -3045.648974 nChanged 0 SP:Iteration 2F (83.496766 sec): 3 clusters Score: Raw -4211.613781 + Penalty 1165.964807 = -3045.648974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.497518 sec): 2 clusters Score: Raw -6534.432434 + Penalty 386.959058 = -6147.473376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.497929 sec): 3 clusters Score: Raw -6532.149485 + Penalty 773.946483 = -5758.203002 nChanged 10 SP:Iteration 1F (83.498332 sec): 3 clusters Score: Raw -6548.343469 + Penalty 774.085645 = -5774.257825 nChanged 3 SP:Iteration 2Q (83.498730 sec): 3 clusters Score: Raw -6552.713811 + Penalty 774.094049 = -5778.619762 nChanged 2 SP:Iteration 3Q (83.499125 sec): 3 clusters Score: Raw -6554.562873 + Penalty 774.407579 = -5780.155295 nChanged 1 SP:Iteration 4Q (83.499519 sec): 3 clusters Score: Raw -6554.942189 + Penalty 774.462047 = -5780.480142 nChanged 1 SP:Iteration 5Q (83.499912 sec): 3 clusters Score: Raw -6556.001586 + Penalty 775.055296 = -5780.946289 nChanged 1 SP:Iteration 6Q (83.500306 sec): 3 clusters Score: Raw -6556.944351 + Penalty 775.511425 = -5781.432926 nChanged 1 SP:Iteration 7Q (83.500699 sec): 3 clusters Score: Raw -6557.570886 + Penalty 775.511425 = -5782.059461 nChanged 0 SP:Iteration 8F (83.501126 sec): 3 clusters Score: Raw -6557.570886 + Penalty 775.511425 = -5782.059461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.501732 sec): 2 clusters Score: Raw -2972.336516 + Penalty 368.433499 = -2603.903017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.502036 sec): 3 clusters Score: Raw -2986.968111 + Penalty 743.552593 = -2243.415519 nChanged 4 SP:Iteration 1F (83.502334 sec): 3 clusters Score: Raw -2999.406483 + Penalty 748.686741 = -2250.719741 nChanged 1 SP:Iteration 2Q (83.502623 sec): 3 clusters Score: Raw -3001.417325 + Penalty 754.156735 = -2247.260590 nChanged 1 SP:Iteration 3F (83.502921 sec): 3 clusters Score: Raw -3005.073541 + Penalty 765.237793 = -2239.835748 nChanged 2 SP:Iteration 4F (83.503217 sec): 3 clusters Score: Raw -3012.563642 + Penalty 765.237793 = -2247.325849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.504060 sec): 2 clusters Score: Raw -5119.338634 + Penalty 313.344457 = -4805.994177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.504437 sec): 3 clusters Score: Raw -5075.007049 + Penalty 627.821807 = -4447.185242 nChanged 16 SP:Iteration 1F (83.504807 sec): 3 clusters Score: Raw -5102.024450 + Penalty 628.993932 = -4473.030519 nChanged 7 SP:Iteration 2F (83.505176 sec): 3 clusters Score: Raw -5129.389666 + Penalty 635.399693 = -4493.989972 nChanged 4 SP:Iteration 3Q (83.505530 sec): 3 clusters Score: Raw -5145.289118 + Penalty 637.255750 = -4508.033367 nChanged 1 SP:Iteration 4Q (83.505877 sec): 3 clusters Score: Raw -5151.784576 + Penalty 637.255750 = -4514.528825 nChanged 0 SP:Iteration 5F (83.506244 sec): 3 clusters Score: Raw -5151.784576 + Penalty 637.255750 = -4514.528825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.507165 sec): 2 clusters Score: Raw -6747.946837 + Penalty 225.768681 = -6522.178156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.507639 sec): 3 clusters Score: Raw -6736.204135 + Penalty 467.605017 = -6268.599118 nChanged 41 SP:Iteration 1F (83.508100 sec): 3 clusters Score: Raw -6822.076819 + Penalty 475.000244 = -6347.076575 nChanged 14 SP:Iteration 2F (83.508562 sec): 3 clusters Score: Raw -6876.814110 + Penalty 471.306804 = -6405.507307 nChanged 7 SP:Iteration 3Q (83.508983 sec): 3 clusters Score: Raw -6910.355057 + Penalty 470.084153 = -6440.270904 nChanged 3 SP:Iteration 4Q (83.509395 sec): 3 clusters Score: Raw -6924.401430 + Penalty 471.854014 = -6452.547415 nChanged 1 SP:Iteration 5Q (83.509803 sec): 3 clusters Score: Raw -6929.985744 + Penalty 471.854014 = -6458.131729 nChanged 0 SP:Iteration 6F (83.510262 sec): 3 clusters Score: Raw -6929.985744 + Penalty 471.854014 = -6458.131729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.511333 sec): 2 clusters Score: Raw -13540.069677 + Penalty 195.235775 = -13344.833902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.511964 sec): 3 clusters Score: Raw -13424.568039 + Penalty 426.700186 = -12997.867853 nChanged 88 SP:Iteration 1F (83.512583 sec): 3 clusters Score: Raw -13507.596541 + Penalty 439.319570 = -13068.276971 nChanged 25 SP:Iteration 2F (83.513206 sec): 3 clusters Score: Raw -13525.106842 + Penalty 435.485591 = -13089.621251 nChanged 8 SP:Iteration 3Q (83.513830 sec): 3 clusters Score: Raw -13531.361901 + Penalty 443.745856 = -13087.616046 nChanged 4 SP:Iteration 4F (83.514458 sec): 3 clusters Score: Raw -13535.487434 + Penalty 450.929546 = -13084.557888 nChanged 2 SP:Iteration 5F (83.515112 sec): 3 clusters Score: Raw -13538.976847 + Penalty 457.258188 = -13081.718658 nChanged 2 SP:Iteration 6F (83.515742 sec): 3 clusters Score: Raw -13540.465860 + Penalty 457.258188 = -13083.207672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.517442 sec): 2 clusters Score: Raw -28774.600484 + Penalty 654.621053 = -28119.979431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.518423 sec): 3 clusters Score: Raw -28616.408419 + Penalty 1305.461114 = -27310.947305 nChanged 111 SP:Iteration 1F (83.519387 sec): 3 clusters Score: Raw -28713.500644 + Penalty 1301.872042 = -27411.628602 nChanged 33 SP:Iteration 2F (83.520349 sec): 3 clusters Score: Raw -28737.572662 + Penalty 1299.690979 = -27437.881683 nChanged 16 SP:Iteration 3Q (83.521307 sec): 3 clusters Score: Raw -28756.055777 + Penalty 1296.432208 = -27459.623569 nChanged 18 SP:Iteration 4Q (83.522262 sec): 3 clusters Score: Raw -28784.238037 + Penalty 1293.849803 = -27490.388235 nChanged 18 SP:Iteration 5Q (83.523217 sec): 3 clusters Score: Raw -28805.063374 + Penalty 1291.525013 = -27513.538360 nChanged 9 SP:Iteration 6Q (83.524165 sec): 3 clusters Score: Raw -28816.041928 + Penalty 1291.975494 = -27524.066433 nChanged 4 SP:Iteration 7Q (83.525112 sec): 3 clusters Score: Raw -28820.201048 + Penalty 1290.981489 = -27529.219559 nChanged 3 SP:Iteration 8Q (83.526064 sec): 3 clusters Score: Raw -28822.205919 + Penalty 1289.917859 = -27532.288060 nChanged 2 SP:Iteration 9Q (83.527011 sec): 3 clusters Score: Raw -28822.737312 + Penalty 1290.403068 = -27532.334243 nChanged 2 SP:Iteration 10F (83.527969 sec): 3 clusters Score: Raw -28823.545592 + Penalty 1289.958383 = -27533.587209 nChanged 2 SP:Iteration 11Q (83.528917 sec): 3 clusters Score: Raw -28825.509704 + Penalty 1289.258911 = -27536.250793 nChanged 2 SP:Iteration 12Q (83.529869 sec): 3 clusters Score: Raw -28831.271709 + Penalty 1290.248597 = -27541.023113 nChanged 1 SP:Iteration 13Q (83.530814 sec): 3 clusters Score: Raw -28836.162198 + Penalty 1290.425466 = -27545.736732 nChanged 2 SP:Iteration 14Q (83.531754 sec): 3 clusters Score: Raw -28841.196609 + Penalty 1290.123077 = -27551.073533 nChanged 2 SP:Iteration 15Q (83.532704 sec): 3 clusters Score: Raw -28841.785494 + Penalty 1290.123077 = -27551.662418 nChanged 0 SP:Iteration 16F (83.533660 sec): 3 clusters Score: Raw -28841.785494 + Penalty 1290.123077 = -27551.662418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.534756 sec): 2 clusters Score: Raw -13660.004881 + Penalty 483.510960 = -13176.493921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.535390 sec): 3 clusters Score: Raw -13613.337048 + Penalty 972.701762 = -12640.635286 nChanged 58 SP:Iteration 1F (83.536009 sec): 3 clusters Score: Raw -13721.972857 + Penalty 1002.706365 = -12719.266491 nChanged 31 SP:Iteration 2F (83.536628 sec): 3 clusters Score: Raw -13782.533739 + Penalty 1016.815060 = -12765.718679 nChanged 13 SP:Iteration 3F (83.537249 sec): 3 clusters Score: Raw -13805.317476 + Penalty 1030.369898 = -12774.947578 nChanged 8 SP:Iteration 4Q (83.537849 sec): 3 clusters Score: Raw -13819.367603 + Penalty 1034.156660 = -12785.210943 nChanged 4 SP:Iteration 5Q (83.538424 sec): 3 clusters Score: Raw -13828.052361 + Penalty 1039.634325 = -12788.418036 nChanged 2 SP:Iteration 6Q (83.538999 sec): 3 clusters Score: Raw -13835.646611 + Penalty 1042.918903 = -12792.727709 nChanged 1 SP:Iteration 7Q (83.539568 sec): 3 clusters Score: Raw -13836.897363 + Penalty 1042.918903 = -12793.978460 nChanged 0 SP:Iteration 8F (83.540188 sec): 3 clusters Score: Raw -13836.897363 + Penalty 1042.918903 = -12793.978460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.540727 sec): 2 clusters Score: Raw -373.032924 + Penalty 175.529169 = -197.503755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.540952 sec): 3 clusters Score: Raw -375.275796 + Penalty 348.579833 = -26.695964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.541486 sec): 2 clusters Score: Raw -1304.039376 + Penalty 334.957313 = -969.082062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.541739 sec): 3 clusters Score: Raw -1367.783664 + Penalty 683.732835 = -684.050829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.542480 sec): 2 clusters Score: Raw -5425.163097 + Penalty 289.555579 = -5135.607518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.542901 sec): 3 clusters Score: Raw -5411.799956 + Penalty 572.529753 = -4839.270203 nChanged 17 SP:Iteration 1F (83.543312 sec): 3 clusters Score: Raw -5438.202114 + Penalty 582.140984 = -4856.061130 nChanged 8 SP:Iteration 2F (83.543724 sec): 3 clusters Score: Raw -5460.998656 + Penalty 582.720901 = -4878.277755 nChanged 8 SP:Iteration 3F (83.544136 sec): 3 clusters Score: Raw -5480.129631 + Penalty 586.274099 = -4893.855532 nChanged 3 SP:Iteration 4Q (83.544532 sec): 3 clusters Score: Raw -5485.094221 + Penalty 586.274099 = -4898.820122 nChanged 0 SP:Iteration 5F (83.544947 sec): 3 clusters Score: Raw -5485.094221 + Penalty 586.274099 = -4898.820122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.545846 sec): 2 clusters Score: Raw -5580.877915 + Penalty 442.589150 = -5138.288766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.546243 sec): 3 clusters Score: Raw -5572.880412 + Penalty 886.780409 = -4686.100003 nChanged 9 SP:Iteration 1F (83.546631 sec): 3 clusters Score: Raw -5586.285218 + Penalty 887.428909 = -4698.856309 nChanged 1 SP:Iteration 2Q (83.547017 sec): 3 clusters Score: Raw -5593.502505 + Penalty 887.428909 = -4706.073596 nChanged 0 SP:Iteration 3F (83.547406 sec): 3 clusters Score: Raw -5593.502505 + Penalty 887.428909 = -4706.073596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.548002 sec): 2 clusters Score: Raw -253.952949 + Penalty 128.341871 = -125.611079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.548217 sec): 3 clusters Score: Raw -252.226299 + Penalty 256.683741 = 4.457443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.548763 sec): 2 clusters Score: Raw -1909.433707 + Penalty 390.827619 = -1518.606088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.549029 sec): 3 clusters Score: Raw -1950.702240 + Penalty 796.782565 = -1153.919675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.549516 sec): 2 clusters Score: Raw -554.461712 + Penalty 161.160279 = -393.301434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.549741 sec): 3 clusters Score: Raw -560.991367 + Penalty 326.917910 = -234.073457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.550227 sec): 2 clusters Score: Raw -551.365506 + Penalty 207.014679 = -344.350827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.550452 sec): 3 clusters Score: Raw -569.629756 + Penalty 417.332040 = -152.297716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.550998 sec): 2 clusters Score: Raw -1403.106287 + Penalty 312.057921 = -1091.048366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.551251 sec): 3 clusters Score: Raw -1435.189438 + Penalty 643.430079 = -791.759359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.551735 sec): 2 clusters Score: Raw -498.896817 + Penalty 204.142664 = -294.754153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.551958 sec): 3 clusters Score: Raw -514.741564 + Penalty 404.806667 = -109.934897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.553319 sec): 2 clusters Score: Raw -20656.808956 + Penalty 834.665008 = -19822.143948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.554130 sec): 3 clusters Score: Raw -20561.963946 + Penalty 1672.303015 = -18889.660931 nChanged 66 SP:Iteration 1F (83.554916 sec): 3 clusters Score: Raw -20664.389890 + Penalty 1677.144012 = -18987.245878 nChanged 26 SP:Iteration 2F (83.555702 sec): 3 clusters Score: Raw -20717.769389 + Penalty 1679.769781 = -19037.999607 nChanged 17 SP:Iteration 3F (83.556483 sec): 3 clusters Score: Raw -20746.873874 + Penalty 1682.381671 = -19064.492203 nChanged 7 SP:Iteration 4Q (83.557222 sec): 3 clusters Score: Raw -20754.834028 + Penalty 1682.191733 = -19072.642295 nChanged 2 SP:Iteration 5Q (83.557954 sec): 3 clusters Score: Raw -20756.605291 + Penalty 1682.998390 = -19073.606901 nChanged 1 SP:Iteration 6Q (83.558683 sec): 3 clusters Score: Raw -20758.900357 + Penalty 1683.740299 = -19075.160058 nChanged 1 SP:Iteration 7Q (83.559412 sec): 3 clusters Score: Raw -20759.172936 + Penalty 1683.823748 = -19075.349188 nChanged 1 SP:Iteration 8Q (83.560140 sec): 3 clusters Score: Raw -20762.768628 + Penalty 1683.823748 = -19078.944881 nChanged 0 SP:Iteration 9F (83.560919 sec): 3 clusters Score: Raw -20762.768628 + Penalty 1683.823748 = -19078.944881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.561427 sec): 2 clusters Score: Raw -498.053819 + Penalty 195.443717 = -302.610102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.561660 sec): 3 clusters Score: Raw -513.177432 + Penalty 390.887435 = -122.289997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.562187 sec): 2 clusters Score: Raw -1212.874944 + Penalty 249.947181 = -962.927763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.562435 sec): 3 clusters Score: Raw -1252.664517 + Penalty 503.614238 = -749.050279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.563142 sec): 2 clusters Score: Raw -4942.565126 + Penalty 435.633742 = -4506.931384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.563518 sec): 3 clusters Score: Raw -4947.514416 + Penalty 871.322445 = -4076.191971 nChanged 8 SP:Iteration 1F (83.563885 sec): 3 clusters Score: Raw -4965.131553 + Penalty 871.059555 = -4094.071998 nChanged 1 SP:Iteration 2Q (83.564246 sec): 3 clusters Score: Raw -4965.764419 + Penalty 871.011060 = -4094.753360 nChanged 2 SP:Iteration 3Q (83.564606 sec): 3 clusters Score: Raw -4970.362196 + Penalty 871.011060 = -4099.351136 nChanged 0 SP:Iteration 4F (83.564974 sec): 3 clusters Score: Raw -4970.362196 + Penalty 871.011060 = -4099.351136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.565473 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.565664 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.566161 sec): 2 clusters Score: Raw -837.251343 + Penalty 237.854831 = -599.396512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.566395 sec): 3 clusters Score: Raw -851.406740 + Penalty 476.331046 = -375.075694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.567238 sec): 2 clusters Score: Raw -8429.437368 + Penalty 663.677163 = -7765.760205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.567715 sec): 3 clusters Score: Raw -8444.358681 + Penalty 1331.023217 = -7113.335464 nChanged 14 SP:Iteration 1F (83.568184 sec): 3 clusters Score: Raw -8481.880097 + Penalty 1340.003742 = -7141.876355 nChanged 7 SP:Iteration 2Q (83.568637 sec): 3 clusters Score: Raw -8505.873700 + Penalty 1341.633768 = -7164.239931 nChanged 4 SP:Iteration 3Q (83.569082 sec): 3 clusters Score: Raw -8515.630241 + Penalty 1341.633768 = -7173.996472 nChanged 0 SP:Iteration 4F (83.569549 sec): 3 clusters Score: Raw -8515.630241 + Penalty 1341.633768 = -7173.996472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.572584 sec): 2 clusters Score: Raw -32131.085390 + Penalty 510.899626 = -31620.185764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.573746 sec): 3 clusters Score: Raw -31839.677466 + Penalty 1023.585439 = -30816.092026 nChanged 154 SP:Iteration 1F (83.574913 sec): 3 clusters Score: Raw -31959.888627 + Penalty 1041.265226 = -30918.623401 nChanged 75 SP:Iteration 2F (83.576083 sec): 3 clusters Score: Raw -32044.095732 + Penalty 1062.086539 = -30982.009192 nChanged 41 SP:Iteration 3F (83.577249 sec): 3 clusters Score: Raw -32097.951903 + Penalty 1100.488480 = -30997.463424 nChanged 33 SP:Iteration 4F (83.578414 sec): 3 clusters Score: Raw -32151.137126 + Penalty 1136.430667 = -31014.706460 nChanged 25 SP:Iteration 5Q (83.579586 sec): 3 clusters Score: Raw -32183.222570 + Penalty 1163.052730 = -31020.169841 nChanged 14 SP:Iteration 6Q (83.580706 sec): 3 clusters Score: Raw -32198.787665 + Penalty 1172.722568 = -31026.065097 nChanged 7 SP:Iteration 7Q (83.581790 sec): 3 clusters Score: Raw -32218.725470 + Penalty 1180.306751 = -31038.418720 nChanged 4 SP:Iteration 8Q (83.582840 sec): 3 clusters Score: Raw -32223.137360 + Penalty 1186.062068 = -31037.075292 nChanged 2 SP:Iteration 9F (83.584006 sec): 3 clusters Score: Raw -32224.250638 + Penalty 1190.191297 = -31034.059341 nChanged 1 SP:Iteration 10F (83.585170 sec): 3 clusters Score: Raw -32224.721698 + Penalty 1201.913104 = -31022.808594 nChanged 3 SP:Iteration 11F (83.586339 sec): 3 clusters Score: Raw -32224.979352 + Penalty 1210.187370 = -31014.791981 nChanged 3 SP:Iteration 12F (83.587505 sec): 3 clusters Score: Raw -32225.041226 + Penalty 1214.119200 = -31010.922026 nChanged 3 SP:Iteration 13F (83.588671 sec): 3 clusters Score: Raw -32230.043970 + Penalty 1240.705670 = -30989.338301 nChanged 5 SP:Iteration 14F (83.589837 sec): 3 clusters Score: Raw -32237.878820 + Penalty 1254.916215 = -30982.962605 nChanged 6 SP:Iteration 15F (83.591011 sec): 3 clusters Score: Raw -32248.064934 + Penalty 1261.095108 = -30986.969826 nChanged 3 SP:Iteration 16Q (83.592011 sec): 3 clusters Score: Raw -32254.057686 + Penalty 1260.271104 = -30993.786582 nChanged 1 SP:Iteration 17Q (83.593031 sec): 3 clusters Score: Raw -32254.793785 + Penalty 1252.785991 = -31002.007794 nChanged 2 SP:Iteration 18Q (83.594030 sec): 3 clusters Score: Raw -32259.699909 + Penalty 1252.785991 = -31006.913918 nChanged 0 SP:Iteration 19F (83.595196 sec): 3 clusters Score: Raw -32259.699909 + Penalty 1252.785991 = -31006.913918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.597442 sec): 2 clusters Score: Raw -705.989713 + Penalty 198.664904 = -507.324808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.597681 sec): 3 clusters Score: Raw -725.559971 + Penalty 397.682500 = -327.877471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.598943 sec): 2 clusters Score: Raw -4674.823476 + Penalty 141.165736 = -4533.657740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.599340 sec): 3 clusters Score: Raw -4653.401888 + Penalty 284.079941 = -4369.321946 nChanged 22 SP:Iteration 1F (83.599732 sec): 3 clusters Score: Raw -4683.396693 + Penalty 296.628927 = -4386.767766 nChanged 11 SP:Iteration 2F (83.600122 sec): 3 clusters Score: Raw -4700.898374 + Penalty 302.563884 = -4398.334490 nChanged 2 SP:Iteration 3Q (83.600500 sec): 3 clusters Score: Raw -4702.650191 + Penalty 306.519065 = -4396.131125 nChanged 1 SP:Iteration 4F (83.600892 sec): 3 clusters Score: Raw -4703.409160 + Penalty 306.939385 = -4396.469775 nChanged 1 SP:Iteration 5Q (83.601265 sec): 3 clusters Score: Raw -4703.649348 + Penalty 306.939385 = -4396.709963 nChanged 0 SP:Iteration 6F (83.601656 sec): 3 clusters Score: Raw -4703.649348 + Penalty 306.939385 = -4396.709963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.602675 sec): 2 clusters Score: Raw -4162.893294 + Penalty 495.911105 = -3666.982189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.603014 sec): 3 clusters Score: Raw -4209.783915 + Penalty 989.133049 = -3220.650866 nChanged 3 SP:Iteration 1Q (83.603331 sec): 3 clusters Score: Raw -4224.420761 + Penalty 989.133049 = -3235.287712 nChanged 0 SP:Iteration 2F (83.603660 sec): 3 clusters Score: Raw -4224.420761 + Penalty 989.133049 = -3235.287712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.604451 sec): 2 clusters Score: Raw -555.088997 + Penalty 220.964900 = -334.124098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.604677 sec): 3 clusters Score: Raw -574.254366 + Penalty 460.540786 = -113.713581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.605486 sec): 2 clusters Score: Raw -1244.714771 + Penalty 292.497525 = -952.217246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.605738 sec): 3 clusters Score: Raw -1282.913716 + Penalty 588.871890 = -694.041827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.606508 sec): 2 clusters Score: Raw -564.612254 + Penalty 115.568050 = -449.044204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.606731 sec): 3 clusters Score: Raw -565.011019 + Penalty 255.414488 = -309.596531 nChanged 1 SP:Iteration 1F (83.606949 sec): 3 clusters Score: Raw -567.195523 + Penalty 255.414488 = -311.781035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.607696 sec): 2 clusters Score: Raw -127.969575 + Penalty 63.970150 = -63.999425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.607932 sec): 3 clusters Score: Raw -121.257094 + Penalty 127.940301 = 6.683207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.608870 sec): 2 clusters Score: Raw -3381.887764 + Penalty 379.388503 = -3002.499261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.609212 sec): 3 clusters Score: Raw -3421.748578 + Penalty 758.381428 = -2663.367149 nChanged 5 SP:Iteration 1F (83.609551 sec): 3 clusters Score: Raw -3440.423139 + Penalty 758.073303 = -2682.349836 nChanged 3 SP:Iteration 2Q (83.609873 sec): 3 clusters Score: Raw -3458.606361 + Penalty 756.825492 = -2701.780870 nChanged 2 SP:Iteration 3Q (83.610189 sec): 3 clusters Score: Raw -3467.111525 + Penalty 756.825492 = -2710.286034 nChanged 0 SP:Iteration 4F (83.610523 sec): 3 clusters Score: Raw -3467.111525 + Penalty 756.825492 = -2710.286034 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 93 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.613431 sec): 2 clusters Score: Raw -43786.593291 + Penalty 71.085025 = -43715.508266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.615032 sec): 3 clusters Score: Raw -43308.985068 + Penalty 139.261281 = -43169.723786 nChanged 357 SP:Iteration 1F (83.616601 sec): 3 clusters Score: Raw -43568.028799 + Penalty 145.890712 = -43422.138086 nChanged 97 SP:Iteration 2F (83.618151 sec): 3 clusters Score: Raw -43646.934252 + Penalty 151.702095 = -43495.232157 nChanged 66 SP:Iteration 3F (83.619694 sec): 3 clusters Score: Raw -43708.343820 + Penalty 152.443963 = -43555.899857 nChanged 38 SP:Iteration 4Q (83.621266 sec): 3 clusters Score: Raw -43746.635625 + Penalty 151.841898 = -43594.793727 nChanged 20 SP:Iteration 5Q (83.622759 sec): 3 clusters Score: Raw -43763.007155 + Penalty 150.098192 = -43612.908963 nChanged 9 SP:Iteration 6Q (83.624168 sec): 3 clusters Score: Raw -43774.616465 + Penalty 141.475757 = -43633.140709 nChanged 5 SP:Iteration 7Q (83.625548 sec): 3 clusters Score: Raw -43781.707010 + Penalty 139.145805 = -43642.561204 nChanged 4 SP:Iteration 8Q (83.626941 sec): 3 clusters Score: Raw -43784.152729 + Penalty 138.589413 = -43645.563316 nChanged 4 SP:Iteration 9Q (83.628309 sec): 3 clusters Score: Raw -43787.040205 + Penalty 137.444858 = -43649.595347 nChanged 5 SP:Iteration 10F (83.629885 sec): 3 clusters Score: Raw -43790.142898 + Penalty 138.660170 = -43651.482728 nChanged 5 SP:Iteration 11Q (83.631220 sec): 3 clusters Score: Raw -43791.593093 + Penalty 138.088179 = -43653.504915 nChanged 3 SP:Iteration 12Q (83.632576 sec): 3 clusters Score: Raw -43792.084513 + Penalty 137.856981 = -43654.227532 nChanged 2 SP:Iteration 13Q (83.633920 sec): 3 clusters Score: Raw -43792.311966 + Penalty 137.856981 = -43654.454986 nChanged 0 SP:Iteration 14F (83.635500 sec): 3 clusters Score: Raw -43792.311966 + Penalty 137.856981 = -43654.454986 nChanged 0 Memory request: 0.07 GB would take us to total of 0.41 GB. Trying to split cluster 95 (14529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.701946 sec): 2 clusters Score: Raw -803621.131862 + Penalty 256.815965 = -803364.315898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.728947 sec): 3 clusters Score: Raw -793962.062277 + Penalty 652.790156 = -793309.272122 nChanged 6873 SP:Iteration 1F (83.755271 sec): 3 clusters Score: Raw -801214.930823 + Penalty 754.678724 = -800460.252100 nChanged 1607 SP:Iteration 2F (83.781343 sec): 3 clusters Score: Raw -802996.129600 + Penalty 874.478254 = -802121.651346 nChanged 462 SP:Iteration 3Q (83.804967 sec): 3 clusters Score: Raw -803466.288185 + Penalty 947.198143 = -802519.090042 nChanged 154 SP:Iteration 4Q (83.826585 sec): 3 clusters Score: Raw -803606.070614 + Penalty 977.119358 = -802628.951256 nChanged 55 SP:Iteration 5Q (83.847548 sec): 3 clusters Score: Raw -803643.747184 + Penalty 997.330964 = -802646.416221 nChanged 24 SP:Iteration 6Q (83.868386 sec): 3 clusters Score: Raw -803655.396845 + Penalty 1006.987315 = -802648.409530 nChanged 12 SP:Iteration 7Q (83.888853 sec): 3 clusters Score: Raw -803659.590576 + Penalty 1010.617481 = -802648.973095 nChanged 6 SP:Iteration 8Q (83.909346 sec): 3 clusters Score: Raw -803661.719506 + Penalty 1015.205678 = -802646.513829 nChanged 4 SP:Iteration 9F (83.935393 sec): 3 clusters Score: Raw -803662.948519 + Penalty 1018.219043 = -802644.729476 nChanged 2 SP:Iteration 10F (83.961795 sec): 3 clusters Score: Raw -803663.240600 + Penalty 1018.219043 = -802645.021557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.970820 sec): 2 clusters Score: Raw -966.797672 + Penalty 201.213908 = -765.583763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971077 sec): 3 clusters Score: Raw -977.330176 + Penalty 405.212630 = -572.117546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.971638 sec): 2 clusters Score: Raw -1644.346259 + Penalty 304.452822 = -1339.893437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971901 sec): 3 clusters Score: Raw -1691.786121 + Penalty 609.733159 = -1082.052962 nChanged 1 SP:Iteration 1Q (83.972153 sec): 3 clusters Score: Raw -1693.943625 + Penalty 609.733159 = -1084.210466 nChanged 0 SP:Iteration 2F (83.972411 sec): 3 clusters Score: Raw -1693.943625 + Penalty 609.733159 = -1084.210466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.973201 sec): 2 clusters Score: Raw -5774.338248 + Penalty 259.860683 = -5514.477565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.973618 sec): 3 clusters Score: Raw -5737.940797 + Penalty 528.497248 = -5209.443549 nChanged 21 SP:Iteration 1F (83.974030 sec): 3 clusters Score: Raw -5758.514790 + Penalty 559.232655 = -5199.282135 nChanged 9 SP:Iteration 2F (83.974443 sec): 3 clusters Score: Raw -5771.428375 + Penalty 574.068613 = -5197.359762 nChanged 4 SP:Iteration 3F (83.974855 sec): 3 clusters Score: Raw -5775.817802 + Penalty 581.306912 = -5194.510889 nChanged 2 SP:Iteration 4F (83.975267 sec): 3 clusters Score: Raw -5777.432162 + Penalty 585.732523 = -5191.699640 nChanged 1 SP:Iteration 5F (83.975682 sec): 3 clusters Score: Raw -5778.019939 + Penalty 593.161603 = -5184.858336 nChanged 2 SP:Iteration 6F (83.976095 sec): 3 clusters Score: Raw -5779.490854 + Penalty 593.161603 = -5186.329250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 106 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.979658 sec): 2 clusters Score: Raw -59053.792891 + Penalty 87.459552 = -58966.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.981742 sec): 3 clusters Score: Raw -58432.078857 + Penalty 170.355464 = -58261.723393 nChanged 448 SP:Iteration 1F (83.983763 sec): 3 clusters Score: Raw -58916.544218 + Penalty 153.082594 = -58763.461624 nChanged 71 SP:Iteration 2F (83.985747 sec): 3 clusters Score: Raw -58993.363554 + Penalty 143.723132 = -58849.640422 nChanged 26 SP:Iteration 3Q (83.987472 sec): 3 clusters Score: Raw -59021.998670 + Penalty 144.653471 = -58877.345199 nChanged 14 SP:Iteration 4Q (83.989143 sec): 3 clusters Score: Raw -59041.284788 + Penalty 145.335634 = -58895.949154 nChanged 8 SP:Iteration 5Q (83.990783 sec): 3 clusters Score: Raw -59049.966719 + Penalty 144.147652 = -58905.819067 nChanged 4 SP:Iteration 6Q (83.992411 sec): 3 clusters Score: Raw -59051.511244 + Penalty 146.089053 = -58905.422191 nChanged 2 SP:Iteration 7F (83.994445 sec): 3 clusters Score: Raw -59051.955020 + Penalty 146.089053 = -58905.865967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.995494 sec): 2 clusters Score: Raw -636.587280 + Penalty 156.983647 = -479.603634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.995744 sec): 3 clusters Score: Raw -664.802139 + Penalty 308.930002 = -355.872137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.997387 sec): 2 clusters Score: Raw -22642.436060 + Penalty 921.750069 = -21720.685991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.998172 sec): 3 clusters Score: Raw -22545.936827 + Penalty 1843.519457 = -20702.417371 nChanged 56 SP:Iteration 1F (83.998943 sec): 3 clusters Score: Raw -22633.065733 + Penalty 1843.586010 = -20789.479723 nChanged 18 SP:Iteration 2F (83.999714 sec): 3 clusters Score: Raw -22678.090473 + Penalty 1843.797286 = -20834.293187 nChanged 14 SP:Iteration 3Q (84.000460 sec): 3 clusters Score: Raw -22701.719570 + Penalty 1843.826232 = -20857.893338 nChanged 6 SP:Iteration 4Q (84.001203 sec): 3 clusters Score: Raw -22712.734545 + Penalty 1843.801512 = -20868.933033 nChanged 5 SP:Iteration 5Q (84.001945 sec): 3 clusters Score: Raw -22717.392094 + Penalty 1843.748532 = -20873.643563 nChanged 5 SP:Iteration 6Q (84.002683 sec): 3 clusters Score: Raw -22726.475469 + Penalty 1843.771277 = -20882.704193 nChanged 3 SP:Iteration 7Q (84.003419 sec): 3 clusters Score: Raw -22730.138823 + Penalty 1843.914127 = -20886.224695 nChanged 3 SP:Iteration 8Q (84.004154 sec): 3 clusters Score: Raw -22737.070163 + Penalty 1844.160974 = -20892.909188 nChanged 4 SP:Iteration 9Q (84.004889 sec): 3 clusters Score: Raw -22740.452980 + Penalty 1844.125359 = -20896.327620 nChanged 3 SP:Iteration 10F (84.005686 sec): 3 clusters Score: Raw -22743.023220 + Penalty 1844.036098 = -20898.987122 nChanged 3 SP:Iteration 11Q (84.006424 sec): 3 clusters Score: Raw -22745.367215 + Penalty 1843.867569 = -20901.499645 nChanged 4 SP:Iteration 12Q (84.007160 sec): 3 clusters Score: Raw -22750.557210 + Penalty 1843.866854 = -20906.690356 nChanged 6 SP:Iteration 13Q (84.007896 sec): 3 clusters Score: Raw -22756.511421 + Penalty 1843.722755 = -20912.788666 nChanged 4 SP:Iteration 14Q (84.008633 sec): 3 clusters Score: Raw -22767.006742 + Penalty 1843.621430 = -20923.385312 nChanged 2 SP:Iteration 15Q (84.009365 sec): 3 clusters Score: Raw -22768.284095 + Penalty 1843.621430 = -20924.662665 nChanged 0 SP:Iteration 16F (84.010135 sec): 3 clusters Score: Raw -22768.284095 + Penalty 1843.621430 = -20924.662665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.011049 sec): 2 clusters Score: Raw -623.246843 + Penalty 180.088431 = -443.158412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.011283 sec): 3 clusters Score: Raw -627.256467 + Penalty 360.176861 = -267.079606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.012080 sec): 2 clusters Score: Raw -950.088894 + Penalty 287.943737 = -662.145157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.012315 sec): 3 clusters Score: Raw -960.498872 + Penalty 584.764600 = -375.734272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.013112 sec): 2 clusters Score: Raw -991.073526 + Penalty 166.377849 = -824.695677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.013353 sec): 3 clusters Score: Raw -1007.278657 + Penalty 336.577484 = -670.701173 nChanged 1 SP:Iteration 1F (84.013616 sec): 3 clusters Score: Raw -1010.844367 + Penalty 336.577484 = -674.266883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.014379 sec): 2 clusters Score: Raw -267.028242 + Penalty 128.386490 = -138.641752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.014595 sec): 3 clusters Score: Raw -258.098676 + Penalty 273.171912 = 15.073236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.015350 sec): 2 clusters Score: Raw -257.376766 + Penalty 114.448525 = -142.928240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.015568 sec): 3 clusters Score: Raw -251.314848 + Penalty 228.676482 = -22.638365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.016350 sec): 2 clusters Score: Raw -904.372841 + Penalty 265.904674 = -638.468167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.016587 sec): 3 clusters Score: Raw -937.118616 + Penalty 540.256640 = -396.861976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.017365 sec): 2 clusters Score: Raw -816.566047 + Penalty 246.466433 = -570.099614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.017596 sec): 3 clusters Score: Raw -820.793379 + Penalty 492.932866 = -327.860513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.018357 sec): 2 clusters Score: Raw -485.105679 + Penalty 145.249332 = -339.856347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.018580 sec): 3 clusters Score: Raw -486.356699 + Penalty 290.498664 = -195.858035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.019323 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.019515 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.020247 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.020430 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.021180 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.021377 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 Deleting Class 132 (15 points): Lose 115.589976 but Gain 1120.379987 Iteration 119Q (84.314216 sec): 84 clusters Score: Raw -2039958.252605 + Penalty 71001.310574 = -1968956.942031 nChanged 103 Deleting Class 77 (9 points): Lose 61.197651 but Gain 1059.651994 Iteration 120F (85.768920 sec): 83 clusters Score: Raw -2039966.729193 + Penalty 70062.776805 = -1969903.952388 nChanged 83 Deleting Class 42 (6 points): Lose 41.576779 but Gain 1032.247893 Iteration 121Q (85.941468 sec): 82 clusters Score: Raw -2039960.200227 + Penalty 69114.288879 = -1970845.911349 nChanged 52 Deleting Class 184 (3 points): Lose 15.588859 but Gain 1003.542207 Iteration 122Q (86.120276 sec): 81 clusters Score: Raw -2039965.771434 + Penalty 68200.978711 = -1971764.792722 nChanged 32 Deleting Class 56 (8 points): Lose 48.666676 but Gain 1034.430886 Iteration 123Q (86.290719 sec): 80 clusters Score: Raw -2039941.955710 + Penalty 67212.116005 = -1972729.839705 nChanged 29 Deleting Class 43 (22 points): Lose 139.296099 but Gain 1118.929953 Iteration 124Q (86.459394 sec): 79 clusters Score: Raw -2039820.598412 + Penalty 66143.416435 = -1973677.181978 nChanged 40 Deleting Class 150 (12 points): Lose 78.519523 but Gain 1045.110275 Iteration 125Q (86.626824 sec): 78 clusters Score: Raw -2039799.795052 + Penalty 65117.668743 = -1974682.126309 nChanged 27 Deleting Class 140 (15 points): Lose 71.470350 but Gain 1034.626688 Iteration 126Q (86.792440 sec): 77 clusters Score: Raw -2039751.112612 + Penalty 64113.142811 = -1975637.969801 nChanged 25 Deleting Class 52 (23 points): Lose 89.811337 but Gain 1048.681541 Iteration 127Q (86.956864 sec): 76 clusters Score: Raw -2039686.867657 + Penalty 63058.004262 = -1976628.863396 nChanged 36 Deleting Class 82 (2 points): Lose 14.993338 but Gain 972.447865 Iteration 128Q (87.121517 sec): 75 clusters Score: Raw -2039714.783540 + Penalty 62085.882789 = -1977628.900751 nChanged 21 Deleting Class 137 (4 points): Lose 19.783418 but Gain 975.839255 Iteration 129Q (87.284464 sec): 74 clusters Score: Raw -2039703.972197 + Penalty 61116.450239 = -1978587.521958 nChanged 20 Deleting Class 75 (68 points): Lose 288.684325 but Gain 1238.387233 Iteration 130F (88.591554 sec): 73 clusters Score: Raw -2039428.061351 + Penalty 59942.913904 = -1979485.147447 nChanged 83 Deleting Class 9 (14 points): Lose 55.036063 but Gain 1003.543911 Iteration 131Q (88.755413 sec): 72 clusters Score: Raw -2039507.434573 + Penalty 58981.217445 = -1980526.217128 nChanged 43 Deleting Class 60 (8 points): Lose 43.080523 but Gain 990.351617 Iteration 132Q (88.916789 sec): 71 clusters Score: Raw -2039530.081575 + Penalty 58016.876221 = -1981513.205354 nChanged 29 Deleting Class 48 (32 points): Lose 273.388175 but Gain 1214.283101 Iteration 133Q (89.076920 sec): 70 clusters Score: Raw -2039297.225004 + Penalty 56884.598145 = -1982412.626859 nChanged 46 Deleting Class 47 (4 points): Lose 35.148202 but Gain 975.500115 Iteration 134Q (89.236864 sec): 69 clusters Score: Raw -2039358.777702 + Penalty 55938.815452 = -1983419.962251 nChanged 30 Deleting Class 66 (12 points): Lose 72.008240 but Gain 996.692260 Iteration 135Q (89.396640 sec): 68 clusters Score: Raw -2039320.549288 + Penalty 54973.102126 = -1984347.447163 nChanged 31 Deleting Class 51 (9 points): Lose 81.684643 but Gain 992.752774 Iteration 136Q (89.555333 sec): 67 clusters Score: Raw -2039269.456214 + Penalty 53992.428314 = -1985277.027900 nChanged 25 Deleting Class 13 (31 points): Lose 146.313899 but Gain 1037.827402 Iteration 137Q (89.711877 sec): 66 clusters Score: Raw -2039155.966967 + Penalty 53001.006532 = -1986154.960435 nChanged 48 Deleting Class 78 (23 points): Lose 106.976460 but Gain 997.160113 Iteration 138Q (89.867898 sec): 65 clusters Score: Raw -2039115.001886 + Penalty 52045.916336 = -1987069.085550 nChanged 53 Deleting Class 99 (32 points): Lose 112.224627 but Gain 960.550138 Iteration 139Q (90.023701 sec): 64 clusters Score: Raw -2039062.340719 + Penalty 51105.767650 = -1987956.573068 nChanged 64 Deleting Class 139 (4 points): Lose 21.841372 but Gain 869.899660 Iteration 140F (91.141967 sec): 63 clusters Score: Raw -2039109.148755 + Penalty 50227.399294 = -1988881.749461 nChanged 26 Deleting Class 22 (13 points): Lose 71.465021 but Gain 914.828978 Iteration 141Q (91.296542 sec): 62 clusters Score: Raw -2039061.045904 + Penalty 49342.708251 = -1989718.337653 nChanged 24 Deleting Class 79 (6 points): Lose 21.548895 but Gain 838.798363 Iteration 142Q (91.450094 sec): 61 clusters Score: Raw -2039062.678085 + Penalty 48509.002432 = -1990553.675652 nChanged 14 Deleting Class 34 (70 points): Lose 646.770397 but Gain 1441.133979 Iteration 143Q (91.602983 sec): 60 clusters Score: Raw -2038424.894853 + Penalty 47256.269290 = -1991168.625563 nChanged 78 Deleting Class 65 (1 points): Lose 21.196652 but Gain 810.600148 Iteration 144Q (91.756344 sec): 59 clusters Score: Raw -2038701.492827 + Penalty 46449.466527 = -1992252.026300 nChanged 10 Deleting Class 131 (10 points): Lose 38.151718 but Gain 824.108781 Iteration 145Q (91.906796 sec): 58 clusters Score: Raw -2038683.831755 + Penalty 45630.295554 = -1993053.536200 nChanged 14 Deleting Class 61 (21 points): Lose 107.539277 but Gain 890.810811 Iteration 146Q (92.056334 sec): 57 clusters Score: Raw -2038594.391415 + Penalty 44739.493184 = -1993854.898230 nChanged 26 Deleting Class 46 (95 points): Lose 274.051524 but Gain 1048.807133 Iteration 147Q (92.205047 sec): 56 clusters Score: Raw -2038353.192525 + Penalty 43744.079264 = -1994609.113261 nChanged 98 Deleting Class 165 (1 points): Lose 7.635825 but Gain 770.716703 Iteration 148Q (92.359671 sec): 55 clusters Score: Raw -2038476.696764 + Penalty 42970.190222 = -1995506.506541 nChanged 20 Deleting Class 73 (14 points): Lose 124.224246 but Gain 878.528370 Iteration 149Q (92.506804 sec): 54 clusters Score: Raw -2038363.527093 + Penalty 42095.589172 = -1996267.937922 nChanged 35 Deleting Class 49 (9 points): Lose 24.270269 but Gain 772.854923 Iteration 150F (93.453339 sec): 53 clusters Score: Raw -2038376.564838 + Penalty 41320.625117 = -1997055.939721 nChanged 32 Deleting Class 98 (19 points): Lose 56.027106 but Gain 790.498886 Iteration 151Q (93.599765 sec): 52 clusters Score: Raw -2038346.668313 + Penalty 40567.739116 = -1997778.929197 nChanged 41 Deleting Class 155 (8 points): Lose 28.793355 but Gain 736.006829 Iteration 152Q (93.745346 sec): 51 clusters Score: Raw -2038363.354110 + Penalty 39857.529020 = -1998505.825090 nChanged 34 Deleting Class 64 (109 points): Lose 396.488169 but Gain 1080.101618 Iteration 153Q (93.890160 sec): 50 clusters Score: Raw -2037994.709067 + Penalty 38865.519066 = -1999129.190001 nChanged 133 Deleting Class 36 (51 points): Lose 405.593090 but Gain 1001.011016 Iteration 154Q (94.035644 sec): 49 clusters Score: Raw -2037816.530852 + Penalty 37839.918333 = -1999976.612519 nChanged 120 Deleting Class 108 (11 points): Lose 103.620873 but Gain 676.370621 Iteration 155Q (94.180133 sec): 48 clusters Score: Raw -2037903.501946 + Penalty 37170.577404 = -2000732.924543 nChanged 81 Deleting Class 136 (24 points): Lose 186.989902 but Gain 699.237622 Iteration 156Q (94.322152 sec): 47 clusters Score: Raw -2037795.450516 + Penalty 36483.948613 = -2001311.501903 nChanged 87 Deleting Class 35 (109 points): Lose 390.639687 but Gain 877.557387 Iteration 157Q (94.463227 sec): 46 clusters Score: Raw -2037474.531832 + Penalty 35600.901843 = -2001873.629989 nChanged 152 Deleting Class 8 (41 points): Lose 822.475826 but Gain 1262.273773 Iteration 158Q (94.605319 sec): 45 clusters Score: Raw -2036861.745731 + Penalty 34176.205261 = -2002685.540469 nChanged 127 Deleting Class 68 (154 points): Lose 1020.867886 but Gain 1402.437727 Iteration 159Q (94.748769 sec): 44 clusters Score: Raw -2036285.932607 + Penalty 33126.147936 = -2003159.784671 nChanged 217 Deleting Class 12 (104 points): Lose 363.925523 but Gain 683.974385 Iteration 160F (95.519872 sec): 43 clusters Score: Raw -2036671.204078 + Penalty 32493.698035 = -2004177.506044 nChanged 187 Deleting Class 44 (122 points): Lose 450.787197 but Gain 739.579771 Iteration 161Q (95.665801 sec): 42 clusters Score: Raw -2036525.652368 + Penalty 31807.635184 = -2004718.017184 nChanged 200 Deleting Class 31 (17 points): Lose 52.566508 but Gain 328.748444 Iteration 162Q (95.807388 sec): 41 clusters Score: Raw -2036762.519924 + Penalty 31498.615171 = -2005263.904753 nChanged 102 Deleting Class 29 (182 points): Lose 1371.725582 but Gain 1638.634318 Iteration 163Q (95.943139 sec): 40 clusters Score: Raw -2035499.697307 + Penalty 30088.201638 = -2005411.495669 nChanged 259 Deleting Class 3 (142 points): Lose 345.886787 but Gain 359.538023 Iteration 164Q (96.081516 sec): 39 clusters Score: Raw -2035898.168099 + Penalty 29766.469663 = -2006131.698436 nChanged 224 Deleting Class 176 (1 points): Lose 41.195336 but Gain 52.684689 Iteration 165Q (96.217521 sec): 38 clusters Score: Raw -2036138.868714 + Penalty 29729.119521 = -2006409.749193 nChanged 73 Iteration 166Q (96.350006 sec): 38 clusters Score: Raw -2036188.013039 + Penalty 29729.753658 = -2006458.259381 nChanged 51 Iteration 167Q (96.481252 sec): 38 clusters Score: Raw -2036224.276406 + Penalty 29730.153210 = -2006494.123196 nChanged 45 Iteration 168Q (96.612565 sec): 38 clusters Score: Raw -2036251.381958 + Penalty 29724.401029 = -2006526.980929 nChanged 50 Iteration 169Q (96.744265 sec): 38 clusters Score: Raw -2036277.721933 + Penalty 29723.293888 = -2006554.428045 nChanged 48 Iteration 170F (97.426014 sec): 38 clusters Score: Raw -2036302.048790 + Penalty 29722.414358 = -2006579.634431 nChanged 51 Iteration 171Q (97.558398 sec): 38 clusters Score: Raw -2036333.150732 + Penalty 29731.923021 = -2006601.227711 nChanged 53 Iteration 172Q (97.691814 sec): 38 clusters Score: Raw -2036361.729476 + Penalty 29740.881403 = -2006620.848073 nChanged 45 Iteration 173Q (97.824238 sec): 38 clusters Score: Raw -2036382.620494 + Penalty 29739.130376 = -2006643.490119 nChanged 50 Iteration 174Q (97.956659 sec): 38 clusters Score: Raw -2036399.132678 + Penalty 29735.680206 = -2006663.452471 nChanged 39 Iteration 175Q (98.088605 sec): 38 clusters Score: Raw -2036418.091077 + Penalty 29733.379871 = -2006684.711205 nChanged 27 Iteration 176Q (98.220200 sec): 38 clusters Score: Raw -2036425.007846 + Penalty 29732.810574 = -2006692.197272 nChanged 23 Iteration 177Q (98.351879 sec): 38 clusters Score: Raw -2036428.754238 + Penalty 29732.722315 = -2006696.031923 nChanged 15 Iteration 178Q (98.482852 sec): 38 clusters Score: Raw -2036430.255834 + Penalty 29731.556535 = -2006698.699299 nChanged 15 Iteration 179Q (98.614433 sec): 38 clusters Score: Raw -2036432.722433 + Penalty 29727.906126 = -2006704.816307 nChanged 15 Iteration 180F (99.299557 sec): 38 clusters Score: Raw -2036435.244246 + Penalty 29727.044630 = -2006708.199616 nChanged 16 Iteration 181Q (99.431146 sec): 38 clusters Score: Raw -2036436.882603 + Penalty 29727.470893 = -2006709.411710 nChanged 10 Iteration 182Q (99.563945 sec): 38 clusters Score: Raw -2036438.026691 + Penalty 29730.792491 = -2006707.234200 nChanged 12 Iteration 183F (100.250985 sec): 38 clusters Score: Raw -2036439.623172 + Penalty 29731.209531 = -2006708.413640 nChanged 14 Iteration 184Q (100.382960 sec): 38 clusters Score: Raw -2036441.762908 + Penalty 29727.571200 = -2006714.191708 nChanged 9 Iteration 185Q (100.514421 sec): 38 clusters Score: Raw -2036443.174661 + Penalty 29725.254332 = -2006717.920328 nChanged 11 Iteration 186Q (100.645930 sec): 38 clusters Score: Raw -2036444.455076 + Penalty 29724.891373 = -2006719.563704 nChanged 12 Iteration 187Q (100.778447 sec): 38 clusters Score: Raw -2036446.367524 + Penalty 29725.044381 = -2006721.323143 nChanged 15 Iteration 188Q (100.909836 sec): 38 clusters Score: Raw -2036448.490199 + Penalty 29723.371742 = -2006725.118457 nChanged 8 Iteration 189Q (101.041370 sec): 38 clusters Score: Raw -2036449.636569 + Penalty 29721.973665 = -2006727.662905 nChanged 5 Iteration 190F (101.726399 sec): 38 clusters Score: Raw -2036450.720938 + Penalty 29720.737618 = -2006729.983320 nChanged 2 Iteration 191Q (101.857706 sec): 38 clusters Score: Raw -2036452.377084 + Penalty 29719.192886 = -2006733.184198 nChanged 2 Iteration 192Q (101.989226 sec): 38 clusters Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425 nChanged 0 Iteration 193F (102.674225 sec): 38 clusters Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.791587 sec): 2 clusters Score: Raw -12852.543805 + Penalty 644.313457 = -12208.230349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.792266 sec): 3 clusters Score: Raw -12869.516629 + Penalty 1286.101811 = -11583.414817 nChanged 50 SP:Iteration 1F (102.792898 sec): 3 clusters Score: Raw -12985.184274 + Penalty 1284.739851 = -11700.444424 nChanged 17 SP:Iteration 2F (102.793528 sec): 3 clusters Score: Raw -13021.952445 + Penalty 1284.528679 = -11737.423766 nChanged 7 SP:Iteration 3Q (102.794122 sec): 3 clusters Score: Raw -13031.865203 + Penalty 1286.066839 = -11745.798364 nChanged 3 SP:Iteration 4Q (102.794718 sec): 3 clusters Score: Raw -13036.102895 + Penalty 1286.713068 = -11749.389827 nChanged 1 SP:Iteration 5Q (102.795306 sec): 3 clusters Score: Raw -13048.794350 + Penalty 1287.318063 = -11761.476287 nChanged 3 SP:Iteration 6Q (102.795904 sec): 3 clusters Score: Raw -13057.177282 + Penalty 1287.149618 = -11770.027664 nChanged 4 SP:Iteration 7Q (102.796485 sec): 3 clusters Score: Raw -13074.878777 + Penalty 1286.456793 = -11788.421984 nChanged 4 SP:Iteration 8Q (102.797068 sec): 3 clusters Score: Raw -13093.337440 + Penalty 1286.944353 = -11806.393087 nChanged 3 SP:Iteration 9Q (102.797647 sec): 3 clusters Score: Raw -13098.918871 + Penalty 1288.714865 = -11810.204006 nChanged 2 SP:Iteration 10F (102.798276 sec): 3 clusters Score: Raw -13106.559856 + Penalty 1288.975897 = -11817.583959 nChanged 1 SP:Iteration 11Q (102.798856 sec): 3 clusters Score: Raw -13109.024091 + Penalty 1288.975897 = -11820.048194 nChanged 0 SP:Iteration 12F (102.799483 sec): 3 clusters Score: Raw -13109.024091 + Penalty 1288.975897 = -11820.048194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.803752 sec): 2 clusters Score: Raw -62168.106029 + Penalty 147.643393 = -62020.462636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.805859 sec): 3 clusters Score: Raw -61480.558609 + Penalty 350.478302 = -61130.080306 nChanged 500 SP:Iteration 1F (102.807924 sec): 3 clusters Score: Raw -62014.227399 + Penalty 351.318672 = -61662.908727 nChanged 88 SP:Iteration 2F (102.810025 sec): 3 clusters Score: Raw -62116.137769 + Penalty 347.218250 = -61768.919520 nChanged 26 SP:Iteration 3Q (102.811993 sec): 3 clusters Score: Raw -62153.400744 + Penalty 331.594896 = -61821.805848 nChanged 33 SP:Iteration 4Q (102.813898 sec): 3 clusters Score: Raw -62185.260852 + Penalty 320.410818 = -61864.850034 nChanged 28 SP:Iteration 5Q (102.815758 sec): 3 clusters Score: Raw -62202.114040 + Penalty 312.757677 = -61889.356362 nChanged 17 SP:Iteration 6Q (102.817599 sec): 3 clusters Score: Raw -62215.126326 + Penalty 308.217668 = -61906.908657 nChanged 16 SP:Iteration 7Q (102.819437 sec): 3 clusters Score: Raw -62223.032422 + Penalty 304.852287 = -61918.180135 nChanged 11 SP:Iteration 8Q (102.821272 sec): 3 clusters Score: Raw -62226.094942 + Penalty 302.201528 = -61923.893414 nChanged 6 SP:Iteration 9Q (102.823106 sec): 3 clusters Score: Raw -62227.308174 + Penalty 301.709334 = -61925.598840 nChanged 4 SP:Iteration 10F (102.825170 sec): 3 clusters Score: Raw -62227.921186 + Penalty 300.568937 = -61927.352250 nChanged 6 SP:Iteration 11Q (102.827034 sec): 3 clusters Score: Raw -62228.675406 + Penalty 300.288474 = -61928.386932 nChanged 6 SP:Iteration 12Q (102.828940 sec): 3 clusters Score: Raw -62229.432475 + Penalty 299.104079 = -61930.328396 nChanged 5 SP:Iteration 13Q (102.830839 sec): 3 clusters Score: Raw -62229.953854 + Penalty 298.619841 = -61931.334013 nChanged 4 SP:Iteration 14Q (102.832700 sec): 3 clusters Score: Raw -62230.503647 + Penalty 297.900453 = -61932.603194 nChanged 4 SP:Iteration 15Q (102.834561 sec): 3 clusters Score: Raw -62230.899405 + Penalty 297.543308 = -61933.356097 nChanged 3 SP:Iteration 16Q (102.836426 sec): 3 clusters Score: Raw -62231.225243 + Penalty 297.703247 = -61933.521996 nChanged 2 SP:Iteration 17Q (102.838286 sec): 3 clusters Score: Raw -62231.332622 + Penalty 297.428427 = -61933.904195 nChanged 1 SP:Iteration 18Q (102.840175 sec): 3 clusters Score: Raw -62231.352973 + Penalty 297.730235 = -61933.622738 nChanged 1 SP:Iteration 19F (102.842244 sec): 3 clusters Score: Raw -62231.510702 + Penalty 297.730235 = -61933.780468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.844373 sec): 2 clusters Score: Raw -22723.565668 + Penalty 353.259076 = -22370.306592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.845203 sec): 3 clusters Score: Raw -22562.573144 + Penalty 704.131154 = -21858.441990 nChanged 114 SP:Iteration 1F (102.846014 sec): 3 clusters Score: Raw -22639.784185 + Penalty 702.448198 = -21937.335986 nChanged 37 SP:Iteration 2F (102.846828 sec): 3 clusters Score: Raw -22662.871710 + Penalty 701.684107 = -21961.187603 nChanged 22 SP:Iteration 3F (102.847637 sec): 3 clusters Score: Raw -22679.688797 + Penalty 700.753498 = -21978.935299 nChanged 10 SP:Iteration 4Q (102.848436 sec): 3 clusters Score: Raw -22688.496204 + Penalty 700.859039 = -21987.637166 nChanged 7 SP:Iteration 5Q (102.849237 sec): 3 clusters Score: Raw -22693.559263 + Penalty 700.406677 = -21993.152586 nChanged 5 SP:Iteration 6Q (102.850033 sec): 3 clusters Score: Raw -22698.262213 + Penalty 699.987070 = -21998.275143 nChanged 6 SP:Iteration 7Q (102.850826 sec): 3 clusters Score: Raw -22704.368908 + Penalty 698.899506 = -22005.469402 nChanged 10 SP:Iteration 8Q (102.851620 sec): 3 clusters Score: Raw -22719.210161 + Penalty 697.660359 = -22021.549802 nChanged 9 SP:Iteration 9Q (102.852410 sec): 3 clusters Score: Raw -22729.869081 + Penalty 697.255269 = -22032.613811 nChanged 8 SP:Iteration 10F (102.853216 sec): 3 clusters Score: Raw -22735.542001 + Penalty 696.361137 = -22039.180864 nChanged 4 SP:Iteration 11Q (102.854002 sec): 3 clusters Score: Raw -22739.268005 + Penalty 696.089126 = -22043.178879 nChanged 1 SP:Iteration 12Q (102.854789 sec): 3 clusters Score: Raw -22739.801163 + Penalty 695.885482 = -22043.915681 nChanged 1 SP:Iteration 13Q (102.855573 sec): 3 clusters Score: Raw -22740.182429 + Penalty 695.630389 = -22044.552040 nChanged 1 SP:Iteration 14Q (102.856356 sec): 3 clusters Score: Raw -22740.465399 + Penalty 695.464794 = -22045.000604 nChanged 1 SP:Iteration 15Q (102.857139 sec): 3 clusters Score: Raw -22741.029725 + Penalty 695.336010 = -22045.693715 nChanged 1 SP:Iteration 16Q (102.857922 sec): 3 clusters Score: Raw -22741.824291 + Penalty 695.336010 = -22046.488281 nChanged 0 SP:Iteration 17F (102.858729 sec): 3 clusters Score: Raw -22741.824291 + Penalty 695.336010 = -22046.488281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.859562 sec): 2 clusters Score: Raw -5641.586157 + Penalty 753.371192 = -4888.214964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.860013 sec): 3 clusters Score: Raw -5740.646321 + Penalty 1512.099674 = -4228.546647 nChanged 22 SP:Iteration 1F (102.860458 sec): 3 clusters Score: Raw -5859.488662 + Penalty 1513.322765 = -4346.165897 nChanged 10 SP:Iteration 2F (102.860902 sec): 3 clusters Score: Raw -5912.434168 + Penalty 1515.979956 = -4396.454212 nChanged 8 SP:Iteration 3F (102.861345 sec): 3 clusters Score: Raw -6018.788144 + Penalty 1515.462515 = -4503.325630 nChanged 5 SP:Iteration 4Q (102.861750 sec): 3 clusters Score: Raw -6094.652071 + Penalty 1514.335789 = -4580.316282 nChanged 4 SP:Iteration 5Q (102.862151 sec): 3 clusters Score: Raw -6113.329520 + Penalty 1513.725906 = -4599.603614 nChanged 3 SP:Iteration 6Q (102.862549 sec): 3 clusters Score: Raw -6123.120139 + Penalty 1514.335789 = -4608.784350 nChanged 1 SP:Iteration 7Q (102.862946 sec): 3 clusters Score: Raw -6179.633243 + Penalty 1510.965703 = -4668.667539 nChanged 7 SP:Iteration 8F (102.863389 sec): 3 clusters Score: Raw -6225.044838 + Penalty 1509.613658 = -4715.431179 nChanged 4 SP:Iteration 9Q (102.863810 sec): 3 clusters Score: Raw -6307.889166 + Penalty 1507.736700 = -4800.152466 nChanged 2 SP:Iteration 10F (102.864254 sec): 3 clusters Score: Raw -6316.329409 + Penalty 1507.736700 = -4808.592709 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.868151 sec): 2 clusters Score: Raw -45576.791138 + Penalty 439.341474 = -45137.449664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.869709 sec): 3 clusters Score: Raw -45189.171958 + Penalty 887.957251 = -44301.214707 nChanged 285 SP:Iteration 1F (102.871239 sec): 3 clusters Score: Raw -45390.738678 + Penalty 895.048828 = -44495.689850 nChanged 96 SP:Iteration 2F (102.872766 sec): 3 clusters Score: Raw -45454.965085 + Penalty 898.817134 = -44556.147951 nChanged 47 SP:Iteration 3F (102.874334 sec): 3 clusters Score: Raw -45486.288504 + Penalty 901.902637 = -44584.385867 nChanged 33 SP:Iteration 4Q (102.875887 sec): 3 clusters Score: Raw -45503.592235 + Penalty 906.010125 = -44597.582110 nChanged 20 SP:Iteration 5Q (102.877438 sec): 3 clusters Score: Raw -45511.793292 + Penalty 907.039089 = -44604.754203 nChanged 8 SP:Iteration 6Q (102.878984 sec): 3 clusters Score: Raw -45515.274648 + Penalty 907.427394 = -44607.847255 nChanged 3 SP:Iteration 7Q (102.880529 sec): 3 clusters Score: Raw -45516.712059 + Penalty 910.649680 = -44606.062379 nChanged 7 SP:Iteration 8F (102.882080 sec): 3 clusters Score: Raw -45520.515262 + Penalty 914.368440 = -44606.146822 nChanged 9 SP:Iteration 9Q (102.883631 sec): 3 clusters Score: Raw -45525.466314 + Penalty 919.386322 = -44606.079992 nChanged 9 SP:Iteration 10F (102.885190 sec): 3 clusters Score: Raw -45530.832966 + Penalty 923.843486 = -44606.989480 nChanged 7 SP:Iteration 11Q (102.886745 sec): 3 clusters Score: Raw -45533.436865 + Penalty 924.809121 = -44608.627744 nChanged 7 SP:Iteration 12Q (102.888307 sec): 3 clusters Score: Raw -45536.421323 + Penalty 926.462670 = -44609.958653 nChanged 7 SP:Iteration 13Q (102.889853 sec): 3 clusters Score: Raw -45540.912608 + Penalty 926.799607 = -44614.113000 nChanged 8 SP:Iteration 14Q (102.891385 sec): 3 clusters Score: Raw -45545.140153 + Penalty 927.713029 = -44617.427124 nChanged 8 SP:Iteration 15Q (102.892901 sec): 3 clusters Score: Raw -45548.294194 + Penalty 928.915932 = -44619.378262 nChanged 5 SP:Iteration 16Q (102.894484 sec): 3 clusters Score: Raw -45550.941951 + Penalty 932.773603 = -44618.168348 nChanged 9 SP:Iteration 17F (102.896039 sec): 3 clusters Score: Raw -45555.896511 + Penalty 931.699093 = -44624.197418 nChanged 6 SP:Iteration 18Q (102.897573 sec): 3 clusters Score: Raw -45560.730926 + Penalty 934.780200 = -44625.950726 nChanged 11 SP:Iteration 19Q (102.899191 sec): 3 clusters Score: Raw -45566.604807 + Penalty 938.308501 = -44628.296306 nChanged 10 SP:Iteration 20F (102.900830 sec): 3 clusters Score: Raw -45572.491655 + Penalty 947.063112 = -44625.428543 nChanged 13 SP:Iteration 21F (102.902467 sec): 3 clusters Score: Raw -45581.778337 + Penalty 951.040737 = -44630.737600 nChanged 13 SP:Iteration 22Q (102.903943 sec): 3 clusters Score: Raw -45594.804474 + Penalty 948.879359 = -44645.925115 nChanged 9 SP:Iteration 23Q (102.905425 sec): 3 clusters Score: Raw -45605.022869 + Penalty 945.716919 = -44659.305950 nChanged 8 SP:Iteration 24Q (102.906885 sec): 3 clusters Score: Raw -45612.610255 + Penalty 940.962182 = -44671.648073 nChanged 2 SP:Iteration 25Q (102.908374 sec): 3 clusters Score: Raw -45613.453581 + Penalty 938.467108 = -44674.986473 nChanged 2 SP:Iteration 26Q (102.909845 sec): 3 clusters Score: Raw -45614.205809 + Penalty 938.467108 = -44675.738701 nChanged 0 SP:Iteration 27F (102.911389 sec): 3 clusters Score: Raw -45614.205809 + Penalty 938.467108 = -44675.738701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.916161 sec): 2 clusters Score: Raw -76815.290919 + Penalty 127.606188 = -76687.684731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.918718 sec): 3 clusters Score: Raw -75996.496920 + Penalty 255.821469 = -75740.675451 nChanged 606 SP:Iteration 1F (102.921226 sec): 3 clusters Score: Raw -76358.732449 + Penalty 255.653296 = -76103.079153 nChanged 105 SP:Iteration 2F (102.923659 sec): 3 clusters Score: Raw -76406.487768 + Penalty 255.257148 = -76151.230620 nChanged 76 SP:Iteration 3F (102.926128 sec): 3 clusters Score: Raw -76443.343875 + Penalty 255.192227 = -76188.151648 nChanged 64 SP:Iteration 4Q (102.928607 sec): 3 clusters Score: Raw -76464.931758 + Penalty 254.646332 = -76210.285426 nChanged 48 SP:Iteration 5Q (102.931020 sec): 3 clusters Score: Raw -76479.370957 + Penalty 254.787126 = -76224.583832 nChanged 30 SP:Iteration 6Q (102.933434 sec): 3 clusters Score: Raw -76490.333607 + Penalty 254.295013 = -76236.038594 nChanged 35 SP:Iteration 7Q (102.935849 sec): 3 clusters Score: Raw -76504.967792 + Penalty 254.850989 = -76250.116802 nChanged 35 SP:Iteration 8Q (102.938265 sec): 3 clusters Score: Raw -76515.936107 + Penalty 256.315345 = -76259.620762 nChanged 38 SP:Iteration 9Q (102.940707 sec): 3 clusters Score: Raw -76529.376400 + Penalty 257.008855 = -76272.367546 nChanged 38 SP:Iteration 10F (102.943128 sec): 3 clusters Score: Raw -76543.974145 + Penalty 255.377174 = -76288.596971 nChanged 48 SP:Iteration 11Q (102.945560 sec): 3 clusters Score: Raw -76570.583061 + Penalty 254.615619 = -76315.967442 nChanged 54 SP:Iteration 12Q (102.947987 sec): 3 clusters Score: Raw -76606.072319 + Penalty 252.470459 = -76353.601860 nChanged 56 SP:Iteration 13Q (102.950417 sec): 3 clusters Score: Raw -76648.562719 + Penalty 257.170094 = -76391.392625 nChanged 51 SP:Iteration 14Q (102.952848 sec): 3 clusters Score: Raw -76699.666197 + Penalty 267.317803 = -76432.348394 nChanged 50 SP:Iteration 15Q (102.955280 sec): 3 clusters Score: Raw -76754.406463 + Penalty 281.106253 = -76473.300210 nChanged 29 SP:Iteration 16Q (102.957696 sec): 3 clusters Score: Raw -76786.268259 + Penalty 283.242396 = -76503.025863 nChanged 15 SP:Iteration 17Q (102.960086 sec): 3 clusters Score: Raw -76799.537538 + Penalty 332.336246 = -76467.201292 nChanged 5 SP:Iteration 18F (102.962507 sec): 3 clusters Score: Raw -76808.329741 + Penalty 511.747758 = -76296.581983 nChanged 7 SP:Iteration 19F (102.964929 sec): 3 clusters Score: Raw -76820.494499 + Penalty 511.747758 = -76308.746741 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 10 (2899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.978347 sec): 2 clusters Score: Raw -168774.138316 + Penalty 238.860263 = -168535.278053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.983757 sec): 3 clusters Score: Raw -166920.793769 + Penalty 470.717397 = -166450.076372 nChanged 1319 SP:Iteration 1F (102.988928 sec): 3 clusters Score: Raw -167775.826783 + Penalty 462.635507 = -167313.191276 nChanged 339 SP:Iteration 2F (102.994075 sec): 3 clusters Score: Raw -168026.346140 + Penalty 467.228447 = -167559.117693 nChanged 268 SP:Iteration 3F (102.999256 sec): 3 clusters Score: Raw -168275.037948 + Penalty 482.793026 = -167792.244922 nChanged 206 SP:Iteration 4F (103.004577 sec): 3 clusters Score: Raw -168460.067461 + Penalty 506.474831 = -167953.592631 nChanged 135 SP:Iteration 5Q (103.009445 sec): 3 clusters Score: Raw -168584.668444 + Penalty 527.405070 = -168057.263374 nChanged 86 SP:Iteration 6Q (103.014104 sec): 3 clusters Score: Raw -168658.006577 + Penalty 544.072654 = -168113.933923 nChanged 53 SP:Iteration 7Q (103.018646 sec): 3 clusters Score: Raw -168696.097175 + Penalty 557.706318 = -168138.390857 nChanged 37 SP:Iteration 8Q (103.023004 sec): 3 clusters Score: Raw -168718.830118 + Penalty 569.526990 = -168149.303128 nChanged 21 SP:Iteration 9Q (103.027284 sec): 3 clusters Score: Raw -168730.610487 + Penalty 579.434377 = -168151.176110 nChanged 18 SP:Iteration 10F (103.032494 sec): 3 clusters Score: Raw -168739.004101 + Penalty 594.762069 = -168144.242032 nChanged 20 SP:Iteration 11F (103.037625 sec): 3 clusters Score: Raw -168749.462870 + Penalty 602.838764 = -168146.624106 nChanged 10 SP:Iteration 12Q (103.041789 sec): 3 clusters Score: Raw -168752.156999 + Penalty 603.571998 = -168148.585001 nChanged 4 SP:Iteration 13Q (103.045926 sec): 3 clusters Score: Raw -168753.016058 + Penalty 604.793704 = -168148.222354 nChanged 2 SP:Iteration 14F (103.051050 sec): 3 clusters Score: Raw -168753.176184 + Penalty 604.690167 = -168148.486017 nChanged 1 SP:Iteration 15Q (103.055180 sec): 3 clusters Score: Raw -168753.225666 + Penalty 605.373925 = -168147.851742 nChanged 1 SP:Iteration 16F (103.060300 sec): 3 clusters Score: Raw -168753.293146 + Penalty 604.008571 = -168149.284575 nChanged 1 SP:Iteration 17Q (103.064427 sec): 3 clusters Score: Raw -168754.233676 + Penalty 604.008571 = -168150.225105 nChanged 0 SP:Iteration 18F (103.069547 sec): 3 clusters Score: Raw -168754.233676 + Penalty 604.008571 = -168150.225105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.075344 sec): 2 clusters Score: Raw -68935.810767 + Penalty 119.537399 = -68816.273368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.077587 sec): 3 clusters Score: Raw -68223.019836 + Penalty 247.952303 = -67975.067533 nChanged 533 SP:Iteration 1F (103.079792 sec): 3 clusters Score: Raw -68741.955375 + Penalty 248.368679 = -68493.586696 nChanged 88 SP:Iteration 2F (103.081996 sec): 3 clusters Score: Raw -68840.695722 + Penalty 252.419572 = -68588.276150 nChanged 40 SP:Iteration 3Q (103.084025 sec): 3 clusters Score: Raw -68861.235733 + Penalty 256.689332 = -68604.546400 nChanged 29 SP:Iteration 4Q (103.086001 sec): 3 clusters Score: Raw -68872.413626 + Penalty 258.684288 = -68613.729338 nChanged 20 SP:Iteration 5Q (103.087957 sec): 3 clusters Score: Raw -68879.606320 + Penalty 259.329246 = -68620.277073 nChanged 10 SP:Iteration 6Q (103.089902 sec): 3 clusters Score: Raw -68881.295094 + Penalty 258.782974 = -68622.512120 nChanged 5 SP:Iteration 7Q (103.091844 sec): 3 clusters Score: Raw -68882.243739 + Penalty 259.079979 = -68623.163760 nChanged 4 SP:Iteration 8Q (103.093793 sec): 3 clusters Score: Raw -68882.384167 + Penalty 259.137130 = -68623.247036 nChanged 1 SP:Iteration 9Q (103.095733 sec): 3 clusters Score: Raw -68882.603873 + Penalty 259.137130 = -68623.466742 nChanged 0 SP:Iteration 10F (103.097935 sec): 3 clusters Score: Raw -68882.603873 + Penalty 259.137130 = -68623.466742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.101620 sec): 2 clusters Score: Raw -65807.084353 + Penalty 568.968009 = -65238.116344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.103818 sec): 3 clusters Score: Raw -65199.024929 + Penalty 1137.840801 = -64061.184127 nChanged 400 SP:Iteration 1F (103.105964 sec): 3 clusters Score: Raw -65428.928812 + Penalty 1138.429504 = -64290.499308 nChanged 136 SP:Iteration 2F (103.108065 sec): 3 clusters Score: Raw -65515.599462 + Penalty 1138.288068 = -64377.311394 nChanged 76 SP:Iteration 3F (103.110153 sec): 3 clusters Score: Raw -65564.204823 + Penalty 1135.668039 = -64428.536784 nChanged 59 SP:Iteration 4F (103.112240 sec): 3 clusters Score: Raw -65609.687423 + Penalty 1132.352747 = -64477.334675 nChanged 48 SP:Iteration 5Q (103.114326 sec): 3 clusters Score: Raw -65652.211493 + Penalty 1129.396589 = -64522.814904 nChanged 41 SP:Iteration 6Q (103.116431 sec): 3 clusters Score: Raw -65682.298597 + Penalty 1123.358850 = -64558.939747 nChanged 31 SP:Iteration 7Q (103.118508 sec): 3 clusters Score: Raw -65698.545318 + Penalty 1121.820800 = -64576.724517 nChanged 11 SP:Iteration 8Q (103.120577 sec): 3 clusters Score: Raw -65703.920368 + Penalty 1120.153488 = -64583.766881 nChanged 8 SP:Iteration 9Q (103.122678 sec): 3 clusters Score: Raw -65707.549585 + Penalty 1118.138853 = -64589.410732 nChanged 15 SP:Iteration 10F (103.124768 sec): 3 clusters Score: Raw -65714.678455 + Penalty 1117.534500 = -64597.143955 nChanged 8 SP:Iteration 11Q (103.126828 sec): 3 clusters Score: Raw -65719.772411 + Penalty 1116.439044 = -64603.333367 nChanged 9 SP:Iteration 12Q (103.128885 sec): 3 clusters Score: Raw -65724.459314 + Penalty 1117.054401 = -64607.404912 nChanged 8 SP:Iteration 13Q (103.130938 sec): 3 clusters Score: Raw -65728.282996 + Penalty 1116.471333 = -64611.811663 nChanged 7 SP:Iteration 14Q (103.132986 sec): 3 clusters Score: Raw -65730.924388 + Penalty 1115.893716 = -64615.030672 nChanged 3 SP:Iteration 15Q (103.135034 sec): 3 clusters Score: Raw -65732.005335 + Penalty 1116.172692 = -64615.832643 nChanged 5 SP:Iteration 16Q (103.137074 sec): 3 clusters Score: Raw -65733.517993 + Penalty 1116.384028 = -64617.133965 nChanged 4 SP:Iteration 17Q (103.139113 sec): 3 clusters Score: Raw -65734.734996 + Penalty 1116.118981 = -64618.616015 nChanged 5 SP:Iteration 18Q (103.141149 sec): 3 clusters Score: Raw -65736.716925 + Penalty 1116.826208 = -64619.890717 nChanged 4 SP:Iteration 19Q (103.143186 sec): 3 clusters Score: Raw -65738.338568 + Penalty 1116.629516 = -64621.709052 nChanged 5 SP:Iteration 20F (103.145282 sec): 3 clusters Score: Raw -65740.974134 + Penalty 1117.064947 = -64623.909186 nChanged 5 SP:Iteration 21Q (103.147309 sec): 3 clusters Score: Raw -65745.454985 + Penalty 1117.676393 = -64627.778592 nChanged 10 SP:Iteration 22Q (103.149332 sec): 3 clusters Score: Raw -65749.762480 + Penalty 1117.113583 = -64632.648897 nChanged 4 SP:Iteration 23Q (103.151345 sec): 3 clusters Score: Raw -65751.682929 + Penalty 1117.686665 = -64633.996264 nChanged 4 SP:Iteration 24Q (103.153363 sec): 3 clusters Score: Raw -65753.032342 + Penalty 1119.284791 = -64633.747551 nChanged 3 SP:Iteration 25F (103.155450 sec): 3 clusters Score: Raw -65755.244506 + Penalty 1120.320656 = -64634.923850 nChanged 4 SP:Iteration 26Q (103.157455 sec): 3 clusters Score: Raw -65756.921496 + Penalty 1121.535860 = -64635.385635 nChanged 5 SP:Iteration 27Q (103.159455 sec): 3 clusters Score: Raw -65759.097639 + Penalty 1122.255782 = -64636.841857 nChanged 7 SP:Iteration 28Q (103.161451 sec): 3 clusters Score: Raw -65761.230833 + Penalty 1125.352224 = -64635.878609 nChanged 9 SP:Iteration 29F (103.163534 sec): 3 clusters Score: Raw -65764.960315 + Penalty 1128.473625 = -64636.486690 nChanged 9 SP:Iteration 30F (103.165630 sec): 3 clusters Score: Raw -65767.316223 + Penalty 1131.816008 = -64635.500215 nChanged 7 SP:Iteration 31F (103.167713 sec): 3 clusters Score: Raw -65769.796945 + Penalty 1132.448811 = -64637.348135 nChanged 3 SP:Iteration 32Q (103.169689 sec): 3 clusters Score: Raw -65772.335289 + Penalty 1133.830599 = -64638.504689 nChanged 4 SP:Iteration 33Q (103.171662 sec): 3 clusters Score: Raw -65774.341391 + Penalty 1134.153580 = -64640.187812 nChanged 3 SP:Iteration 34Q (103.173632 sec): 3 clusters Score: Raw -65776.367434 + Penalty 1134.578694 = -64641.788740 nChanged 4 SP:Iteration 35Q (103.175597 sec): 3 clusters Score: Raw -65778.173420 + Penalty 1134.857163 = -64643.316257 nChanged 6 SP:Iteration 36Q (103.177553 sec): 3 clusters Score: Raw -65782.854325 + Penalty 1136.873999 = -64645.980326 nChanged 4 SP:Iteration 37Q (103.179501 sec): 3 clusters Score: Raw -65785.774088 + Penalty 1139.456899 = -64646.317188 nChanged 6 SP:Iteration 38Q (103.181445 sec): 3 clusters Score: Raw -65788.150915 + Penalty 1138.878196 = -64649.272719 nChanged 7 SP:Iteration 39Q (103.183383 sec): 3 clusters Score: Raw -65793.318998 + Penalty 1138.003855 = -64655.315142 nChanged 2 SP:Iteration 40F (103.185470 sec): 3 clusters Score: Raw -65794.682510 + Penalty 1137.974179 = -64656.708331 nChanged 3 SP:Iteration 41Q (103.187403 sec): 3 clusters Score: Raw -65795.797378 + Penalty 1139.669359 = -64656.128019 nChanged 3 SP:Iteration 42F (103.189505 sec): 3 clusters Score: Raw -65796.631122 + Penalty 1140.367462 = -64656.263660 nChanged 2 SP:Iteration 43Q (103.191433 sec): 3 clusters Score: Raw -65796.995653 + Penalty 1140.049909 = -64656.945744 nChanged 2 SP:Iteration 44Q (103.193358 sec): 3 clusters Score: Raw -65797.662572 + Penalty 1140.049909 = -64657.612664 nChanged 0 SP:Iteration 45F (103.195444 sec): 3 clusters Score: Raw -65797.662572 + Penalty 1140.049909 = -64657.612664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.198684 sec): 2 clusters Score: Raw -35526.743949 + Penalty 703.211122 = -34823.532827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.200006 sec): 3 clusters Score: Raw -35254.445742 + Penalty 1419.460875 = -33834.984868 nChanged 207 SP:Iteration 1F (103.201314 sec): 3 clusters Score: Raw -35467.488090 + Penalty 1438.459350 = -34029.028740 nChanged 76 SP:Iteration 2F (103.202598 sec): 3 clusters Score: Raw -35578.993962 + Penalty 1454.163930 = -34124.830032 nChanged 45 SP:Iteration 3F (103.203881 sec): 3 clusters Score: Raw -35639.775988 + Penalty 1470.452505 = -34169.323483 nChanged 25 SP:Iteration 4Q (103.205127 sec): 3 clusters Score: Raw -35686.917403 + Penalty 1475.670024 = -34211.247379 nChanged 17 SP:Iteration 5Q (103.206436 sec): 3 clusters Score: Raw -35705.973331 + Penalty 1477.912020 = -34228.061310 nChanged 13 SP:Iteration 6Q (103.207710 sec): 3 clusters Score: Raw -35721.968508 + Penalty 1483.539625 = -34238.428883 nChanged 7 SP:Iteration 7Q (103.208961 sec): 3 clusters Score: Raw -35735.435670 + Penalty 1484.710051 = -34250.725620 nChanged 6 SP:Iteration 8Q (103.210199 sec): 3 clusters Score: Raw -35739.067606 + Penalty 1484.933151 = -34254.134455 nChanged 1 SP:Iteration 9Q (103.211389 sec): 3 clusters Score: Raw -35740.630757 + Penalty 1484.933151 = -34255.697606 nChanged 0 SP:Iteration 10F (103.212678 sec): 3 clusters Score: Raw -35740.630757 + Penalty 1484.933151 = -34255.697606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.214985 sec): 2 clusters Score: Raw -23584.587757 + Penalty 311.234573 = -23273.353184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.215998 sec): 3 clusters Score: Raw -23398.370087 + Penalty 620.155260 = -22778.214827 nChanged 143 SP:Iteration 1F (103.216993 sec): 3 clusters Score: Raw -23554.213902 + Penalty 618.182393 = -22936.031509 nChanged 49 SP:Iteration 2F (103.217988 sec): 3 clusters Score: Raw -23603.042076 + Penalty 618.571177 = -22984.470898 nChanged 21 SP:Iteration 3Q (103.218953 sec): 3 clusters Score: Raw -23619.559869 + Penalty 619.515153 = -23000.044715 nChanged 12 SP:Iteration 4Q (103.219910 sec): 3 clusters Score: Raw -23629.559208 + Penalty 621.497512 = -23008.061696 nChanged 9 SP:Iteration 5Q (103.220864 sec): 3 clusters Score: Raw -23638.403773 + Penalty 622.969917 = -23015.433856 nChanged 8 SP:Iteration 6Q (103.221817 sec): 3 clusters Score: Raw -23646.693276 + Penalty 623.379210 = -23023.314066 nChanged 3 SP:Iteration 7Q (103.222764 sec): 3 clusters Score: Raw -23651.339905 + Penalty 624.205953 = -23027.133952 nChanged 5 SP:Iteration 8Q (103.223711 sec): 3 clusters Score: Raw -23654.751727 + Penalty 624.677019 = -23030.074708 nChanged 3 SP:Iteration 9Q (103.224655 sec): 3 clusters Score: Raw -23656.372314 + Penalty 625.290047 = -23031.082267 nChanged 2 SP:Iteration 10F (103.225648 sec): 3 clusters Score: Raw -23658.160636 + Penalty 625.290047 = -23032.870589 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.243852 sec): 2 clusters Score: Raw -241197.164765 + Penalty 319.728556 = -240877.436210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.250817 sec): 3 clusters Score: Raw -238766.685448 + Penalty 641.093873 = -238125.591574 nChanged 1705 SP:Iteration 1F (103.257605 sec): 3 clusters Score: Raw -239912.617804 + Penalty 648.901806 = -239263.715997 nChanged 487 SP:Iteration 2F (103.264377 sec): 3 clusters Score: Raw -240217.338852 + Penalty 660.619803 = -239556.719049 nChanged 319 SP:Iteration 3F (103.271137 sec): 3 clusters Score: Raw -240410.086284 + Penalty 672.347982 = -239737.738302 nChanged 232 SP:Iteration 4F (103.277882 sec): 3 clusters Score: Raw -240538.782514 + Penalty 682.834482 = -239855.948031 nChanged 170 SP:Iteration 5Q (103.284598 sec): 3 clusters Score: Raw -240626.127673 + Penalty 695.380387 = -239930.747287 nChanged 137 SP:Iteration 6Q (103.291353 sec): 3 clusters Score: Raw -240718.347972 + Penalty 711.072248 = -240007.275724 nChanged 130 SP:Iteration 7Q (103.298079 sec): 3 clusters Score: Raw -240825.012255 + Penalty 725.934630 = -240099.077625 nChanged 113 SP:Iteration 8Q (103.304813 sec): 3 clusters Score: Raw -240904.211440 + Penalty 738.148965 = -240166.062475 nChanged 87 SP:Iteration 9Q (103.311543 sec): 3 clusters Score: Raw -240951.860320 + Penalty 752.166540 = -240199.693780 nChanged 86 SP:Iteration 10F (103.318317 sec): 3 clusters Score: Raw -240995.157963 + Penalty 765.685316 = -240229.472647 nChanged 74 SP:Iteration 11Q (103.324772 sec): 3 clusters Score: Raw -241024.728326 + Penalty 778.298279 = -240246.430047 nChanged 69 SP:Iteration 12Q (103.331168 sec): 3 clusters Score: Raw -241051.452689 + Penalty 792.717428 = -240258.735261 nChanged 63 SP:Iteration 13Q (103.337473 sec): 3 clusters Score: Raw -241072.218493 + Penalty 806.187294 = -240266.031199 nChanged 55 SP:Iteration 14Q (103.343723 sec): 3 clusters Score: Raw -241086.444752 + Penalty 821.236402 = -240265.208350 nChanged 48 SP:Iteration 15F (103.350456 sec): 3 clusters Score: Raw -241098.989740 + Penalty 834.837805 = -240264.151935 nChanged 43 SP:Iteration 16F (103.357181 sec): 3 clusters Score: Raw -241109.452673 + Penalty 850.467050 = -240258.985623 nChanged 40 SP:Iteration 17F (103.363896 sec): 3 clusters Score: Raw -241121.975743 + Penalty 871.889574 = -240250.086169 nChanged 51 SP:Iteration 18F (103.370619 sec): 3 clusters Score: Raw -241146.099136 + Penalty 891.643880 = -240254.455256 nChanged 53 SP:Iteration 19Q (103.376677 sec): 3 clusters Score: Raw -241175.627966 + Penalty 908.173062 = -240267.454904 nChanged 53 SP:Iteration 20F (103.383431 sec): 3 clusters Score: Raw -241195.485712 + Penalty 925.958704 = -240269.527008 nChanged 40 SP:Iteration 21Q (103.389355 sec): 3 clusters Score: Raw -241206.402528 + Penalty 938.590735 = -240267.811793 nChanged 29 SP:Iteration 22F (103.396088 sec): 3 clusters Score: Raw -241210.446368 + Penalty 947.177325 = -240263.269042 nChanged 23 SP:Iteration 23F (103.402810 sec): 3 clusters Score: Raw -241214.999513 + Penalty 953.823670 = -240261.175844 nChanged 23 SP:Iteration 24F (103.409577 sec): 3 clusters Score: Raw -241220.578381 + Penalty 961.955691 = -240258.622690 nChanged 18 SP:Iteration 25F (103.416467 sec): 3 clusters Score: Raw -241224.309227 + Penalty 962.256565 = -240262.052662 nChanged 12 SP:Iteration 26Q (103.422245 sec): 3 clusters Score: Raw -241226.255084 + Penalty 959.937484 = -240266.317600 nChanged 12 SP:Iteration 27Q (103.427979 sec): 3 clusters Score: Raw -241229.556248 + Penalty 957.997335 = -240271.558913 nChanged 17 SP:Iteration 28Q (103.433731 sec): 3 clusters Score: Raw -241231.630364 + Penalty 958.765384 = -240272.864980 nChanged 13 SP:Iteration 29Q (103.439432 sec): 3 clusters Score: Raw -241233.255951 + Penalty 958.118317 = -240275.137634 nChanged 15 SP:Iteration 30F (103.446167 sec): 3 clusters Score: Raw -241236.350555 + Penalty 959.028815 = -240277.321739 nChanged 12 SP:Iteration 31Q (103.451800 sec): 3 clusters Score: Raw -241238.540419 + Penalty 956.454963 = -240282.085456 nChanged 13 SP:Iteration 32Q (103.457444 sec): 3 clusters Score: Raw -241241.226053 + Penalty 951.511528 = -240289.714525 nChanged 10 SP:Iteration 33Q (103.463066 sec): 3 clusters Score: Raw -241242.876700 + Penalty 943.343804 = -240299.532896 nChanged 17 SP:Iteration 34Q (103.468643 sec): 3 clusters Score: Raw -241249.121994 + Penalty 938.095803 = -240311.026192 nChanged 19 SP:Iteration 35Q (103.474186 sec): 3 clusters Score: Raw -241256.233701 + Penalty 933.349280 = -240322.884421 nChanged 21 SP:Iteration 36Q (103.479693 sec): 3 clusters Score: Raw -241262.178265 + Penalty 923.481538 = -240338.696727 nChanged 15 SP:Iteration 37Q (103.485168 sec): 3 clusters Score: Raw -241267.703791 + Penalty 916.334725 = -240351.369066 nChanged 11 SP:Iteration 38Q (103.490614 sec): 3 clusters Score: Raw -241275.139272 + Penalty 914.319830 = -240360.819442 nChanged 9 SP:Iteration 39Q (103.496046 sec): 3 clusters Score: Raw -241276.063933 + Penalty 913.841577 = -240362.222355 nChanged 3 SP:Iteration 40F (103.502778 sec): 3 clusters Score: Raw -241276.011482 + Penalty 909.134601 = -240366.876881 nChanged 2 SP:Iteration 41Q (103.508180 sec): 3 clusters Score: Raw -241276.034520 + Penalty 905.555902 = -240370.478617 nChanged 3 SP:Iteration 42Q (103.513881 sec): 3 clusters Score: Raw -241276.300877 + Penalty 905.555902 = -240370.744974 nChanged 0 SP:Iteration 43F (103.520759 sec): 3 clusters Score: Raw -241276.300877 + Penalty 905.555902 = -240370.744974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.527591 sec): 2 clusters Score: Raw -43277.817359 + Penalty 725.816597 = -42552.000763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.528967 sec): 3 clusters Score: Raw -43034.009455 + Penalty 1449.888309 = -41584.121146 nChanged 213 SP:Iteration 1F (103.530356 sec): 3 clusters Score: Raw -43211.652100 + Penalty 1448.329077 = -41763.323022 nChanged 54 SP:Iteration 2F (103.531723 sec): 3 clusters Score: Raw -43265.226832 + Penalty 1445.812599 = -41819.414233 nChanged 35 SP:Iteration 3F (103.533088 sec): 3 clusters Score: Raw -43297.153293 + Penalty 1445.504805 = -41851.648488 nChanged 29 SP:Iteration 4Q (103.534456 sec): 3 clusters Score: Raw -43330.196149 + Penalty 1448.385898 = -41881.810251 nChanged 39 SP:Iteration 5F (103.535823 sec): 3 clusters Score: Raw -43379.300250 + Penalty 1453.066820 = -41926.233429 nChanged 39 SP:Iteration 6F (103.537179 sec): 3 clusters Score: Raw -43434.176162 + Penalty 1456.798086 = -41977.378076 nChanged 35 SP:Iteration 7F (103.538524 sec): 3 clusters Score: Raw -43480.549412 + Penalty 1461.111072 = -42019.438340 nChanged 19 SP:Iteration 8Q (103.539865 sec): 3 clusters Score: Raw -43514.675092 + Penalty 1466.624808 = -42048.050284 nChanged 19 SP:Iteration 9Q (103.541197 sec): 3 clusters Score: Raw -43547.787225 + Penalty 1470.622457 = -42077.164767 nChanged 13 SP:Iteration 10F (103.542567 sec): 3 clusters Score: Raw -43563.228633 + Penalty 1472.708598 = -42090.520036 nChanged 9 SP:Iteration 11Q (103.543901 sec): 3 clusters Score: Raw -43575.296494 + Penalty 1473.239547 = -42102.056947 nChanged 7 SP:Iteration 12Q (103.545227 sec): 3 clusters Score: Raw -43587.674629 + Penalty 1473.341821 = -42114.332808 nChanged 5 SP:Iteration 13Q (103.546548 sec): 3 clusters Score: Raw -43595.364807 + Penalty 1473.545425 = -42121.819382 nChanged 1 SP:Iteration 14Q (103.547870 sec): 3 clusters Score: Raw -43597.396885 + Penalty 1473.545425 = -42123.851460 nChanged 0 SP:Iteration 15F (103.549242 sec): 3 clusters Score: Raw -43597.396885 + Penalty 1473.545425 = -42123.851460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.551841 sec): 2 clusters Score: Raw -13810.046323 + Penalty 379.574641 = -13430.471682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.552565 sec): 3 clusters Score: Raw -13717.476034 + Penalty 791.275079 = -12926.200955 nChanged 78 SP:Iteration 1F (103.553273 sec): 3 clusters Score: Raw -13846.400903 + Penalty 796.984902 = -13049.416001 nChanged 28 SP:Iteration 2F (103.554016 sec): 3 clusters Score: Raw -13891.064802 + Penalty 791.022944 = -13100.041858 nChanged 10 SP:Iteration 3Q (103.554691 sec): 3 clusters Score: Raw -13904.255634 + Penalty 791.013743 = -13113.241892 nChanged 7 SP:Iteration 4Q (103.555364 sec): 3 clusters Score: Raw -13911.619276 + Penalty 791.500349 = -13120.118927 nChanged 2 SP:Iteration 5Q (103.556032 sec): 3 clusters Score: Raw -13912.105431 + Penalty 791.500349 = -13120.605082 nChanged 0 SP:Iteration 6F (103.556737 sec): 3 clusters Score: Raw -13912.105431 + Penalty 791.500349 = -13120.605082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.558632 sec): 2 clusters Score: Raw -8691.926103 + Penalty 109.698537 = -8582.227567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.559107 sec): 3 clusters Score: Raw -8611.061823 + Penalty 222.744187 = -8388.317635 nChanged 54 SP:Iteration 1F (103.559574 sec): 3 clusters Score: Raw -8668.117175 + Penalty 231.054173 = -8437.063003 nChanged 24 SP:Iteration 2F (103.560039 sec): 3 clusters Score: Raw -8702.186188 + Penalty 234.823118 = -8467.363070 nChanged 13 SP:Iteration 3F (103.560504 sec): 3 clusters Score: Raw -8714.850925 + Penalty 243.309192 = -8471.541734 nChanged 8 SP:Iteration 4F (103.560968 sec): 3 clusters Score: Raw -8724.437690 + Penalty 258.320634 = -8466.117056 nChanged 5 SP:Iteration 5F (103.561431 sec): 3 clusters Score: Raw -8729.909363 + Penalty 263.480239 = -8466.429125 nChanged 1 SP:Iteration 6Q (103.561855 sec): 3 clusters Score: Raw -8730.832791 + Penalty 263.480239 = -8467.352552 nChanged 0 SP:Iteration 7F (103.562319 sec): 3 clusters Score: Raw -8730.832791 + Penalty 263.480239 = -8467.352552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.563991 sec): 2 clusters Score: Raw -27131.432001 + Penalty 95.398776 = -27036.033224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.565036 sec): 3 clusters Score: Raw -26841.119920 + Penalty 192.024437 = -26649.095484 nChanged 190 SP:Iteration 1F (103.566060 sec): 3 clusters Score: Raw -26944.589295 + Penalty 196.843108 = -26747.746187 nChanged 43 SP:Iteration 2F (103.567083 sec): 3 clusters Score: Raw -26969.388503 + Penalty 205.664244 = -26763.724259 nChanged 39 SP:Iteration 3F (103.568104 sec): 3 clusters Score: Raw -27009.284583 + Penalty 216.114611 = -26793.169972 nChanged 34 SP:Iteration 4F (103.569117 sec): 3 clusters Score: Raw -27045.298759 + Penalty 216.804463 = -26828.494296 nChanged 23 SP:Iteration 5Q (103.570140 sec): 3 clusters Score: Raw -27077.935881 + Penalty 221.243951 = -26856.691930 nChanged 12 SP:Iteration 6Q (103.571125 sec): 3 clusters Score: Raw -27091.410985 + Penalty 230.516892 = -26860.894093 nChanged 10 SP:Iteration 7Q (103.572085 sec): 3 clusters Score: Raw -27100.450472 + Penalty 241.304750 = -26859.145722 nChanged 10 SP:Iteration 8F (103.573105 sec): 3 clusters Score: Raw -27112.610742 + Penalty 249.629655 = -26862.981087 nChanged 6 SP:Iteration 9Q (103.574030 sec): 3 clusters Score: Raw -27117.319575 + Penalty 260.021790 = -26857.297785 nChanged 6 SP:Iteration 10F (103.575054 sec): 3 clusters Score: Raw -27121.285026 + Penalty 266.612800 = -26854.672227 nChanged 4 SP:Iteration 11F (103.576074 sec): 3 clusters Score: Raw -27123.510580 + Penalty 269.454896 = -26854.055684 nChanged 3 SP:Iteration 12F (103.577091 sec): 3 clusters Score: Raw -27125.729835 + Penalty 278.983928 = -26846.745906 nChanged 5 SP:Iteration 13F (103.578111 sec): 3 clusters Score: Raw -27129.710029 + Penalty 290.210799 = -26839.499229 nChanged 4 SP:Iteration 14F (103.579131 sec): 3 clusters Score: Raw -27132.973080 + Penalty 299.393014 = -26833.580066 nChanged 3 SP:Iteration 15F (103.580150 sec): 3 clusters Score: Raw -27136.272296 + Penalty 305.728434 = -26830.543862 nChanged 3 SP:Iteration 16F (103.581201 sec): 3 clusters Score: Raw -27138.757877 + Penalty 309.368759 = -26829.389118 nChanged 1 SP:Iteration 17F (103.582221 sec): 3 clusters Score: Raw -27141.000729 + Penalty 320.362420 = -26820.638309 nChanged 2 SP:Iteration 18F (103.583243 sec): 3 clusters Score: Raw -27141.884850 + Penalty 320.362420 = -26821.522430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.584289 sec): 2 clusters Score: Raw -11097.389598 + Penalty 49.595846 = -11047.793752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.584840 sec): 3 clusters Score: Raw -10982.650597 + Penalty 98.813859 = -10883.836738 nChanged 90 SP:Iteration 1F (103.585378 sec): 3 clusters Score: Raw -11065.844443 + Penalty 95.591953 = -10970.252490 nChanged 9 SP:Iteration 2Q (103.585914 sec): 3 clusters Score: Raw -11087.841662 + Penalty 95.527564 = -10992.314099 nChanged 8 SP:Iteration 3Q (103.586429 sec): 3 clusters Score: Raw -11095.043399 + Penalty 95.844383 = -10999.199015 nChanged 4 SP:Iteration 4Q (103.586942 sec): 3 clusters Score: Raw -11100.511618 + Penalty 96.080719 = -11004.430899 nChanged 4 SP:Iteration 5Q (103.587451 sec): 3 clusters Score: Raw -11102.867213 + Penalty 96.505971 = -11006.361242 nChanged 4 SP:Iteration 6Q (103.587961 sec): 3 clusters Score: Raw -11105.734830 + Penalty 97.440078 = -11008.294752 nChanged 7 SP:Iteration 7Q (103.588470 sec): 3 clusters Score: Raw -11113.156118 + Penalty 98.530963 = -11014.625155 nChanged 6 SP:Iteration 8Q (103.588977 sec): 3 clusters Score: Raw -11118.308987 + Penalty 99.191693 = -11019.117295 nChanged 3 SP:Iteration 9Q (103.589480 sec): 3 clusters Score: Raw -11119.173993 + Penalty 99.409808 = -11019.764185 nChanged 1 SP:Iteration 10F (103.590017 sec): 3 clusters Score: Raw -11119.270076 + Penalty 99.409808 = -11019.860268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.593739 sec): 2 clusters Score: Raw -42285.209383 + Penalty 330.690490 = -41954.518893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.595206 sec): 3 clusters Score: Raw -41890.540249 + Penalty 682.903880 = -41207.636369 nChanged 272 SP:Iteration 1F (103.596640 sec): 3 clusters Score: Raw -42098.903630 + Penalty 743.220980 = -41355.682650 nChanged 99 SP:Iteration 2F (103.598077 sec): 3 clusters Score: Raw -42200.093658 + Penalty 821.521406 = -41378.572252 nChanged 60 SP:Iteration 3F (103.599507 sec): 3 clusters Score: Raw -42266.794633 + Penalty 853.935722 = -41412.858911 nChanged 26 SP:Iteration 4Q (103.600936 sec): 3 clusters Score: Raw -42296.008982 + Penalty 889.406464 = -41406.602518 nChanged 14 SP:Iteration 5F (103.602390 sec): 3 clusters Score: Raw -42321.268097 + Penalty 919.185223 = -41402.082875 nChanged 9 SP:Iteration 6F (103.603819 sec): 3 clusters Score: Raw -42335.285703 + Penalty 938.306890 = -41396.978813 nChanged 7 SP:Iteration 7F (103.605240 sec): 3 clusters Score: Raw -42345.696624 + Penalty 945.635450 = -41400.061174 nChanged 2 SP:Iteration 8Q (103.606427 sec): 3 clusters Score: Raw -42349.836098 + Penalty 950.712146 = -41399.123952 nChanged 1 SP:Iteration 9F (103.607857 sec): 3 clusters Score: Raw -42353.558282 + Penalty 950.712146 = -41402.846137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.609190 sec): 2 clusters Score: Raw -14875.686212 + Penalty 859.408931 = -14016.277280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.609837 sec): 3 clusters Score: Raw -14914.761871 + Penalty 1717.799650 = -13196.962221 nChanged 51 SP:Iteration 1F (103.610473 sec): 3 clusters Score: Raw -14999.296323 + Penalty 1716.971997 = -13282.324326 nChanged 12 SP:Iteration 2Q (103.611131 sec): 3 clusters Score: Raw -15046.589322 + Penalty 1715.963443 = -13330.625879 nChanged 9 SP:Iteration 3Q (103.611733 sec): 3 clusters Score: Raw -15073.075559 + Penalty 1715.751225 = -13357.324335 nChanged 1 SP:Iteration 4Q (103.612328 sec): 3 clusters Score: Raw -15075.684519 + Penalty 1715.058833 = -13360.625686 nChanged 3 SP:Iteration 5Q (103.612922 sec): 3 clusters Score: Raw -15077.018802 + Penalty 1715.162350 = -13361.856451 nChanged 1 SP:Iteration 6Q (103.613517 sec): 3 clusters Score: Raw -15078.346827 + Penalty 1714.867020 = -13363.479807 nChanged 1 SP:Iteration 7Q (103.614111 sec): 3 clusters Score: Raw -15079.019413 + Penalty 1714.867020 = -13364.152393 nChanged 0 SP:Iteration 8F (103.614744 sec): 3 clusters Score: Raw -15079.019413 + Penalty 1714.867020 = -13364.152393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.616560 sec): 2 clusters Score: Raw -16973.517247 + Penalty 613.574375 = -16359.942872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.617286 sec): 3 clusters Score: Raw -16864.536869 + Penalty 1226.391780 = -15638.145089 nChanged 68 SP:Iteration 1F (103.618002 sec): 3 clusters Score: Raw -16950.818667 + Penalty 1227.148749 = -15723.669918 nChanged 29 SP:Iteration 2F (103.618715 sec): 3 clusters Score: Raw -16999.142947 + Penalty 1231.858687 = -15767.284260 nChanged 17 SP:Iteration 3F (103.619429 sec): 3 clusters Score: Raw -17024.673772 + Penalty 1237.923816 = -15786.749957 nChanged 9 SP:Iteration 4Q (103.620124 sec): 3 clusters Score: Raw -17038.336128 + Penalty 1240.456303 = -15797.879825 nChanged 6 SP:Iteration 5Q (103.620815 sec): 3 clusters Score: Raw -17056.426051 + Penalty 1248.316725 = -15808.109327 nChanged 10 SP:Iteration 6Q (103.621504 sec): 3 clusters Score: Raw -17072.323914 + Penalty 1254.197515 = -15818.126399 nChanged 9 SP:Iteration 7Q (103.622195 sec): 3 clusters Score: Raw -17094.852067 + Penalty 1258.011395 = -15836.840672 nChanged 7 SP:Iteration 8Q (103.622874 sec): 3 clusters Score: Raw -17108.587782 + Penalty 1259.806999 = -15848.780783 nChanged 1 SP:Iteration 9Q (103.623546 sec): 3 clusters Score: Raw -17109.174170 + Penalty 1259.806999 = -15849.367171 nChanged 0 SP:Iteration 10F (103.624258 sec): 3 clusters Score: Raw -17109.174170 + Penalty 1259.806999 = -15849.367171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.626795 sec): 2 clusters Score: Raw -15198.386921 + Penalty 588.998135 = -14609.388785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.627490 sec): 3 clusters Score: Raw -15145.965433 + Penalty 1178.445381 = -13967.520053 nChanged 60 SP:Iteration 1F (103.628175 sec): 3 clusters Score: Raw -15237.439169 + Penalty 1175.647017 = -14061.792152 nChanged 18 SP:Iteration 2F (103.628858 sec): 3 clusters Score: Raw -15271.794051 + Penalty 1175.358354 = -14096.435697 nChanged 16 SP:Iteration 3F (103.629541 sec): 3 clusters Score: Raw -15301.679697 + Penalty 1174.685685 = -14126.994011 nChanged 9 SP:Iteration 4Q (103.630190 sec): 3 clusters Score: Raw -15319.534929 + Penalty 1174.132453 = -14145.402476 nChanged 3 SP:Iteration 5Q (103.630834 sec): 3 clusters Score: Raw -15322.472594 + Penalty 1173.692140 = -14148.780454 nChanged 1 SP:Iteration 6Q (103.631477 sec): 3 clusters Score: Raw -15323.080698 + Penalty 1172.754398 = -14150.326299 nChanged 2 SP:Iteration 7Q (103.632118 sec): 3 clusters Score: Raw -15324.915810 + Penalty 1172.754398 = -14152.161412 nChanged 0 SP:Iteration 8F (103.632804 sec): 3 clusters Score: Raw -15324.915810 + Penalty 1172.754398 = -14152.161412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.634793 sec): 2 clusters Score: Raw -34619.290039 + Penalty 898.236607 = -33721.053432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.636025 sec): 3 clusters Score: Raw -34414.405005 + Penalty 1794.182603 = -32620.222402 nChanged 157 SP:Iteration 1F (103.637168 sec): 3 clusters Score: Raw -34589.282163 + Penalty 1792.036345 = -32797.245818 nChanged 45 SP:Iteration 2F (103.638285 sec): 3 clusters Score: Raw -34639.578186 + Penalty 1791.490461 = -32848.087725 nChanged 25 SP:Iteration 3Q (103.639365 sec): 3 clusters Score: Raw -34676.520297 + Penalty 1793.180979 = -32883.339318 nChanged 28 SP:Iteration 4F (103.640466 sec): 3 clusters Score: Raw -34728.415835 + Penalty 1792.632805 = -32935.783030 nChanged 27 SP:Iteration 5F (103.641589 sec): 3 clusters Score: Raw -34779.547918 + Penalty 1792.092786 = -32987.455132 nChanged 16 SP:Iteration 6Q (103.642649 sec): 3 clusters Score: Raw -34814.917065 + Penalty 1792.859496 = -33022.057569 nChanged 13 SP:Iteration 7Q (103.643691 sec): 3 clusters Score: Raw -34840.942548 + Penalty 1792.813409 = -33048.129139 nChanged 8 SP:Iteration 8Q (103.644713 sec): 3 clusters Score: Raw -34857.065419 + Penalty 1792.637240 = -33064.428179 nChanged 4 SP:Iteration 9Q (103.645727 sec): 3 clusters Score: Raw -34869.917481 + Penalty 1791.215148 = -33078.702333 nChanged 7 SP:Iteration 10F (103.646841 sec): 3 clusters Score: Raw -34880.561788 + Penalty 1789.825535 = -33090.736253 nChanged 7 SP:Iteration 11Q (103.647845 sec): 3 clusters Score: Raw -34895.113476 + Penalty 1788.743499 = -33106.369977 nChanged 3 SP:Iteration 12Q (103.648839 sec): 3 clusters Score: Raw -34906.053626 + Penalty 1786.940071 = -33119.113555 nChanged 5 SP:Iteration 13Q (103.649825 sec): 3 clusters Score: Raw -34928.701467 + Penalty 1784.489827 = -33144.211641 nChanged 7 SP:Iteration 14Q (103.650802 sec): 3 clusters Score: Raw -34944.781650 + Penalty 1783.689448 = -33161.092202 nChanged 2 SP:Iteration 15Q (103.651761 sec): 3 clusters Score: Raw -34948.703868 + Penalty 1782.847454 = -33165.856414 nChanged 2 SP:Iteration 16Q (103.652722 sec): 3 clusters Score: Raw -34960.642386 + Penalty 1781.442070 = -33179.200316 nChanged 3 SP:Iteration 17Q (103.653680 sec): 3 clusters Score: Raw -34967.411111 + Penalty 1781.045145 = -33186.365966 nChanged 1 SP:Iteration 18Q (103.654635 sec): 3 clusters Score: Raw -34968.739868 + Penalty 1780.941781 = -33187.798086 nChanged 1 SP:Iteration 19Q (103.655590 sec): 3 clusters Score: Raw -34970.171383 + Penalty 1780.520782 = -33189.650601 nChanged 1 SP:Iteration 20F (103.656704 sec): 3 clusters Score: Raw -34971.411122 + Penalty 1780.520782 = -33190.890340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.657625 sec): 2 clusters Score: Raw -9160.694299 + Penalty 497.007419 = -8663.686880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.658114 sec): 3 clusters Score: Raw -9133.287762 + Penalty 994.085174 = -8139.202589 nChanged 30 SP:Iteration 1F (103.658595 sec): 3 clusters Score: Raw -9173.068686 + Penalty 996.335468 = -8176.733218 nChanged 15 SP:Iteration 2F (103.659073 sec): 3 clusters Score: Raw -9206.569927 + Penalty 993.328476 = -8213.241451 nChanged 11 SP:Iteration 3F (103.659553 sec): 3 clusters Score: Raw -9233.949091 + Penalty 990.959855 = -8242.989236 nChanged 7 SP:Iteration 4Q (103.660018 sec): 3 clusters Score: Raw -9244.427652 + Penalty 986.562207 = -8257.865444 nChanged 4 SP:Iteration 5Q (103.660483 sec): 3 clusters Score: Raw -9251.702942 + Penalty 984.829226 = -8266.873716 nChanged 1 SP:Iteration 6Q (103.660949 sec): 3 clusters Score: Raw -9256.710980 + Penalty 983.054425 = -8273.656555 nChanged 1 SP:Iteration 7Q (103.661411 sec): 3 clusters Score: Raw -9258.503687 + Penalty 983.054425 = -8275.449262 nChanged 0 SP:Iteration 8F (103.661890 sec): 3 clusters Score: Raw -9258.503687 + Penalty 983.054425 = -8275.449262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.662693 sec): 2 clusters Score: Raw -7380.263819 + Penalty 345.518475 = -7034.745344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.663117 sec): 3 clusters Score: Raw -7316.634858 + Penalty 691.700368 = -6624.934490 nChanged 24 SP:Iteration 1F (103.663536 sec): 3 clusters Score: Raw -7357.444462 + Penalty 699.879115 = -6657.565347 nChanged 11 SP:Iteration 2F (103.663954 sec): 3 clusters Score: Raw -7388.110872 + Penalty 706.958475 = -6681.152397 nChanged 6 SP:Iteration 3Q (103.664353 sec): 3 clusters Score: Raw -7399.414060 + Penalty 709.686585 = -6689.727475 nChanged 4 SP:Iteration 4Q (103.664747 sec): 3 clusters Score: Raw -7408.520461 + Penalty 711.743873 = -6696.776588 nChanged 3 SP:Iteration 5Q (103.665142 sec): 3 clusters Score: Raw -7413.250027 + Penalty 722.965228 = -6690.284798 nChanged 6 SP:Iteration 6F (103.665559 sec): 3 clusters Score: Raw -7427.878814 + Penalty 724.656794 = -6703.222020 nChanged 3 SP:Iteration 7Q (103.665944 sec): 3 clusters Score: Raw -7434.385230 + Penalty 722.093119 = -6712.292112 nChanged 2 SP:Iteration 8Q (103.666323 sec): 3 clusters Score: Raw -7442.775336 + Penalty 722.935356 = -6719.839980 nChanged 1 SP:Iteration 9Q (103.666699 sec): 3 clusters Score: Raw -7448.999780 + Penalty 721.309169 = -6727.690611 nChanged 2 SP:Iteration 10F (103.667116 sec): 3 clusters Score: Raw -7459.819423 + Penalty 721.309169 = -6738.510254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.667967 sec): 2 clusters Score: Raw -7076.381862 + Penalty 224.485332 = -6851.896530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.668436 sec): 3 clusters Score: Raw -7093.058422 + Penalty 469.829144 = -6623.229278 nChanged 38 SP:Iteration 1F (103.668901 sec): 3 clusters Score: Raw -7198.641709 + Penalty 467.895911 = -6730.745798 nChanged 10 SP:Iteration 2F (103.669365 sec): 3 clusters Score: Raw -7231.150522 + Penalty 472.107615 = -6759.042907 nChanged 4 SP:Iteration 3Q (103.669790 sec): 3 clusters Score: Raw -7243.635955 + Penalty 470.722024 = -6772.913930 nChanged 1 SP:Iteration 4Q (103.670209 sec): 3 clusters Score: Raw -7246.123222 + Penalty 470.722024 = -6775.401198 nChanged 0 SP:Iteration 5F (103.670671 sec): 3 clusters Score: Raw -7246.123222 + Penalty 470.722024 = -6775.401198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.671691 sec): 2 clusters Score: Raw -12534.869287 + Penalty 207.519852 = -12327.349435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.672291 sec): 3 clusters Score: Raw -12432.150747 + Penalty 418.138161 = -12014.012586 nChanged 78 SP:Iteration 1F (103.672881 sec): 3 clusters Score: Raw -12504.225571 + Penalty 427.184901 = -12077.040670 nChanged 26 SP:Iteration 2F (103.673468 sec): 3 clusters Score: Raw -12532.341911 + Penalty 427.180839 = -12105.161072 nChanged 9 SP:Iteration 3Q (103.674049 sec): 3 clusters Score: Raw -12548.739931 + Penalty 427.316834 = -12121.423097 nChanged 3 SP:Iteration 4Q (103.674617 sec): 3 clusters Score: Raw -12549.777780 + Penalty 427.316834 = -12122.460946 nChanged 0 SP:Iteration 5F (103.675209 sec): 3 clusters Score: Raw -12549.777780 + Penalty 427.316834 = -12122.460946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.677015 sec): 2 clusters Score: Raw -30900.697298 + Penalty 639.816175 = -30260.881123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.678044 sec): 3 clusters Score: Raw -30703.146981 + Penalty 1279.611381 = -29423.535600 nChanged 145 SP:Iteration 1F (103.679057 sec): 3 clusters Score: Raw -30801.526471 + Penalty 1280.167173 = -29521.359298 nChanged 43 SP:Iteration 2F (103.680103 sec): 3 clusters Score: Raw -30849.818840 + Penalty 1283.201824 = -29566.617016 nChanged 37 SP:Iteration 3F (103.681117 sec): 3 clusters Score: Raw -30903.906347 + Penalty 1290.030406 = -29613.875940 nChanged 20 SP:Iteration 4Q (103.682109 sec): 3 clusters Score: Raw -30926.824222 + Penalty 1291.700457 = -29635.123766 nChanged 12 SP:Iteration 5Q (103.683089 sec): 3 clusters Score: Raw -30939.431922 + Penalty 1296.698921 = -29642.733001 nChanged 8 SP:Iteration 6Q (103.684073 sec): 3 clusters Score: Raw -30948.078423 + Penalty 1298.017279 = -29650.061144 nChanged 4 SP:Iteration 7Q (103.685049 sec): 3 clusters Score: Raw -30948.969994 + Penalty 1297.846635 = -29651.123359 nChanged 1 SP:Iteration 8Q (103.686018 sec): 3 clusters Score: Raw -30949.519812 + Penalty 1296.745115 = -29652.774697 nChanged 2 SP:Iteration 9Q (103.686990 sec): 3 clusters Score: Raw -30951.230130 + Penalty 1296.745115 = -29654.485015 nChanged 0 SP:Iteration 10F (103.687998 sec): 3 clusters Score: Raw -30951.230130 + Penalty 1296.745115 = -29654.485015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.689028 sec): 2 clusters Score: Raw -12137.656014 + Penalty 469.961850 = -11667.694164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.689600 sec): 3 clusters Score: Raw -12088.947703 + Penalty 942.442833 = -11146.504871 nChanged 42 SP:Iteration 1F (103.690163 sec): 3 clusters Score: Raw -12130.508834 + Penalty 942.345674 = -11188.163160 nChanged 11 SP:Iteration 2F (103.690726 sec): 3 clusters Score: Raw -12141.006137 + Penalty 942.966149 = -11198.039988 nChanged 3 SP:Iteration 3Q (103.691281 sec): 3 clusters Score: Raw -12143.554567 + Penalty 944.101763 = -11199.452804 nChanged 4 SP:Iteration 4Q (103.691835 sec): 3 clusters Score: Raw -12148.190986 + Penalty 944.544993 = -11203.645993 nChanged 4 SP:Iteration 5Q (103.692390 sec): 3 clusters Score: Raw -12154.561341 + Penalty 945.365217 = -11209.196124 nChanged 4 SP:Iteration 6Q (103.692941 sec): 3 clusters Score: Raw -12161.380093 + Penalty 946.702294 = -11214.677800 nChanged 4 SP:Iteration 7Q (103.693490 sec): 3 clusters Score: Raw -12166.154964 + Penalty 950.212650 = -11215.942314 nChanged 4 SP:Iteration 8Q (103.694039 sec): 3 clusters Score: Raw -12175.711780 + Penalty 957.365604 = -11218.346177 nChanged 5 SP:Iteration 9Q (103.694586 sec): 3 clusters Score: Raw -12188.675453 + Penalty 962.433719 = -11226.241734 nChanged 7 SP:Iteration 10F (103.695151 sec): 3 clusters Score: Raw -12210.178785 + Penalty 968.687447 = -11241.491339 nChanged 7 SP:Iteration 11Q (103.695692 sec): 3 clusters Score: Raw -12223.088507 + Penalty 973.414184 = -11249.674323 nChanged 5 SP:Iteration 12Q (103.696228 sec): 3 clusters Score: Raw -12230.519335 + Penalty 975.374782 = -11255.144553 nChanged 3 SP:Iteration 13Q (103.696761 sec): 3 clusters Score: Raw -12235.809216 + Penalty 981.669456 = -11254.139760 nChanged 4 SP:Iteration 14F (103.697323 sec): 3 clusters Score: Raw -12254.245979 + Penalty 992.123567 = -11262.122412 nChanged 7 SP:Iteration 15Q (103.697852 sec): 3 clusters Score: Raw -12271.512298 + Penalty 999.309010 = -11272.203289 nChanged 5 SP:Iteration 16Q (103.698373 sec): 3 clusters Score: Raw -12287.391141 + Penalty 1000.987176 = -11286.403965 nChanged 4 SP:Iteration 17Q (103.698890 sec): 3 clusters Score: Raw -12298.938881 + Penalty 1003.526335 = -11295.412546 nChanged 3 SP:Iteration 18Q (103.699409 sec): 3 clusters Score: Raw -12301.371868 + Penalty 1004.650420 = -11296.721448 nChanged 2 SP:Iteration 19Q (103.699927 sec): 3 clusters Score: Raw -12309.825298 + Penalty 1010.619353 = -11299.205945 nChanged 2 SP:Iteration 20F (103.700488 sec): 3 clusters Score: Raw -12312.105414 + Penalty 1010.094169 = -11302.011245 nChanged 2 SP:Iteration 21Q (103.701006 sec): 3 clusters Score: Raw -12315.390207 + Penalty 1009.949668 = -11305.440539 nChanged 2 SP:Iteration 22Q (103.701543 sec): 3 clusters Score: Raw -12317.243192 + Penalty 1008.199107 = -11309.044086 nChanged 1 SP:Iteration 23Q (103.702060 sec): 3 clusters Score: Raw -12338.970891 + Penalty 1002.983214 = -11335.987677 nChanged 2 SP:Iteration 24Q (103.702575 sec): 3 clusters Score: Raw -12342.703217 + Penalty 1004.954228 = -11337.748989 nChanged 1 SP:Iteration 25Q (103.703089 sec): 3 clusters Score: Raw -12343.866899 + Penalty 1007.431471 = -11336.435428 nChanged 1 SP:Iteration 26F (103.703651 sec): 3 clusters Score: Raw -12344.733671 + Penalty 1007.431471 = -11337.302200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.705149 sec): 2 clusters Score: Raw -23260.808506 + Penalty 840.218431 = -22420.590075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.706015 sec): 3 clusters Score: Raw -23155.106513 + Penalty 1681.666411 = -21473.440102 nChanged 82 SP:Iteration 1F (103.706867 sec): 3 clusters Score: Raw -23264.897455 + Penalty 1681.814227 = -21583.083228 nChanged 26 SP:Iteration 2F (103.707720 sec): 3 clusters Score: Raw -23310.945237 + Penalty 1682.277343 = -21628.667894 nChanged 13 SP:Iteration 3Q (103.708545 sec): 3 clusters Score: Raw -23332.802466 + Penalty 1681.416904 = -21651.385562 nChanged 11 SP:Iteration 4Q (103.709366 sec): 3 clusters Score: Raw -23348.671437 + Penalty 1681.623784 = -21667.047653 nChanged 2 SP:Iteration 5Q (103.710184 sec): 3 clusters Score: Raw -23352.461355 + Penalty 1681.433171 = -21671.028184 nChanged 1 SP:Iteration 6Q (103.711000 sec): 3 clusters Score: Raw -23355.593068 + Penalty 1681.433171 = -21674.159897 nChanged 0 SP:Iteration 7F (103.711856 sec): 3 clusters Score: Raw -23355.593068 + Penalty 1681.433171 = -21674.159897 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 70 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.713955 sec): 2 clusters Score: Raw -35377.104675 + Penalty 559.504521 = -34817.600154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.715245 sec): 3 clusters Score: Raw -35139.799817 + Penalty 1126.864058 = -34012.935760 nChanged 187 SP:Iteration 1F (103.716512 sec): 3 clusters Score: Raw -35320.650891 + Penalty 1145.442542 = -34175.208350 nChanged 76 SP:Iteration 2F (103.717838 sec): 3 clusters Score: Raw -35430.333916 + Penalty 1162.024019 = -34268.309897 nChanged 43 SP:Iteration 3F (103.719168 sec): 3 clusters Score: Raw -35478.259661 + Penalty 1166.194762 = -34312.064900 nChanged 22 SP:Iteration 4Q (103.720467 sec): 3 clusters Score: Raw -35495.342828 + Penalty 1167.326455 = -34328.016373 nChanged 8 SP:Iteration 5Q (103.721737 sec): 3 clusters Score: Raw -35500.022127 + Penalty 1171.566065 = -34328.456062 nChanged 5 SP:Iteration 6Q (103.723019 sec): 3 clusters Score: Raw -35503.018861 + Penalty 1171.638685 = -34331.380176 nChanged 2 SP:Iteration 7Q (103.724297 sec): 3 clusters Score: Raw -35504.484212 + Penalty 1172.354338 = -34332.129874 nChanged 5 SP:Iteration 8Q (103.725576 sec): 3 clusters Score: Raw -35507.544045 + Penalty 1176.230774 = -34331.313271 nChanged 3 SP:Iteration 9F (103.726914 sec): 3 clusters Score: Raw -35508.323179 + Penalty 1175.629229 = -34332.693951 nChanged 2 SP:Iteration 10F (103.728193 sec): 3 clusters Score: Raw -35509.247265 + Penalty 1179.186946 = -34330.060319 nChanged 2 SP:Iteration 11F (103.729472 sec): 3 clusters Score: Raw -35510.807259 + Penalty 1181.963893 = -34328.843366 nChanged 3 SP:Iteration 12F (103.730752 sec): 3 clusters Score: Raw -35516.881556 + Penalty 1181.511967 = -34335.369588 nChanged 1 SP:Iteration 13Q (103.731977 sec): 3 clusters Score: Raw -35520.461592 + Penalty 1184.390800 = -34336.070792 nChanged 1 SP:Iteration 14Q (103.733196 sec): 3 clusters Score: Raw -35520.778046 + Penalty 1187.325855 = -34333.452191 nChanged 1 SP:Iteration 15F (103.734476 sec): 3 clusters Score: Raw -35521.199911 + Penalty 1190.067521 = -34331.132390 nChanged 2 SP:Iteration 16F (103.735768 sec): 3 clusters Score: Raw -35522.356436 + Penalty 1196.193547 = -34326.162889 nChanged 3 SP:Iteration 17F (103.737035 sec): 3 clusters Score: Raw -35524.867112 + Penalty 1202.405870 = -34322.461242 nChanged 5 SP:Iteration 18F (103.738299 sec): 3 clusters Score: Raw -35530.198649 + Penalty 1210.466139 = -34319.732510 nChanged 4 SP:Iteration 19F (103.739570 sec): 3 clusters Score: Raw -35532.083344 + Penalty 1210.357407 = -34321.725938 nChanged 2 SP:Iteration 20F (103.740833 sec): 3 clusters Score: Raw -35532.149285 + Penalty 1210.357407 = -34321.791879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.741607 sec): 2 clusters Score: Raw -5022.986051 + Penalty 173.786788 = -4849.199263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.741994 sec): 3 clusters Score: Raw -5003.479009 + Penalty 409.643958 = -4593.835051 nChanged 25 SP:Iteration 1F (103.742374 sec): 3 clusters Score: Raw -5043.637660 + Penalty 454.926747 = -4588.710912 nChanged 7 SP:Iteration 2F (103.742753 sec): 3 clusters Score: Raw -5054.941560 + Penalty 485.005499 = -4569.936061 nChanged 4 SP:Iteration 3F (103.743131 sec): 3 clusters Score: Raw -5066.443897 + Penalty 516.148907 = -4550.294990 nChanged 2 SP:Iteration 4F (103.743528 sec): 3 clusters Score: Raw -5075.005629 + Penalty 516.148907 = -4558.856721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.744403 sec): 2 clusters Score: Raw -7778.758902 + Penalty 638.171441 = -7140.587461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.744902 sec): 3 clusters Score: Raw -7809.452324 + Penalty 1283.764239 = -6525.688084 nChanged 24 SP:Iteration 1F (103.745391 sec): 3 clusters Score: Raw -7865.507884 + Penalty 1298.591058 = -6566.916826 nChanged 17 SP:Iteration 2F (103.745877 sec): 3 clusters Score: Raw -7916.354106 + Penalty 1299.236636 = -6617.117470 nChanged 7 SP:Iteration 3Q (103.746338 sec): 3 clusters Score: Raw -7946.016780 + Penalty 1298.899130 = -6647.117650 nChanged 2 SP:Iteration 4Q (103.746789 sec): 3 clusters Score: Raw -7947.985545 + Penalty 1298.899130 = -6649.086415 nChanged 0 SP:Iteration 5F (103.747274 sec): 3 clusters Score: Raw -7947.985545 + Penalty 1298.899130 = -6649.086415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 93 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.751383 sec): 2 clusters Score: Raw -43945.985769 + Penalty 71.582303 = -43874.403466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.752933 sec): 3 clusters Score: Raw -43469.979145 + Penalty 143.257759 = -43326.721387 nChanged 335 SP:Iteration 1F (103.754488 sec): 3 clusters Score: Raw -43793.560734 + Penalty 142.977850 = -43650.582884 nChanged 63 SP:Iteration 2F (103.756033 sec): 3 clusters Score: Raw -43855.044586 + Penalty 142.573838 = -43712.470748 nChanged 31 SP:Iteration 3Q (103.757514 sec): 3 clusters Score: Raw -43880.997237 + Penalty 142.314134 = -43738.683103 nChanged 22 SP:Iteration 4Q (103.758965 sec): 3 clusters Score: Raw -43892.665327 + Penalty 142.399143 = -43750.266185 nChanged 10 SP:Iteration 5Q (103.760439 sec): 3 clusters Score: Raw -43894.635203 + Penalty 142.505138 = -43752.130064 nChanged 5 SP:Iteration 6Q (103.761890 sec): 3 clusters Score: Raw -43895.193888 + Penalty 142.551343 = -43752.642545 nChanged 3 SP:Iteration 7Q (103.763328 sec): 3 clusters Score: Raw -43895.753856 + Penalty 142.561169 = -43753.192687 nChanged 5 SP:Iteration 8Q (103.764755 sec): 3 clusters Score: Raw -43896.632002 + Penalty 142.630635 = -43754.001367 nChanged 3 SP:Iteration 9Q (103.766220 sec): 3 clusters Score: Raw -43896.905124 + Penalty 142.630635 = -43754.274489 nChanged 0 SP:Iteration 10F (103.767790 sec): 3 clusters Score: Raw -43896.905124 + Penalty 142.630635 = -43754.274489 nChanged 0 Memory request: 0.07 GB would take us to total of 0.41 GB. Trying to split cluster 95 (14742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.831149 sec): 2 clusters Score: Raw -814298.442500 + Penalty 259.466443 = -814038.976057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.858374 sec): 3 clusters Score: Raw -804429.624238 + Penalty 535.127763 = -803894.496475 nChanged 6969 SP:Iteration 1F (103.885295 sec): 3 clusters Score: Raw -809183.242897 + Penalty 558.290377 = -808624.952520 nChanged 2331 SP:Iteration 2F (103.911806 sec): 3 clusters Score: Raw -811551.149715 + Penalty 591.524435 = -810959.625280 nChanged 1379 SP:Iteration 3F (103.938815 sec): 3 clusters Score: Raw -813140.836829 + Penalty 666.199924 = -812474.636905 nChanged 779 SP:Iteration 4F (103.965280 sec): 3 clusters Score: Raw -814038.824165 + Penalty 718.542820 = -813320.281345 nChanged 245 SP:Iteration 5Q (103.989330 sec): 3 clusters Score: Raw -814299.407896 + Penalty 738.121003 = -813561.286893 nChanged 59 SP:Iteration 6Q (104.011021 sec): 3 clusters Score: Raw -814360.760224 + Penalty 733.613793 = -813627.146431 nChanged 26 SP:Iteration 7Q (104.032307 sec): 3 clusters Score: Raw -814388.845055 + Penalty 725.687857 = -813663.157198 nChanged 13 SP:Iteration 8Q (104.053292 sec): 3 clusters Score: Raw -814410.871327 + Penalty 711.207710 = -813699.663617 nChanged 15 SP:Iteration 9Q (104.074010 sec): 3 clusters Score: Raw -814427.573735 + Penalty 704.529307 = -813723.044428 nChanged 14 SP:Iteration 10F (104.100443 sec): 3 clusters Score: Raw -814435.923113 + Penalty 688.662646 = -813747.260468 nChanged 8 SP:Iteration 11Q (104.121137 sec): 3 clusters Score: Raw -814438.889975 + Penalty 684.127070 = -813754.762906 nChanged 4 SP:Iteration 12Q (104.142091 sec): 3 clusters Score: Raw -814440.565979 + Penalty 685.204753 = -813755.361226 nChanged 2 SP:Iteration 13Q (104.162767 sec): 3 clusters Score: Raw -814441.378404 + Penalty 685.204753 = -813756.173651 nChanged 0 SP:Iteration 14F (104.189218 sec): 3 clusters Score: Raw -814441.378404 + Penalty 685.204753 = -813756.173651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.198638 sec): 2 clusters Score: Raw -11845.494549 + Penalty 483.560897 = -11361.933652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.199212 sec): 3 clusters Score: Raw -11780.799975 + Penalty 972.223822 = -10808.576154 nChanged 37 SP:Iteration 1F (104.199778 sec): 3 clusters Score: Raw -11822.229931 + Penalty 975.997412 = -10846.232519 nChanged 13 SP:Iteration 2F (104.200337 sec): 3 clusters Score: Raw -11843.297524 + Penalty 987.125328 = -10856.172196 nChanged 11 SP:Iteration 3F (104.200895 sec): 3 clusters Score: Raw -11865.594508 + Penalty 1003.997339 = -10861.597169 nChanged 9 SP:Iteration 4Q (104.201470 sec): 3 clusters Score: Raw -11884.601180 + Penalty 1009.922706 = -10874.678474 nChanged 4 SP:Iteration 5Q (104.202045 sec): 3 clusters Score: Raw -11896.177145 + Penalty 1011.941160 = -10884.235985 nChanged 2 SP:Iteration 6Q (104.202609 sec): 3 clusters Score: Raw -11906.442360 + Penalty 1018.816454 = -10887.625907 nChanged 4 SP:Iteration 7Q (104.203174 sec): 3 clusters Score: Raw -11910.587745 + Penalty 1029.317653 = -10881.270093 nChanged 5 SP:Iteration 8F (104.203762 sec): 3 clusters Score: Raw -11918.716682 + Penalty 1035.684656 = -10883.032026 nChanged 3 SP:Iteration 9Q (104.204321 sec): 3 clusters Score: Raw -11928.985966 + Penalty 1043.064787 = -10885.921179 nChanged 6 SP:Iteration 10F (104.204900 sec): 3 clusters Score: Raw -11939.400937 + Penalty 1054.360939 = -10885.039998 nChanged 4 SP:Iteration 11F (104.205478 sec): 3 clusters Score: Raw -11944.493162 + Penalty 1057.892371 = -10886.600791 nChanged 1 SP:Iteration 12Q (104.206010 sec): 3 clusters Score: Raw -11946.912437 + Penalty 1057.892371 = -10889.020066 nChanged 0 SP:Iteration 13F (104.206615 sec): 3 clusters Score: Raw -11946.912437 + Penalty 1057.892371 = -10889.020066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 106 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.211960 sec): 2 clusters Score: Raw -60081.843876 + Penalty 89.104450 = -59992.739426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.214011 sec): 3 clusters Score: Raw -59405.631143 + Penalty 175.725453 = -59229.905690 nChanged 489 SP:Iteration 1F (104.216027 sec): 3 clusters Score: Raw -59809.239484 + Penalty 178.089337 = -59631.150147 nChanged 121 SP:Iteration 2F (104.218037 sec): 3 clusters Score: Raw -59873.059522 + Penalty 182.395055 = -59690.664466 nChanged 58 SP:Iteration 3F (104.220052 sec): 3 clusters Score: Raw -59905.820807 + Penalty 186.085814 = -59719.734993 nChanged 44 SP:Iteration 4Q (104.222061 sec): 3 clusters Score: Raw -59929.991839 + Penalty 190.503840 = -59739.487999 nChanged 40 SP:Iteration 5Q (104.224068 sec): 3 clusters Score: Raw -59959.526140 + Penalty 194.542271 = -59764.983869 nChanged 41 SP:Iteration 6Q (104.226121 sec): 3 clusters Score: Raw -59990.104288 + Penalty 198.075254 = -59792.029034 nChanged 29 SP:Iteration 7Q (104.228151 sec): 3 clusters Score: Raw -60010.525629 + Penalty 210.447215 = -59800.078413 nChanged 32 SP:Iteration 8Q (104.230270 sec): 3 clusters Score: Raw -60034.301675 + Penalty 221.022353 = -59813.279323 nChanged 23 SP:Iteration 9Q (104.232284 sec): 3 clusters Score: Raw -60054.153464 + Penalty 229.654332 = -59824.499132 nChanged 16 SP:Iteration 10F (104.234327 sec): 3 clusters Score: Raw -60071.176735 + Penalty 249.895056 = -59821.281678 nChanged 15 SP:Iteration 11F (104.236333 sec): 3 clusters Score: Raw -60090.660733 + Penalty 310.545943 = -59780.114790 nChanged 10 SP:Iteration 12F (104.238335 sec): 3 clusters Score: Raw -60106.931905 + Penalty 387.730044 = -59719.201862 nChanged 6 SP:Iteration 13F (104.240342 sec): 3 clusters Score: Raw -60118.902120 + Penalty 422.946675 = -59695.955445 nChanged 2 SP:Iteration 14F (104.242351 sec): 3 clusters Score: Raw -60122.238333 + Penalty 453.026991 = -59669.211342 nChanged 1 SP:Iteration 15F (104.244393 sec): 3 clusters Score: Raw -60127.480182 + Penalty 453.026991 = -59674.453190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.246693 sec): 2 clusters Score: Raw -26188.425272 + Penalty 945.674871 = -25242.750401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.247575 sec): 3 clusters Score: Raw -26094.999832 + Penalty 1891.358047 = -24203.641785 nChanged 72 SP:Iteration 1F (104.248440 sec): 3 clusters Score: Raw -26178.573615 + Penalty 1891.480306 = -24287.093309 nChanged 22 SP:Iteration 2F (104.249305 sec): 3 clusters Score: Raw -26216.726624 + Penalty 1890.853193 = -24325.873431 nChanged 8 SP:Iteration 3Q (104.250143 sec): 3 clusters Score: Raw -26233.181080 + Penalty 1890.293639 = -24342.887442 nChanged 6 SP:Iteration 4Q (104.250980 sec): 3 clusters Score: Raw -26238.895504 + Penalty 1889.983863 = -24348.911641 nChanged 5 SP:Iteration 5Q (104.251811 sec): 3 clusters Score: Raw -26247.815038 + Penalty 1890.205151 = -24357.609887 nChanged 8 SP:Iteration 6Q (104.252639 sec): 3 clusters Score: Raw -26255.861858 + Penalty 1889.431360 = -24366.430498 nChanged 6 SP:Iteration 7Q (104.253464 sec): 3 clusters Score: Raw -26260.707578 + Penalty 1889.030106 = -24371.677473 nChanged 8 SP:Iteration 8Q (104.254289 sec): 3 clusters Score: Raw -26267.083336 + Penalty 1888.199571 = -24378.883765 nChanged 9 SP:Iteration 9Q (104.255114 sec): 3 clusters Score: Raw -26280.666440 + Penalty 1887.406836 = -24393.259604 nChanged 7 SP:Iteration 10F (104.255978 sec): 3 clusters Score: Raw -26289.179320 + Penalty 1886.545135 = -24402.634185 nChanged 5 SP:Iteration 11Q (104.256787 sec): 3 clusters Score: Raw -26293.287196 + Penalty 1885.690349 = -24407.596847 nChanged 3 SP:Iteration 12Q (104.257625 sec): 3 clusters Score: Raw -26295.243755 + Penalty 1884.420400 = -24410.823355 nChanged 4 SP:Iteration 13Q (104.258431 sec): 3 clusters Score: Raw -26299.029629 + Penalty 1883.915384 = -24415.114245 nChanged 3 SP:Iteration 14Q (104.259231 sec): 3 clusters Score: Raw -26301.780852 + Penalty 1883.548734 = -24418.232117 nChanged 1 SP:Iteration 15Q (104.260029 sec): 3 clusters Score: Raw -26301.697118 + Penalty 1882.779111 = -24418.918008 nChanged 2 SP:Iteration 16Q (104.260825 sec): 3 clusters Score: Raw -26302.119913 + Penalty 1882.091646 = -24420.028266 nChanged 2 SP:Iteration 17Q (104.261619 sec): 3 clusters Score: Raw -26306.036761 + Penalty 1880.025426 = -24426.011335 nChanged 5 SP:Iteration 18Q (104.262411 sec): 3 clusters Score: Raw -26309.674943 + Penalty 1880.511451 = -24429.163492 nChanged 1 SP:Iteration 19Q (104.263198 sec): 3 clusters Score: Raw -26320.977534 + Penalty 1880.537424 = -24440.440110 nChanged 2 SP:Iteration 20F (104.264061 sec): 3 clusters Score: Raw -26327.532338 + Penalty 1881.563495 = -24445.968844 nChanged 2 SP:Iteration 21Q (104.264850 sec): 3 clusters Score: Raw -26336.052506 + Penalty 1881.563495 = -24454.489012 nChanged 0 SP:Iteration 22F (104.265715 sec): 3 clusters Score: Raw -26336.052506 + Penalty 1881.563495 = -24454.489012 nChanged 0 Time taken for this iteration:103.249882 seconds. 300->38 Clusters: Score -2006735.588425, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 194 (time per iteration =537.684180 ms) Total iterations: 2202 (time per iteration =47.370904 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5851171875.000000 (time per metric unit =17.827323ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146279296875.000000 (time per metric unit=713.092920ps) That took 104.310731 seconds.