FileBase DT1_rLS_20150727_2088um ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 205096 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 205096 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 10722 members Mstep: Class 3 contains 10693 members Mstep: Class 4 contains 10754 members Mstep: Class 5 contains 10960 members Mstep: Class 6 contains 10895 members Mstep: Class 7 contains 10833 members Mstep: Class 8 contains 10662 members Mstep: Class 9 contains 10706 members Mstep: Class 10 contains 10808 members Mstep: Class 11 contains 10819 members Mstep: Class 12 contains 10881 members Mstep: Class 13 contains 10768 members Mstep: Class 14 contains 10683 members Mstep: Class 15 contains 10842 members Mstep: Class 16 contains 10695 members Mstep: Class 17 contains 10866 members Mstep: Class 18 contains 10880 members Mstep: Class 19 contains 10748 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 36.150810 but Gain 556.521484 Score: -7571593.000000 Penalty: 10017.379883 Iteration 0F: 19 clusters Score -7571593 nChanged 194267 Entering Unmasked Mstep Mstep: Class 0 contains 627 members Mstep: Class 1 contains 196 members Mstep: Class 3 contains 6805 members Mstep: Class 4 contains 1946 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 240 members Mstep: Class 7 contains 4967 members Mstep: Class 8 contains 1352 members Mstep: Class 9 contains 2419 members Mstep: Class 10 contains 1984 members Mstep: Class 11 contains 4340 members Mstep: Class 12 contains 6073 members Mstep: Class 13 contains 12253 members Mstep: Class 14 contains 1111 members Mstep: Class 15 contains 188 members Mstep: Class 16 contains 658 members Mstep: Class 17 contains 2807 members Mstep: Class 18 contains 1180 members Mstep: Class 19 contains 155332 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 438.257141 but Gain 556.520508 Score: -8406433.000000 Penalty: 9460.859375 Iteration 1F: 18 clusters Score -8406433 nChanged 32730 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 196 members Mstep: Class 3 contains 7654 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 805 members Mstep: Class 7 contains 2935 members Mstep: Class 8 contains 1254 members Mstep: Class 9 contains 3554 members Mstep: Class 10 contains 1220 members Mstep: Class 11 contains 2682 members Mstep: Class 12 contains 4441 members Mstep: Class 13 contains 5824 members Mstep: Class 14 contains 1446 members Mstep: Class 15 contains 271 members Mstep: Class 16 contains 836 members Mstep: Class 17 contains 3844 members Mstep: Class 18 contains 1503 members Mstep: Class 19 contains 164948 members Entering Unmasked Estep ConsiderDeletion Score: -8467925.000000 Penalty: 9460.859375 Iteration 2F: 18 clusters Score -8467925 nChanged 16435 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 206 members Mstep: Class 3 contains 9055 members Mstep: Class 4 contains 1040 members Mstep: Class 5 contains 1259 members Mstep: Class 7 contains 2127 members Mstep: Class 8 contains 1154 members Mstep: Class 9 contains 4543 members Mstep: Class 10 contains 832 members Mstep: Class 11 contains 1816 members Mstep: Class 12 contains 4715 members Mstep: Class 13 contains 6518 members Mstep: Class 14 contains 1733 members Mstep: Class 15 contains 286 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 4515 members Mstep: Class 18 contains 1853 members Mstep: Class 19 contains 162477 members Entering Unmasked Estep ConsiderDeletion Score: -8500795.000000 Penalty: 9460.859375 Iteration 3F: 18 clusters Score -8500795 nChanged 13068 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 227 members Mstep: Class 3 contains 9649 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 1566 members Mstep: Class 7 contains 1881 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 5235 members Mstep: Class 10 contains 593 members Mstep: Class 11 contains 1492 members Mstep: Class 12 contains 5174 members Mstep: Class 13 contains 11309 members Mstep: Class 14 contains 1930 members Mstep: Class 15 contains 238 members Mstep: Class 16 contains 830 members Mstep: Class 17 contains 4657 members Mstep: Class 18 contains 2320 members Mstep: Class 19 contains 155959 members Entering Unmasked Estep ConsiderDeletion Score: -8522378.000000 Penalty: 9460.859375 Iteration 4F: 18 clusters Score -8522378 nChanged 9352 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 245 members Mstep: Class 3 contains 10066 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 1712 members Mstep: Class 7 contains 1832 members Mstep: Class 8 contains 975 members Mstep: Class 9 contains 5639 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 1497 members Mstep: Class 12 contains 5477 members Mstep: Class 13 contains 14463 members Mstep: Class 14 contains 2129 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 777 members Mstep: Class 17 contains 4491 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 151270 members Entering Unmasked Estep ConsiderDeletion Score: -8532021.000000 Penalty: 9460.859375 Iteration 5Q: 18 clusters Score -8532021 nChanged 6980 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 251 members Mstep: Class 3 contains 10402 members Mstep: Class 4 contains 865 members Mstep: Class 5 contains 1764 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 869 members Mstep: Class 9 contains 5834 members Mstep: Class 10 contains 1212 members Mstep: Class 11 contains 1543 members Mstep: Class 12 contains 5719 members Mstep: Class 13 contains 16352 members Mstep: Class 14 contains 2335 members Mstep: Class 15 contains 203 members Mstep: Class 16 contains 729 members Mstep: Class 17 contains 4238 members Mstep: Class 18 contains 2973 members Mstep: Class 19 contains 147847 members Entering Unmasked Estep ConsiderDeletion Score: -8539761.000000 Penalty: 9460.859375 Iteration 6Q: 18 clusters Score -8539761 nChanged 6128 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 255 members Mstep: Class 3 contains 10687 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 1822 members Mstep: Class 7 contains 1987 members Mstep: Class 8 contains 770 members Mstep: Class 9 contains 5925 members Mstep: Class 10 contains 2153 members Mstep: Class 11 contains 1582 members Mstep: Class 12 contains 5975 members Mstep: Class 13 contains 17696 members Mstep: Class 14 contains 2541 members Mstep: Class 15 contains 206 members Mstep: Class 16 contains 704 members Mstep: Class 17 contains 3961 members Mstep: Class 18 contains 3255 members Mstep: Class 19 contains 144618 members Entering Unmasked Estep ConsiderDeletion Score: -8545912.000000 Penalty: 9460.859375 Iteration 7Q: 18 clusters Score -8545912 nChanged 5367 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 258 members Mstep: Class 3 contains 10997 members Mstep: Class 4 contains 892 members Mstep: Class 5 contains 1882 members Mstep: Class 7 contains 2119 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 5947 members Mstep: Class 10 contains 3211 members Mstep: Class 11 contains 1552 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 18615 members Mstep: Class 14 contains 2719 members Mstep: Class 15 contains 205 members Mstep: Class 16 contains 689 members Mstep: Class 17 contains 3697 members Mstep: Class 18 contains 3539 members Mstep: Class 19 contains 141766 members Entering Unmasked Estep ConsiderDeletion Score: -8549642.000000 Penalty: 9460.859375 Iteration 8Q: 18 clusters Score -8549642 nChanged 4365 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 245 members Mstep: Class 3 contains 11280 members Mstep: Class 4 contains 913 members Mstep: Class 5 contains 1895 members Mstep: Class 7 contains 2246 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 5945 members Mstep: Class 10 contains 4011 members Mstep: Class 11 contains 1511 members Mstep: Class 12 contains 6444 members Mstep: Class 13 contains 19313 members Mstep: Class 14 contains 2914 members Mstep: Class 15 contains 209 members Mstep: Class 16 contains 671 members Mstep: Class 17 contains 3405 members Mstep: Class 18 contains 3778 members Mstep: Class 19 contains 139585 members Entering Unmasked Estep ConsiderDeletion Score: -8551784.000000 Penalty: 9460.859375 Iteration 9Q: 18 clusters Score -8551784 nChanged 3641 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 225 members Mstep: Class 3 contains 11568 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 1914 members Mstep: Class 7 contains 2346 members Mstep: Class 8 contains 618 members Mstep: Class 9 contains 5937 members Mstep: Class 10 contains 4500 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 6626 members Mstep: Class 13 contains 20069 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 217 members Mstep: Class 16 contains 665 members Mstep: Class 17 contains 3143 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 137764 members Entering Unmasked Estep ConsiderDeletion Score: -8553318.000000 Penalty: 9460.859375 Iteration 10Q: 18 clusters Score -8553318 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 209 members Mstep: Class 3 contains 11828 members Mstep: Class 4 contains 890 members Mstep: Class 5 contains 1913 members Mstep: Class 7 contains 2443 members Mstep: Class 8 contains 596 members Mstep: Class 9 contains 5896 members Mstep: Class 10 contains 4781 members Mstep: Class 11 contains 1409 members Mstep: Class 12 contains 6742 members Mstep: Class 13 contains 20972 members Mstep: Class 14 contains 3276 members Mstep: Class 15 contains 225 members Mstep: Class 16 contains 665 members Mstep: Class 17 contains 2934 members Mstep: Class 18 contains 4119 members Mstep: Class 19 contains 136126 members Entering Unmasked Estep ConsiderDeletion Score: -8554461.000000 Penalty: 9460.859375 Iteration 11Q: 18 clusters Score -8554461 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 195 members Mstep: Class 3 contains 12030 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 1905 members Mstep: Class 7 contains 2509 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 5855 members Mstep: Class 10 contains 4929 members Mstep: Class 11 contains 1365 members Mstep: Class 12 contains 6837 members Mstep: Class 13 contains 22166 members Mstep: Class 14 contains 3468 members Mstep: Class 15 contains 243 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 2713 members Mstep: Class 18 contains 4238 members Mstep: Class 19 contains 134476 members Entering Unmasked Estep ConsiderDeletion Score: -8555707.000000 Penalty: 9460.859375 Iteration 12Q: 18 clusters Score -8555707 nChanged 3110 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 183 members Mstep: Class 3 contains 12160 members Mstep: Class 4 contains 848 members Mstep: Class 5 contains 1902 members Mstep: Class 7 contains 2551 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 5785 members Mstep: Class 10 contains 5007 members Mstep: Class 11 contains 1307 members Mstep: Class 12 contains 6913 members Mstep: Class 13 contains 23703 members Mstep: Class 14 contains 3661 members Mstep: Class 15 contains 244 members Mstep: Class 16 contains 648 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 4339 members Mstep: Class 19 contains 132699 members Entering Unmasked Estep ConsiderDeletion Score: -8557035.000000 Penalty: 9460.859375 Iteration 13Q: 18 clusters Score -8557035 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 180 members Mstep: Class 3 contains 12262 members Mstep: Class 4 contains 838 members Mstep: Class 5 contains 1904 members Mstep: Class 7 contains 2574 members Mstep: Class 8 contains 540 members Mstep: Class 9 contains 5741 members Mstep: Class 10 contains 5078 members Mstep: Class 11 contains 1245 members Mstep: Class 12 contains 6974 members Mstep: Class 13 contains 25579 members Mstep: Class 14 contains 3814 members Mstep: Class 15 contains 248 members Mstep: Class 16 contains 642 members Mstep: Class 17 contains 2346 members Mstep: Class 18 contains 4416 members Mstep: Class 19 contains 130643 members Entering Unmasked Estep ConsiderDeletion Score: -8558552.000000 Penalty: 9460.859375 Iteration 14Q: 18 clusters Score -8558552 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 174 members Mstep: Class 3 contains 12340 members Mstep: Class 4 contains 817 members Mstep: Class 5 contains 1905 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 518 members Mstep: Class 9 contains 5696 members Mstep: Class 10 contains 5128 members Mstep: Class 11 contains 1179 members Mstep: Class 12 contains 7017 members Mstep: Class 13 contains 27716 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 253 members Mstep: Class 16 contains 643 members Mstep: Class 17 contains 2186 members Mstep: Class 18 contains 4481 members Mstep: Class 19 contains 128447 members Entering Unmasked Estep ConsiderDeletion Score: -8559943.000000 Penalty: 9460.859375 Iteration 15Q: 18 clusters Score -8559943 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 174 members Mstep: Class 3 contains 12363 members Mstep: Class 4 contains 801 members Mstep: Class 5 contains 1909 members Mstep: Class 7 contains 2571 members Mstep: Class 8 contains 494 members Mstep: Class 9 contains 5639 members Mstep: Class 10 contains 5168 members Mstep: Class 11 contains 1120 members Mstep: Class 12 contains 7050 members Mstep: Class 13 contains 29948 members Mstep: Class 14 contains 4079 members Mstep: Class 15 contains 257 members Mstep: Class 16 contains 639 members Mstep: Class 17 contains 2073 members Mstep: Class 18 contains 4504 members Mstep: Class 19 contains 126235 members Entering Unmasked Estep ConsiderDeletion Score: -8561306.000000 Penalty: 9460.859375 Iteration 16Q: 18 clusters Score -8561306 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 178 members Mstep: Class 3 contains 12374 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1916 members Mstep: Class 7 contains 2558 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 5564 members Mstep: Class 10 contains 5211 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 7056 members Mstep: Class 13 contains 32129 members Mstep: Class 14 contains 4196 members Mstep: Class 15 contains 255 members Mstep: Class 16 contains 639 members Mstep: Class 17 contains 1966 members Mstep: Class 18 contains 4505 members Mstep: Class 19 contains 124135 members Entering Unmasked Estep ConsiderDeletion Score: -8562526.000000 Penalty: 9460.859375 Iteration 17Q: 18 clusters Score -8562526 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 177 members Mstep: Class 3 contains 12388 members Mstep: Class 4 contains 780 members Mstep: Class 5 contains 1920 members Mstep: Class 7 contains 2520 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 5471 members Mstep: Class 10 contains 5257 members Mstep: Class 11 contains 1042 members Mstep: Class 12 contains 7057 members Mstep: Class 13 contains 34301 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 256 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 1876 members Mstep: Class 18 contains 4495 members Mstep: Class 19 contains 122070 members Entering Unmasked Estep ConsiderDeletion Score: -8563781.000000 Penalty: 9460.859375 Iteration 18Q: 18 clusters Score -8563781 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 177 members Mstep: Class 3 contains 12378 members Mstep: Class 4 contains 776 members Mstep: Class 5 contains 1919 members Mstep: Class 7 contains 2456 members Mstep: Class 8 contains 441 members Mstep: Class 9 contains 5392 members Mstep: Class 10 contains 5300 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 7058 members Mstep: Class 13 contains 36367 members Mstep: Class 14 contains 4439 members Mstep: Class 15 contains 258 members Mstep: Class 16 contains 639 members Mstep: Class 17 contains 1799 members Mstep: Class 18 contains 4466 members Mstep: Class 19 contains 120159 members Entering Unmasked Estep ConsiderDeletion Score: -8564947.000000 Penalty: 9460.859375 Iteration 19Q: 18 clusters Score -8564947 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 178 members Mstep: Class 3 contains 12393 members Mstep: Class 4 contains 761 members Mstep: Class 5 contains 1913 members Mstep: Class 7 contains 2392 members Mstep: Class 8 contains 429 members Mstep: Class 9 contains 5314 members Mstep: Class 10 contains 5342 members Mstep: Class 11 contains 970 members Mstep: Class 12 contains 7062 members Mstep: Class 13 contains 38303 members Mstep: Class 14 contains 4555 members Mstep: Class 15 contains 259 members Mstep: Class 16 contains 635 members Mstep: Class 17 contains 1727 members Mstep: Class 18 contains 4423 members Mstep: Class 19 contains 118368 members Entering Unmasked Estep ConsiderDeletion Score: -8568820.000000 Penalty: 9460.859375 Iteration 20F: 18 clusters Score -8568820 nChanged 6156 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 175 members Mstep: Class 3 contains 12437 members Mstep: Class 4 contains 743 members Mstep: Class 5 contains 1894 members Mstep: Class 7 contains 2338 members Mstep: Class 8 contains 414 members Mstep: Class 9 contains 5238 members Mstep: Class 10 contains 5660 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 7111 members Mstep: Class 13 contains 42920 members Mstep: Class 14 contains 4682 members Mstep: Class 15 contains 257 members Mstep: Class 16 contains 621 members Mstep: Class 17 contains 1643 members Mstep: Class 18 contains 4362 members Mstep: Class 19 contains 113592 members Entering Unmasked Estep ConsiderDeletion Score: -8572363.000000 Penalty: 9460.859375 Iteration 21Q: 18 clusters Score -8572363 nChanged 6168 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 180 members Mstep: Class 3 contains 12473 members Mstep: Class 4 contains 729 members Mstep: Class 5 contains 1895 members Mstep: Class 7 contains 2266 members Mstep: Class 8 contains 400 members Mstep: Class 9 contains 5141 members Mstep: Class 10 contains 5859 members Mstep: Class 11 contains 922 members Mstep: Class 12 contains 7209 members Mstep: Class 13 contains 47410 members Mstep: Class 14 contains 4816 members Mstep: Class 15 contains 255 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 4291 members Mstep: Class 19 contains 108986 members Entering Unmasked Estep ConsiderDeletion Score: -8575214.000000 Penalty: 9460.859375 Iteration 22Q: 18 clusters Score -8575214 nChanged 5930 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 181 members Mstep: Class 3 contains 12545 members Mstep: Class 4 contains 726 members Mstep: Class 5 contains 1894 members Mstep: Class 7 contains 2179 members Mstep: Class 8 contains 391 members Mstep: Class 9 contains 5037 members Mstep: Class 10 contains 6018 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 7378 members Mstep: Class 13 contains 51708 members Mstep: Class 14 contains 4936 members Mstep: Class 15 contains 254 members Mstep: Class 16 contains 597 members Mstep: Class 17 contains 1531 members Mstep: Class 18 contains 4203 members Mstep: Class 19 contains 104543 members Entering Unmasked Estep ConsiderDeletion Score: -8577856.000000 Penalty: 9460.859375 Iteration 23Q: 18 clusters Score -8577856 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 179 members Mstep: Class 3 contains 12638 members Mstep: Class 4 contains 721 members Mstep: Class 5 contains 1889 members Mstep: Class 7 contains 2069 members Mstep: Class 8 contains 369 members Mstep: Class 9 contains 4929 members Mstep: Class 10 contains 6119 members Mstep: Class 11 contains 903 members Mstep: Class 12 contains 7603 members Mstep: Class 13 contains 55741 members Mstep: Class 14 contains 5047 members Mstep: Class 15 contains 258 members Mstep: Class 16 contains 591 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 4138 members Mstep: Class 19 contains 100350 members Entering Unmasked Estep ConsiderDeletion Score: -8580246.000000 Penalty: 9460.859375 Iteration 24Q: 18 clusters Score -8580246 nChanged 5370 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 181 members Mstep: Class 3 contains 12736 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 1888 members Mstep: Class 7 contains 1974 members Mstep: Class 8 contains 345 members Mstep: Class 9 contains 4828 members Mstep: Class 10 contains 6141 members Mstep: Class 11 contains 905 members Mstep: Class 12 contains 7883 members Mstep: Class 13 contains 59625 members Mstep: Class 14 contains 5142 members Mstep: Class 15 contains 267 members Mstep: Class 16 contains 580 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 4104 members Mstep: Class 19 contains 96269 members Entering Unmasked Estep ConsiderDeletion Score: -8582476.000000 Penalty: 9460.859375 Iteration 25Q: 18 clusters Score -8582476 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 186 members Mstep: Class 3 contains 12861 members Mstep: Class 4 contains 698 members Mstep: Class 5 contains 1881 members Mstep: Class 7 contains 1904 members Mstep: Class 8 contains 326 members Mstep: Class 9 contains 4730 members Mstep: Class 10 contains 6146 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 8186 members Mstep: Class 13 contains 63472 members Mstep: Class 14 contains 5218 members Mstep: Class 15 contains 275 members Mstep: Class 16 contains 569 members Mstep: Class 17 contains 1401 members Mstep: Class 18 contains 4105 members Mstep: Class 19 contains 92177 members Entering Unmasked Estep ConsiderDeletion Score: -8584486.000000 Penalty: 9460.859375 Iteration 26Q: 18 clusters Score -8584486 nChanged 5093 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 189 members Mstep: Class 3 contains 13001 members Mstep: Class 4 contains 685 members Mstep: Class 5 contains 1875 members Mstep: Class 7 contains 1829 members Mstep: Class 8 contains 318 members Mstep: Class 9 contains 4635 members Mstep: Class 10 contains 6139 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 8540 members Mstep: Class 13 contains 67185 members Mstep: Class 14 contains 5288 members Mstep: Class 15 contains 284 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 1349 members Mstep: Class 18 contains 4115 members Mstep: Class 19 contains 88143 members Entering Unmasked Estep ConsiderDeletion Score: -8586331.000000 Penalty: 9460.859375 Iteration 27Q: 18 clusters Score -8586331 nChanged 4816 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 189 members Mstep: Class 3 contains 13126 members Mstep: Class 4 contains 675 members Mstep: Class 5 contains 1869 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 4548 members Mstep: Class 10 contains 6105 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 8948 members Mstep: Class 13 contains 70654 members Mstep: Class 14 contains 5378 members Mstep: Class 15 contains 290 members Mstep: Class 16 contains 558 members Mstep: Class 17 contains 1288 members Mstep: Class 18 contains 4122 members Mstep: Class 19 contains 84332 members Entering Unmasked Estep ConsiderDeletion Score: -8588230.000000 Penalty: 9460.859375 Iteration 28Q: 18 clusters Score -8588230 nChanged 4696 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 191 members Mstep: Class 3 contains 13243 members Mstep: Class 4 contains 678 members Mstep: Class 5 contains 1867 members Mstep: Class 7 contains 1692 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 4480 members Mstep: Class 10 contains 6058 members Mstep: Class 11 contains 880 members Mstep: Class 12 contains 9343 members Mstep: Class 13 contains 74076 members Mstep: Class 14 contains 5458 members Mstep: Class 15 contains 295 members Mstep: Class 16 contains 554 members Mstep: Class 17 contains 1227 members Mstep: Class 18 contains 4139 members Mstep: Class 19 contains 80532 members Entering Unmasked Estep ConsiderDeletion Score: -8589850.000000 Penalty: 9460.859375 Iteration 29Q: 18 clusters Score -8589850 nChanged 4581 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 194 members Mstep: Class 3 contains 13369 members Mstep: Class 4 contains 679 members Mstep: Class 5 contains 1863 members Mstep: Class 7 contains 1644 members Mstep: Class 8 contains 314 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 6012 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 9751 members Mstep: Class 13 contains 77373 members Mstep: Class 14 contains 5534 members Mstep: Class 15 contains 298 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 1168 members Mstep: Class 18 contains 4144 members Mstep: Class 19 contains 76834 members Entering Unmasked Estep ConsiderDeletion Score: -8591541.000000 Penalty: 9460.859375 Iteration 30Q: 18 clusters Score -8591541 nChanged 4261 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 197 members Mstep: Class 3 contains 13485 members Mstep: Class 4 contains 676 members Mstep: Class 5 contains 1853 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 314 members Mstep: Class 9 contains 4340 members Mstep: Class 10 contains 5955 members Mstep: Class 11 contains 934 members Mstep: Class 12 contains 10192 members Mstep: Class 13 contains 80339 members Mstep: Class 14 contains 5599 members Mstep: Class 15 contains 299 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 1119 members Mstep: Class 18 contains 4144 members Mstep: Class 19 contains 73420 members Entering Unmasked Estep ConsiderDeletion Score: -8592932.000000 Penalty: 9460.859375 Iteration 31Q: 18 clusters Score -8592932 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 200 members Mstep: Class 3 contains 13562 members Mstep: Class 4 contains 677 members Mstep: Class 5 contains 1848 members Mstep: Class 7 contains 1585 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 4282 members Mstep: Class 10 contains 5923 members Mstep: Class 11 contains 968 members Mstep: Class 12 contains 10624 members Mstep: Class 13 contains 82925 members Mstep: Class 14 contains 5658 members Mstep: Class 15 contains 297 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 1086 members Mstep: Class 18 contains 4161 members Mstep: Class 19 contains 70374 members Entering Unmasked Estep ConsiderDeletion Score: -8594234.000000 Penalty: 9460.859375 Iteration 32Q: 18 clusters Score -8594234 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 202 members Mstep: Class 3 contains 13636 members Mstep: Class 4 contains 676 members Mstep: Class 5 contains 1841 members Mstep: Class 7 contains 1561 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 4232 members Mstep: Class 10 contains 5895 members Mstep: Class 11 contains 1033 members Mstep: Class 12 contains 11055 members Mstep: Class 13 contains 85058 members Mstep: Class 14 contains 5720 members Mstep: Class 15 contains 297 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 1045 members Mstep: Class 18 contains 4192 members Mstep: Class 19 contains 67729 members Entering Unmasked Estep ConsiderDeletion Score: -8596008.000000 Penalty: 9460.859375 Iteration 33Q: 18 clusters Score -8596008 nChanged 2830 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 205 members Mstep: Class 3 contains 13724 members Mstep: Class 4 contains 677 members Mstep: Class 5 contains 1834 members Mstep: Class 7 contains 1533 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 4192 members Mstep: Class 10 contains 5864 members Mstep: Class 11 contains 1281 members Mstep: Class 12 contains 11398 members Mstep: Class 13 contains 86636 members Mstep: Class 14 contains 5772 members Mstep: Class 15 contains 303 members Mstep: Class 16 contains 540 members Mstep: Class 17 contains 998 members Mstep: Class 18 contains 4229 members Mstep: Class 19 contains 65528 members Entering Unmasked Estep ConsiderDeletion Score: -8597143.000000 Penalty: 9460.859375 Iteration 34Q: 18 clusters Score -8597143 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 209 members Mstep: Class 3 contains 13810 members Mstep: Class 4 contains 676 members Mstep: Class 5 contains 1827 members Mstep: Class 7 contains 1514 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 4156 members Mstep: Class 10 contains 5809 members Mstep: Class 11 contains 1506 members Mstep: Class 12 contains 11746 members Mstep: Class 13 contains 87789 members Mstep: Class 14 contains 5811 members Mstep: Class 15 contains 307 members Mstep: Class 16 contains 539 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 4262 members Mstep: Class 19 contains 63791 members Entering Unmasked Estep ConsiderDeletion Score: -8597691.000000 Penalty: 9460.859375 Iteration 35Q: 18 clusters Score -8597691 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 214 members Mstep: Class 3 contains 13892 members Mstep: Class 4 contains 674 members Mstep: Class 5 contains 1821 members Mstep: Class 7 contains 1484 members Mstep: Class 8 contains 311 members Mstep: Class 9 contains 4131 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 1660 members Mstep: Class 12 contains 12066 members Mstep: Class 13 contains 88532 members Mstep: Class 14 contains 5850 members Mstep: Class 15 contains 313 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 928 members Mstep: Class 18 contains 4291 members Mstep: Class 19 contains 62543 members Entering Unmasked Estep ConsiderDeletion Score: -8598120.000000 Penalty: 9460.859375 Iteration 36Q: 18 clusters Score -8598120 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 217 members Mstep: Class 3 contains 13946 members Mstep: Class 4 contains 670 members Mstep: Class 5 contains 1819 members Mstep: Class 7 contains 1449 members Mstep: Class 8 contains 307 members Mstep: Class 9 contains 4107 members Mstep: Class 10 contains 5778 members Mstep: Class 11 contains 1770 members Mstep: Class 12 contains 12346 members Mstep: Class 13 contains 89062 members Mstep: Class 14 contains 5894 members Mstep: Class 15 contains 315 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 902 members Mstep: Class 18 contains 4319 members Mstep: Class 19 contains 61584 members Entering Unmasked Estep ConsiderDeletion Score: -8598420.000000 Penalty: 9460.859375 Iteration 37Q: 18 clusters Score -8598420 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 223 members Mstep: Class 3 contains 13987 members Mstep: Class 4 contains 667 members Mstep: Class 5 contains 1816 members Mstep: Class 7 contains 1421 members Mstep: Class 8 contains 304 members Mstep: Class 9 contains 4087 members Mstep: Class 10 contains 5797 members Mstep: Class 11 contains 1840 members Mstep: Class 12 contains 12580 members Mstep: Class 13 contains 89428 members Mstep: Class 14 contains 5933 members Mstep: Class 15 contains 319 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 4357 members Mstep: Class 19 contains 60853 members Entering Unmasked Estep ConsiderDeletion Score: -8598560.000000 Penalty: 9460.859375 Iteration 38Q: 18 clusters Score -8598560 nChanged 978 Entering ConstructFrom: Score: -8598560.000000 Penalty: 9460.859375 Entering ConstructFrom: Trying to split cluster 1 (230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Entering Unmasked Estep Score: -6985.140625 Penalty: 247.432617 Iteration 0F: 2 clusters Score -6985.141 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -6673.608887 Penalty: 494.865234 Iteration 0F: 3 clusters Score -6673.609 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6744.151855 Penalty: 494.865234 Iteration 1F: 3 clusters Score -6744.152 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -6770.298340 Penalty: 494.865234 Iteration 2F: 3 clusters Score -6770.298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -6775.888672 Penalty: 494.865234 Iteration 3Q: 3 clusters Score -6775.889 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -6779.388184 Penalty: 494.865234 Iteration 4Q: 3 clusters Score -6779.388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6785.215332 Penalty: 494.865234 Iteration 5Q: 3 clusters Score -6785.215 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -6788.706543 Penalty: 494.865234 Iteration 6Q: 3 clusters Score -6788.707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -6790.594238 Penalty: 494.865234 Iteration 7Q: 3 clusters Score -6790.594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -6792.328613 Penalty: 494.865234 Iteration 8Q: 3 clusters Score -6792.329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -6792.328613 Penalty: 494.865234 Iteration 9F: 3 clusters Score -6792.329 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Entering Unmasked Estep Score: -547911.937500 Penalty: 434.457916 Iteration 0F: 2 clusters Score -547911.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -538583.625000 Penalty: 868.915833 Iteration 0F: 3 clusters Score -538583.6 nChanged 6618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -542330.375000 Penalty: 868.915833 Iteration 1F: 3 clusters Score -542330.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -542578.937500 Penalty: 868.915833 Iteration 2Q: 3 clusters Score -542578.9 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -542861.875000 Penalty: 868.915833 Iteration 3Q: 3 clusters Score -542861.9 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -543139.000000 Penalty: 868.915833 Iteration 4Q: 3 clusters Score -543139 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -543379.312500 Penalty: 868.915833 Iteration 5Q: 3 clusters Score -543379.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -543618.062500 Penalty: 868.915833 Iteration 6Q: 3 clusters Score -543618.1 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -543886.500000 Penalty: 868.915833 Iteration 7Q: 3 clusters Score -543886.5 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -544154.062500 Penalty: 868.915833 Iteration 8Q: 3 clusters Score -544154.1 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -544456.875000 Penalty: 868.915833 Iteration 9Q: 3 clusters Score -544456.9 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -544861.437500 Penalty: 868.915833 Iteration 10Q: 3 clusters Score -544861.4 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -545551.750000 Penalty: 868.915833 Iteration 11Q: 3 clusters Score -545551.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -546687.312500 Penalty: 868.915833 Iteration 12Q: 3 clusters Score -546687.3 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -547455.187500 Penalty: 868.915833 Iteration 13Q: 3 clusters Score -547455.2 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -547771.625000 Penalty: 868.915833 Iteration 14Q: 3 clusters Score -547771.6 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -548015.125000 Penalty: 868.915833 Iteration 15Q: 3 clusters Score -548015.1 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -548231.250000 Penalty: 868.915833 Iteration 16Q: 3 clusters Score -548231.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -548405.625000 Penalty: 868.915833 Iteration 17Q: 3 clusters Score -548405.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -548538.437500 Penalty: 868.915833 Iteration 18Q: 3 clusters Score -548538.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -548655.875000 Penalty: 868.915833 Iteration 19Q: 3 clusters Score -548655.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -548752.937500 Penalty: 868.915833 Iteration 20F: 3 clusters Score -548752.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -548825.750000 Penalty: 868.915833 Iteration 21Q: 3 clusters Score -548825.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -548880.812500 Penalty: 868.915833 Iteration 22Q: 3 clusters Score -548880.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -548925.750000 Penalty: 868.915833 Iteration 23Q: 3 clusters Score -548925.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -548954.687500 Penalty: 868.915833 Iteration 24Q: 3 clusters Score -548954.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -548974.562500 Penalty: 868.915833 Iteration 25Q: 3 clusters Score -548974.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -548988.125000 Penalty: 868.915833 Iteration 26Q: 3 clusters Score -548988.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -548997.437500 Penalty: 868.915833 Iteration 27Q: 3 clusters Score -548997.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -549004.812500 Penalty: 868.915833 Iteration 28Q: 3 clusters Score -549004.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -549011.062500 Penalty: 868.915833 Iteration 29Q: 3 clusters Score -549011.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -549018.125000 Penalty: 868.915833 Iteration 30Q: 3 clusters Score -549018.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -549026.062500 Penalty: 868.915833 Iteration 31Q: 3 clusters Score -549026.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -549032.625000 Penalty: 868.915833 Iteration 32Q: 3 clusters Score -549032.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -549038.625000 Penalty: 868.915833 Iteration 33Q: 3 clusters Score -549038.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -549043.500000 Penalty: 868.915833 Iteration 34Q: 3 clusters Score -549043.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -549049.375000 Penalty: 868.915833 Iteration 35Q: 3 clusters Score -549049.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -549053.687500 Penalty: 868.915833 Iteration 36Q: 3 clusters Score -549053.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -549058.000000 Penalty: 868.915833 Iteration 37Q: 3 clusters Score -549058 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -549063.687500 Penalty: 868.915833 Iteration 38Q: 3 clusters Score -549063.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -549067.625000 Penalty: 868.915833 Iteration 39Q: 3 clusters Score -549067.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -549071.562500 Penalty: 868.915833 Iteration 40F: 3 clusters Score -549071.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -549073.937500 Penalty: 868.915833 Iteration 41Q: 3 clusters Score -549073.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -549078.562500 Penalty: 868.915833 Iteration 42Q: 3 clusters Score -549078.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -549084.250000 Penalty: 868.915833 Iteration 43Q: 3 clusters Score -549084.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -549088.062500 Penalty: 868.915833 Iteration 44Q: 3 clusters Score -549088.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -549092.437500 Penalty: 868.915833 Iteration 45Q: 3 clusters Score -549092.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -549096.437500 Penalty: 868.915833 Iteration 46Q: 3 clusters Score -549096.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -549098.937500 Penalty: 868.915833 Iteration 47Q: 3 clusters Score -549098.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -549102.812500 Penalty: 868.915833 Iteration 48Q: 3 clusters Score -549102.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -549103.062500 Penalty: 868.915833 Iteration 49Q: 3 clusters Score -549103.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -549103.437500 Penalty: 868.915833 Iteration 50Q: 3 clusters Score -549103.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -549107.062500 Penalty: 868.915833 Iteration 51Q: 3 clusters Score -549107.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -549110.625000 Penalty: 868.915833 Iteration 52Q: 3 clusters Score -549110.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -549111.312500 Penalty: 868.915833 Iteration 53Q: 3 clusters Score -549111.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -549112.687500 Penalty: 868.915833 Iteration 54Q: 3 clusters Score -549112.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -549115.062500 Penalty: 868.915833 Iteration 55Q: 3 clusters Score -549115.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -549116.375000 Penalty: 868.915833 Iteration 56Q: 3 clusters Score -549116.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -549116.687500 Penalty: 868.915833 Iteration 57Q: 3 clusters Score -549116.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -549118.062500 Penalty: 868.915833 Iteration 58Q: 3 clusters Score -549118.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -549117.937500 Penalty: 868.915833 Iteration 59Q: 3 clusters Score -549117.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -549117.625000 Penalty: 868.915833 Iteration 60F: 3 clusters Score -549117.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -549118.562500 Penalty: 868.915833 Iteration 61Q: 3 clusters Score -549118.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -549120.375000 Penalty: 868.915833 Iteration 62Q: 3 clusters Score -549120.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -549119.062500 Penalty: 868.915833 Iteration 63Q: 3 clusters Score -549119.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -549119.187500 Penalty: 868.915833 Iteration 64Q: 3 clusters Score -549119.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -549120.250000 Penalty: 868.915833 Iteration 65Q: 3 clusters Score -549120.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -549119.625000 Penalty: 868.915833 Iteration 66Q: 3 clusters Score -549119.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -549120.500000 Penalty: 868.915833 Iteration 67Q: 3 clusters Score -549120.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -549121.062500 Penalty: 868.915833 Iteration 68Q: 3 clusters Score -549121.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -549120.250000 Penalty: 868.915833 Iteration 69Q: 3 clusters Score -549120.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -549120.375000 Penalty: 868.915833 Iteration 70Q: 3 clusters Score -549120.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -549120.687500 Penalty: 868.915833 Iteration 71Q: 3 clusters Score -549120.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -549120.375000 Penalty: 868.915833 Iteration 72Q: 3 clusters Score -549120.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -549121.687500 Penalty: 868.915833 Iteration 73Q: 3 clusters Score -549121.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -549121.312500 Penalty: 868.915833 Iteration 74Q: 3 clusters Score -549121.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -549122.062500 Penalty: 868.915833 Iteration 75Q: 3 clusters Score -549122.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -549122.500000 Penalty: 868.915833 Iteration 76Q: 3 clusters Score -549122.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -549122.500000 Penalty: 868.915833 Iteration 77F: 3 clusters Score -549122.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6942 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 89693 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 539 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 4381 members Mstep: Class 19 contains 60288 members Entering Unmasked Estep Score: -8599746.000000 Penalty: 10017.379883 Splitting cluster 3 changes total score from -8598560.000000 to -8599746.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 4 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -22661.488281 Penalty: 295.534576 Iteration 0F: 2 clusters Score -22661.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -22076.677734 Penalty: 591.069153 Iteration 0F: 3 clusters Score -22076.68 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -22241.339844 Penalty: 591.069153 Iteration 1F: 3 clusters Score -22241.34 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -22314.927734 Penalty: 591.069153 Iteration 2F: 3 clusters Score -22314.93 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -22351.089844 Penalty: 591.069153 Iteration 3F: 3 clusters Score -22351.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -22377.066406 Penalty: 591.069153 Iteration 4Q: 3 clusters Score -22377.07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -22399.494141 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -22399.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -22410.035156 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -22410.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -22416.037109 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -22416.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -22418.259766 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -22418.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -22422.613281 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -22422.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -22426.031250 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -22426.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -22426.738281 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -22426.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -22428.904297 Penalty: 591.069153 Iteration 12Q: 3 clusters Score -22428.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -22431.177734 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -22431.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -22433.664062 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -22433.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -22435.980469 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -22435.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -22437.214844 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -22437.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -22438.486328 Penalty: 591.069153 Iteration 17Q: 3 clusters Score -22438.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -22439.386719 Penalty: 591.069153 Iteration 18Q: 3 clusters Score -22439.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -22440.046875 Penalty: 591.069153 Iteration 19Q: 3 clusters Score -22440.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -22441.238281 Penalty: 591.069153 Iteration 20F: 3 clusters Score -22441.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -22443.076172 Penalty: 591.069153 Iteration 21Q: 3 clusters Score -22443.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -22444.212891 Penalty: 591.069153 Iteration 22Q: 3 clusters Score -22444.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -22445.271484 Penalty: 591.069153 Iteration 23Q: 3 clusters Score -22445.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -22445.582031 Penalty: 591.069153 Iteration 24Q: 3 clusters Score -22445.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -22445.685547 Penalty: 591.069153 Iteration 25Q: 3 clusters Score -22445.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -22445.685547 Penalty: 591.069153 Iteration 26F: 3 clusters Score -22445.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Entering Unmasked Estep Score: -70423.968750 Penalty: 341.399689 Iteration 0F: 2 clusters Score -70423.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -69099.554688 Penalty: 682.799377 Iteration 0F: 3 clusters Score -69099.55 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -69576.515625 Penalty: 682.799377 Iteration 1F: 3 clusters Score -69576.52 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -69705.054688 Penalty: 682.799377 Iteration 2F: 3 clusters Score -69705.05 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -69803.000000 Penalty: 682.799377 Iteration 3F: 3 clusters Score -69803 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -69882.875000 Penalty: 682.799377 Iteration 4F: 3 clusters Score -69882.88 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -69953.687500 Penalty: 682.799377 Iteration 5F: 3 clusters Score -69953.69 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -70004.406250 Penalty: 682.799377 Iteration 6Q: 3 clusters Score -70004.41 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -70036.765625 Penalty: 682.799377 Iteration 7Q: 3 clusters Score -70036.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -70054.890625 Penalty: 682.799377 Iteration 8Q: 3 clusters Score -70054.89 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -70069.820312 Penalty: 682.799377 Iteration 9Q: 3 clusters Score -70069.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -70080.445312 Penalty: 682.799377 Iteration 10Q: 3 clusters Score -70080.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -70092.367188 Penalty: 682.799377 Iteration 11Q: 3 clusters Score -70092.37 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -70104.015625 Penalty: 682.799377 Iteration 12Q: 3 clusters Score -70104.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -70113.976562 Penalty: 682.799377 Iteration 13Q: 3 clusters Score -70113.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -70127.328125 Penalty: 682.799377 Iteration 14Q: 3 clusters Score -70127.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -70136.375000 Penalty: 682.799377 Iteration 15Q: 3 clusters Score -70136.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -70141.406250 Penalty: 682.799377 Iteration 16Q: 3 clusters Score -70141.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -70146.781250 Penalty: 682.799377 Iteration 17Q: 3 clusters Score -70146.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -70155.132812 Penalty: 682.799377 Iteration 18Q: 3 clusters Score -70155.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -70159.687500 Penalty: 682.799377 Iteration 19Q: 3 clusters Score -70159.69 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -70169.515625 Penalty: 682.799377 Iteration 20F: 3 clusters Score -70169.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -70172.039062 Penalty: 682.799377 Iteration 21Q: 3 clusters Score -70172.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -70176.195312 Penalty: 682.799377 Iteration 22Q: 3 clusters Score -70176.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -70177.421875 Penalty: 682.799377 Iteration 23Q: 3 clusters Score -70177.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -70178.273438 Penalty: 682.799377 Iteration 24Q: 3 clusters Score -70178.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -70178.312500 Penalty: 682.799377 Iteration 25Q: 3 clusters Score -70178.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -70178.312500 Penalty: 682.799377 Iteration 26F: 3 clusters Score -70178.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Entering Unmasked Estep Score: -46769.421875 Penalty: 329.056458 Iteration 0F: 2 clusters Score -46769.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -45710.554688 Penalty: 658.112915 Iteration 0F: 3 clusters Score -45710.55 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -46137.234375 Penalty: 658.112915 Iteration 1F: 3 clusters Score -46137.23 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -46284.257812 Penalty: 658.112915 Iteration 2F: 3 clusters Score -46284.26 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -46429.785156 Penalty: 658.112915 Iteration 3F: 3 clusters Score -46429.79 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -46487.714844 Penalty: 658.112915 Iteration 4F: 3 clusters Score -46487.71 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -46528.070312 Penalty: 658.112915 Iteration 5Q: 3 clusters Score -46528.07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -46551.257812 Penalty: 658.112915 Iteration 6Q: 3 clusters Score -46551.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -46564.039062 Penalty: 658.112915 Iteration 7Q: 3 clusters Score -46564.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -46572.156250 Penalty: 658.112915 Iteration 8Q: 3 clusters Score -46572.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -46576.902344 Penalty: 658.112915 Iteration 9Q: 3 clusters Score -46576.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -46578.695312 Penalty: 658.112915 Iteration 10Q: 3 clusters Score -46578.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -46580.441406 Penalty: 658.112915 Iteration 11Q: 3 clusters Score -46580.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -46582.539062 Penalty: 658.112915 Iteration 12Q: 3 clusters Score -46582.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -46587.792969 Penalty: 658.112915 Iteration 13Q: 3 clusters Score -46587.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -46597.589844 Penalty: 658.112915 Iteration 14Q: 3 clusters Score -46597.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -46606.210938 Penalty: 658.112915 Iteration 15Q: 3 clusters Score -46606.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -46613.093750 Penalty: 658.112915 Iteration 16Q: 3 clusters Score -46613.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -46617.417969 Penalty: 658.112915 Iteration 17Q: 3 clusters Score -46617.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -46623.535156 Penalty: 658.112915 Iteration 18Q: 3 clusters Score -46623.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -46626.507812 Penalty: 658.112915 Iteration 19Q: 3 clusters Score -46626.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -46629.195312 Penalty: 658.112915 Iteration 20F: 3 clusters Score -46629.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -46633.500000 Penalty: 658.112915 Iteration 21Q: 3 clusters Score -46633.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -46637.253906 Penalty: 658.112915 Iteration 22Q: 3 clusters Score -46637.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -46642.597656 Penalty: 658.112915 Iteration 23Q: 3 clusters Score -46642.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -46643.746094 Penalty: 658.112915 Iteration 24Q: 3 clusters Score -46643.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -46646.789062 Penalty: 658.112915 Iteration 25Q: 3 clusters Score -46646.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -46650.417969 Penalty: 658.112915 Iteration 26Q: 3 clusters Score -46650.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -46653.828125 Penalty: 658.112915 Iteration 27Q: 3 clusters Score -46653.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -46656.535156 Penalty: 658.112915 Iteration 28Q: 3 clusters Score -46656.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -46665.738281 Penalty: 658.112915 Iteration 29Q: 3 clusters Score -46665.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -46669.039062 Penalty: 658.112915 Iteration 30Q: 3 clusters Score -46669.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -46672.375000 Penalty: 658.112915 Iteration 31Q: 3 clusters Score -46672.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -46675.453125 Penalty: 658.112915 Iteration 32Q: 3 clusters Score -46675.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -46678.105469 Penalty: 658.112915 Iteration 33Q: 3 clusters Score -46678.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -46679.605469 Penalty: 658.112915 Iteration 34Q: 3 clusters Score -46679.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -46679.769531 Penalty: 658.112915 Iteration 35Q: 3 clusters Score -46679.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -46679.769531 Penalty: 658.112915 Iteration 36F: 3 clusters Score -46679.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -8241.183594 Penalty: 259.522095 Iteration 0F: 2 clusters Score -8241.184 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7895.418457 Penalty: 519.044189 Iteration 0F: 3 clusters Score -7895.418 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -7956.940918 Penalty: 519.044189 Iteration 1F: 3 clusters Score -7956.941 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7972.176758 Penalty: 519.044189 Iteration 2F: 3 clusters Score -7972.177 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -7980.467285 Penalty: 519.044189 Iteration 3Q: 3 clusters Score -7980.467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7983.445801 Penalty: 519.044189 Iteration 4Q: 3 clusters Score -7983.446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7984.863281 Penalty: 519.044189 Iteration 5Q: 3 clusters Score -7984.863 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7986.092773 Penalty: 519.044189 Iteration 6Q: 3 clusters Score -7986.093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7987.541016 Penalty: 519.044189 Iteration 7Q: 3 clusters Score -7987.541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7989.753906 Penalty: 519.044189 Iteration 8Q: 3 clusters Score -7989.754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -7992.326660 Penalty: 519.044189 Iteration 9Q: 3 clusters Score -7992.327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -7992.813965 Penalty: 519.044189 Iteration 10Q: 3 clusters Score -7992.814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -7993.862793 Penalty: 519.044189 Iteration 11Q: 3 clusters Score -7993.863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -7994.180664 Penalty: 519.044189 Iteration 12Q: 3 clusters Score -7994.181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -7994.180664 Penalty: 519.044189 Iteration 13F: 3 clusters Score -7994.181 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Entering Unmasked Estep Score: -172878.500000 Penalty: 378.123901 Iteration 0F: 2 clusters Score -172878.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -170092.140625 Penalty: 756.247803 Iteration 0F: 3 clusters Score -170092.1 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -171111.375000 Penalty: 756.247803 Iteration 1F: 3 clusters Score -171111.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -171200.546875 Penalty: 756.247803 Iteration 2F: 3 clusters Score -171200.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -171286.875000 Penalty: 756.247803 Iteration 3Q: 3 clusters Score -171286.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -171381.656250 Penalty: 756.247803 Iteration 4Q: 3 clusters Score -171381.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -171483.406250 Penalty: 756.247803 Iteration 5F: 3 clusters Score -171483.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -171632.984375 Penalty: 756.247803 Iteration 6F: 3 clusters Score -171633 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -171805.875000 Penalty: 756.247803 Iteration 7F: 3 clusters Score -171805.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -171968.375000 Penalty: 756.247803 Iteration 8F: 3 clusters Score -171968.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -172154.046875 Penalty: 756.247803 Iteration 9F: 3 clusters Score -172154 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -172332.750000 Penalty: 756.247803 Iteration 10Q: 3 clusters Score -172332.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -172456.703125 Penalty: 756.247803 Iteration 11Q: 3 clusters Score -172456.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -172516.031250 Penalty: 756.247803 Iteration 12Q: 3 clusters Score -172516 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -172544.234375 Penalty: 756.247803 Iteration 13Q: 3 clusters Score -172544.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -172562.375000 Penalty: 756.247803 Iteration 14Q: 3 clusters Score -172562.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -172580.187500 Penalty: 756.247803 Iteration 15Q: 3 clusters Score -172580.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -172593.750000 Penalty: 756.247803 Iteration 16Q: 3 clusters Score -172593.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -172605.890625 Penalty: 756.247803 Iteration 17Q: 3 clusters Score -172605.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -172614.859375 Penalty: 756.247803 Iteration 18Q: 3 clusters Score -172614.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -172620.390625 Penalty: 756.247803 Iteration 19Q: 3 clusters Score -172620.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -172628.203125 Penalty: 756.247803 Iteration 20F: 3 clusters Score -172628.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -172633.671875 Penalty: 756.247803 Iteration 21Q: 3 clusters Score -172633.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -172637.562500 Penalty: 756.247803 Iteration 22Q: 3 clusters Score -172637.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -172642.500000 Penalty: 756.247803 Iteration 23Q: 3 clusters Score -172642.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -172648.515625 Penalty: 756.247803 Iteration 24Q: 3 clusters Score -172648.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -172650.343750 Penalty: 756.247803 Iteration 25Q: 3 clusters Score -172650.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -172651.687500 Penalty: 756.247803 Iteration 26Q: 3 clusters Score -172651.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -172654.078125 Penalty: 756.247803 Iteration 27Q: 3 clusters Score -172654.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -172654.812500 Penalty: 756.247803 Iteration 28Q: 3 clusters Score -172654.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -172655.109375 Penalty: 756.247803 Iteration 29Q: 3 clusters Score -172655.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -172655.187500 Penalty: 756.247803 Iteration 30Q: 3 clusters Score -172655.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -172655.187500 Penalty: 756.247803 Iteration 31F: 3 clusters Score -172655.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Entering Unmasked Estep Score: -267827.437500 Penalty: 394.481110 Iteration 0F: 2 clusters Score -267827.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -263906.687500 Penalty: 788.962219 Iteration 0F: 3 clusters Score -263906.7 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -265599.500000 Penalty: 788.962219 Iteration 1F: 3 clusters Score -265599.5 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -266004.218750 Penalty: 788.962219 Iteration 2F: 3 clusters Score -266004.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -266468.062500 Penalty: 788.962219 Iteration 3F: 3 clusters Score -266468.1 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -266868.812500 Penalty: 788.962219 Iteration 4F: 3 clusters Score -266868.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -267041.093750 Penalty: 788.962219 Iteration 5F: 3 clusters Score -267041.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -267116.437500 Penalty: 788.962219 Iteration 6Q: 3 clusters Score -267116.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -267163.906250 Penalty: 788.962219 Iteration 7Q: 3 clusters Score -267163.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -267197.562500 Penalty: 788.962219 Iteration 8Q: 3 clusters Score -267197.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -267221.562500 Penalty: 788.962219 Iteration 9Q: 3 clusters Score -267221.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -267249.687500 Penalty: 788.962219 Iteration 10Q: 3 clusters Score -267249.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -267275.500000 Penalty: 788.962219 Iteration 11Q: 3 clusters Score -267275.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -267297.656250 Penalty: 788.962219 Iteration 12Q: 3 clusters Score -267297.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -267317.125000 Penalty: 788.962219 Iteration 13Q: 3 clusters Score -267317.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -267331.375000 Penalty: 788.962219 Iteration 14Q: 3 clusters Score -267331.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -267343.562500 Penalty: 788.962219 Iteration 15Q: 3 clusters Score -267343.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -267357.500000 Penalty: 788.962219 Iteration 16Q: 3 clusters Score -267357.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -267369.218750 Penalty: 788.962219 Iteration 17Q: 3 clusters Score -267369.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -267382.843750 Penalty: 788.962219 Iteration 18Q: 3 clusters Score -267382.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -267394.156250 Penalty: 788.962219 Iteration 19Q: 3 clusters Score -267394.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -267399.687500 Penalty: 788.962219 Iteration 20F: 3 clusters Score -267399.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -267403.031250 Penalty: 788.962219 Iteration 21Q: 3 clusters Score -267403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -267405.031250 Penalty: 788.962219 Iteration 22Q: 3 clusters Score -267405 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -267410.125000 Penalty: 788.962219 Iteration 23Q: 3 clusters Score -267410.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -267415.812500 Penalty: 788.962219 Iteration 24Q: 3 clusters Score -267415.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -267420.906250 Penalty: 788.962219 Iteration 25Q: 3 clusters Score -267420.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -267425.500000 Penalty: 788.962219 Iteration 26Q: 3 clusters Score -267425.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -267430.718750 Penalty: 788.962219 Iteration 27Q: 3 clusters Score -267430.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -267436.531250 Penalty: 788.962219 Iteration 28Q: 3 clusters Score -267436.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -267445.312500 Penalty: 788.962219 Iteration 29Q: 3 clusters Score -267445.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -267451.812500 Penalty: 788.962219 Iteration 30Q: 3 clusters Score -267451.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -267457.968750 Penalty: 788.962219 Iteration 31Q: 3 clusters Score -267458 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -267462.156250 Penalty: 788.962219 Iteration 32Q: 3 clusters Score -267462.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -267468.031250 Penalty: 788.962219 Iteration 33Q: 3 clusters Score -267468 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -267474.281250 Penalty: 788.962219 Iteration 34Q: 3 clusters Score -267474.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -267484.031250 Penalty: 788.962219 Iteration 35Q: 3 clusters Score -267484 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -267492.250000 Penalty: 788.962219 Iteration 36Q: 3 clusters Score -267492.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -267502.000000 Penalty: 788.962219 Iteration 37Q: 3 clusters Score -267502 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -267509.125000 Penalty: 788.962219 Iteration 38Q: 3 clusters Score -267509.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -267515.875000 Penalty: 788.962219 Iteration 39Q: 3 clusters Score -267515.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -267523.375000 Penalty: 788.962219 Iteration 40F: 3 clusters Score -267523.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -267535.031250 Penalty: 788.962219 Iteration 41Q: 3 clusters Score -267535 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -267545.750000 Penalty: 788.962219 Iteration 42Q: 3 clusters Score -267545.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -267555.187500 Penalty: 788.962219 Iteration 43Q: 3 clusters Score -267555.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -267561.156250 Penalty: 788.962219 Iteration 44Q: 3 clusters Score -267561.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -267566.250000 Penalty: 788.962219 Iteration 45Q: 3 clusters Score -267566.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -267573.062500 Penalty: 788.962219 Iteration 46Q: 3 clusters Score -267573.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -267580.906250 Penalty: 788.962219 Iteration 47Q: 3 clusters Score -267580.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -267593.656250 Penalty: 788.962219 Iteration 48Q: 3 clusters Score -267593.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -267604.968750 Penalty: 788.962219 Iteration 49Q: 3 clusters Score -267605 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -267615.156250 Penalty: 788.962219 Iteration 50Q: 3 clusters Score -267615.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -267623.843750 Penalty: 788.962219 Iteration 51Q: 3 clusters Score -267623.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -267629.843750 Penalty: 788.962219 Iteration 52Q: 3 clusters Score -267629.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -267633.562500 Penalty: 788.962219 Iteration 53Q: 3 clusters Score -267633.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -267640.125000 Penalty: 788.962219 Iteration 54Q: 3 clusters Score -267640.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -267646.812500 Penalty: 788.962219 Iteration 55Q: 3 clusters Score -267646.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -267653.187500 Penalty: 788.962219 Iteration 56Q: 3 clusters Score -267653.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -267658.562500 Penalty: 788.962219 Iteration 57Q: 3 clusters Score -267658.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -267661.812500 Penalty: 788.962219 Iteration 58Q: 3 clusters Score -267661.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -267665.312500 Penalty: 788.962219 Iteration 59Q: 3 clusters Score -267665.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -267668.500000 Penalty: 788.962219 Iteration 60F: 3 clusters Score -267668.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -267670.281250 Penalty: 788.962219 Iteration 61Q: 3 clusters Score -267670.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -267672.718750 Penalty: 788.962219 Iteration 62Q: 3 clusters Score -267672.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -267674.687500 Penalty: 788.962219 Iteration 63Q: 3 clusters Score -267674.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -267675.781250 Penalty: 788.962219 Iteration 64Q: 3 clusters Score -267675.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -267676.500000 Penalty: 788.962219 Iteration 65Q: 3 clusters Score -267676.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -267677.187500 Penalty: 788.962219 Iteration 66Q: 3 clusters Score -267677.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -267678.750000 Penalty: 788.962219 Iteration 67Q: 3 clusters Score -267678.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -267680.531250 Penalty: 788.962219 Iteration 68Q: 3 clusters Score -267680.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -267681.718750 Penalty: 788.962219 Iteration 69Q: 3 clusters Score -267681.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -267683.281250 Penalty: 788.962219 Iteration 70Q: 3 clusters Score -267683.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -267684.406250 Penalty: 788.962219 Iteration 71Q: 3 clusters Score -267684.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -267685.093750 Penalty: 788.962219 Iteration 72Q: 3 clusters Score -267685.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -267685.656250 Penalty: 788.962219 Iteration 73Q: 3 clusters Score -267685.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -267686.218750 Penalty: 788.962219 Iteration 74Q: 3 clusters Score -267686.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -267687.062500 Penalty: 788.962219 Iteration 75Q: 3 clusters Score -267687.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -267686.656250 Penalty: 788.962219 Iteration 76Q: 3 clusters Score -267686.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -267686.187500 Penalty: 788.962219 Iteration 77Q: 3 clusters Score -267686.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -267686.187500 Penalty: 788.962219 Iteration 78F: 3 clusters Score -267686.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Entering Unmasked Estep Score: -86253.335938 Penalty: 343.170715 Iteration 0F: 2 clusters Score -86253.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -84904.992188 Penalty: 686.341431 Iteration 0F: 3 clusters Score -84904.99 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -85453.875000 Penalty: 686.341431 Iteration 1F: 3 clusters Score -85453.88 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -85639.929688 Penalty: 686.341431 Iteration 2F: 3 clusters Score -85639.93 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -85797.023438 Penalty: 686.341431 Iteration 3F: 3 clusters Score -85797.02 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -85909.320312 Penalty: 686.341431 Iteration 4F: 3 clusters Score -85909.32 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -85981.476562 Penalty: 686.341431 Iteration 5Q: 3 clusters Score -85981.48 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -86022.656250 Penalty: 686.341431 Iteration 6Q: 3 clusters Score -86022.66 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -86048.492188 Penalty: 686.341431 Iteration 7Q: 3 clusters Score -86048.49 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -86069.140625 Penalty: 686.341431 Iteration 8Q: 3 clusters Score -86069.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -86080.046875 Penalty: 686.341431 Iteration 9Q: 3 clusters Score -86080.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -86093.437500 Penalty: 686.341431 Iteration 10Q: 3 clusters Score -86093.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -86105.367188 Penalty: 686.341431 Iteration 11Q: 3 clusters Score -86105.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -86116.117188 Penalty: 686.341431 Iteration 12Q: 3 clusters Score -86116.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -86122.929688 Penalty: 686.341431 Iteration 13Q: 3 clusters Score -86122.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -86131.421875 Penalty: 686.341431 Iteration 14Q: 3 clusters Score -86131.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -86135.656250 Penalty: 686.341431 Iteration 15Q: 3 clusters Score -86135.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -86137.578125 Penalty: 686.341431 Iteration 16Q: 3 clusters Score -86137.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -86138.273438 Penalty: 686.341431 Iteration 17Q: 3 clusters Score -86138.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -86139.312500 Penalty: 686.341431 Iteration 18Q: 3 clusters Score -86139.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -86140.234375 Penalty: 686.341431 Iteration 19Q: 3 clusters Score -86140.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -86140.953125 Penalty: 686.341431 Iteration 20F: 3 clusters Score -86140.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -86142.046875 Penalty: 686.341431 Iteration 21Q: 3 clusters Score -86142.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -86143.062500 Penalty: 686.341431 Iteration 22Q: 3 clusters Score -86143.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -86143.710938 Penalty: 686.341431 Iteration 23Q: 3 clusters Score -86143.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -86144.546875 Penalty: 686.341431 Iteration 24Q: 3 clusters Score -86144.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -86145.554688 Penalty: 686.341431 Iteration 25Q: 3 clusters Score -86145.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -86147.257812 Penalty: 686.341431 Iteration 26Q: 3 clusters Score -86147.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -86148.476562 Penalty: 686.341431 Iteration 27Q: 3 clusters Score -86148.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -86149.132812 Penalty: 686.341431 Iteration 28Q: 3 clusters Score -86149.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -86150.671875 Penalty: 686.341431 Iteration 29Q: 3 clusters Score -86150.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -86151.523438 Penalty: 686.341431 Iteration 30Q: 3 clusters Score -86151.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -86151.718750 Penalty: 686.341431 Iteration 31Q: 3 clusters Score -86151.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -86151.718750 Penalty: 686.341431 Iteration 32F: 3 clusters Score -86151.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Entering Unmasked Estep Score: -557624.625000 Penalty: 430.252838 Iteration 0F: 2 clusters Score -557624.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -549217.937500 Penalty: 860.505676 Iteration 0F: 3 clusters Score -549217.9 nChanged 5961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -553018.375000 Penalty: 860.505676 Iteration 1F: 3 clusters Score -553018.4 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -553306.000000 Penalty: 860.505676 Iteration 2F: 3 clusters Score -553306 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -553610.000000 Penalty: 860.505676 Iteration 3Q: 3 clusters Score -553610 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -554028.812500 Penalty: 860.505676 Iteration 4F: 3 clusters Score -554028.8 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -554582.812500 Penalty: 860.505676 Iteration 5F: 3 clusters Score -554582.8 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -555166.937500 Penalty: 860.505676 Iteration 6F: 3 clusters Score -555166.9 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -555782.000000 Penalty: 860.505676 Iteration 7F: 3 clusters Score -555782 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -556355.000000 Penalty: 860.505676 Iteration 8F: 3 clusters Score -556355 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -556751.062500 Penalty: 860.505676 Iteration 9Q: 3 clusters Score -556751.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -556983.250000 Penalty: 860.505676 Iteration 10Q: 3 clusters Score -556983.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -557101.062500 Penalty: 860.505676 Iteration 11Q: 3 clusters Score -557101.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -557158.375000 Penalty: 860.505676 Iteration 12Q: 3 clusters Score -557158.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12593 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -557188.250000 Penalty: 860.505676 Iteration 13Q: 3 clusters Score -557188.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -557213.500000 Penalty: 860.505676 Iteration 14Q: 3 clusters Score -557213.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12641 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -557232.000000 Penalty: 860.505676 Iteration 15Q: 3 clusters Score -557232 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -557245.437500 Penalty: 860.505676 Iteration 16Q: 3 clusters Score -557245.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -557251.625000 Penalty: 860.505676 Iteration 17Q: 3 clusters Score -557251.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12672 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -557258.562500 Penalty: 860.505676 Iteration 18Q: 3 clusters Score -557258.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -557261.625000 Penalty: 860.505676 Iteration 19Q: 3 clusters Score -557261.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12679 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -557263.125000 Penalty: 860.505676 Iteration 20F: 3 clusters Score -557263.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (89693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89693 members Entering Unmasked Estep Score: -4081084.000000 Penalty: 518.888733 Iteration 0F: 2 clusters Score -4081084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44742 members Mstep: Class 2 contains 44951 members Entering Unmasked Estep Score: -4020724.500000 Penalty: 1037.777466 Iteration 0F: 3 clusters Score -4020724 nChanged 43764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41084 members Mstep: Class 2 contains 48609 members Entering Unmasked Estep Score: -4051683.500000 Penalty: 1037.777466 Iteration 1F: 3 clusters Score -4051684 nChanged 8269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38045 members Mstep: Class 2 contains 51648 members Entering Unmasked Estep Score: -4060749.250000 Penalty: 1037.777466 Iteration 2F: 3 clusters Score -4060749 nChanged 9729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33410 members Mstep: Class 2 contains 56283 members Entering Unmasked Estep Score: -4072874.250000 Penalty: 1037.777466 Iteration 3F: 3 clusters Score -4072874 nChanged 8611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 60834 members Entering Unmasked Estep Score: -4081798.500000 Penalty: 1037.777466 Iteration 4F: 3 clusters Score -4081798 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25854 members Mstep: Class 2 contains 63839 members Entering Unmasked Estep Score: -4086243.000000 Penalty: 1037.777466 Iteration 5F: 3 clusters Score -4086243 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 65847 members Entering Unmasked Estep Score: -4088344.750000 Penalty: 1037.777466 Iteration 6Q: 3 clusters Score -4088345 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22187 members Mstep: Class 2 contains 67506 members Entering Unmasked Estep Score: -4089662.000000 Penalty: 1037.777466 Iteration 7Q: 3 clusters Score -4089662 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 69059 members Entering Unmasked Estep Score: -4090667.250000 Penalty: 1037.777466 Iteration 8Q: 3 clusters Score -4090667 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 70464 members Entering Unmasked Estep Score: -4091487.500000 Penalty: 1037.777466 Iteration 9Q: 3 clusters Score -4091488 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 71744 members Entering Unmasked Estep Score: -4092181.750000 Penalty: 1037.777466 Iteration 10Q: 3 clusters Score -4092182 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16811 members Mstep: Class 2 contains 72882 members Entering Unmasked Estep Score: -4092868.750000 Penalty: 1037.777466 Iteration 11Q: 3 clusters Score -4092869 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 73897 members Entering Unmasked Estep Score: -4093516.000000 Penalty: 1037.777466 Iteration 12Q: 3 clusters Score -4093516 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 74802 members Entering Unmasked Estep Score: -4094189.000000 Penalty: 1037.777466 Iteration 13Q: 3 clusters Score -4094189 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14147 members Mstep: Class 2 contains 75546 members Entering Unmasked Estep Score: -4094795.250000 Penalty: 1037.777466 Iteration 14Q: 3 clusters Score -4094795 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 76231 members Entering Unmasked Estep Score: -4095326.250000 Penalty: 1037.777466 Iteration 15Q: 3 clusters Score -4095326 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 76728 members Entering Unmasked Estep Score: -4095589.750000 Penalty: 1037.777466 Iteration 16Q: 3 clusters Score -4095590 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12609 members Mstep: Class 2 contains 77084 members Entering Unmasked Estep Score: -4095703.750000 Penalty: 1037.777466 Iteration 17Q: 3 clusters Score -4095704 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12350 members Mstep: Class 2 contains 77343 members Entering Unmasked Estep Score: -4095781.000000 Penalty: 1037.777466 Iteration 18Q: 3 clusters Score -4095781 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 77534 members Entering Unmasked Estep Score: -4095803.000000 Penalty: 1037.777466 Iteration 19Q: 3 clusters Score -4095803 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 77654 members Entering Unmasked Estep Score: -4095809.750000 Penalty: 1037.777466 Iteration 20F: 3 clusters Score -4095810 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 77733 members Entering Unmasked Estep Score: -4095801.250000 Penalty: 1037.777466 Iteration 21Q: 3 clusters Score -4095801 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 77795 members Entering Unmasked Estep Score: -4095795.750000 Penalty: 1037.777466 Iteration 22Q: 3 clusters Score -4095796 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 77835 members Entering Unmasked Estep Score: -4095801.000000 Penalty: 1037.777466 Iteration 23Q: 3 clusters Score -4095801 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11828 members Mstep: Class 2 contains 77865 members Entering Unmasked Estep Score: -4095801.000000 Penalty: 1037.777466 Iteration 24Q: 3 clusters Score -4095801 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 77884 members Entering Unmasked Estep Score: -4095799.000000 Penalty: 1037.777466 Iteration 25Q: 3 clusters Score -4095799 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 77895 members Entering Unmasked Estep Score: -4095800.000000 Penalty: 1037.777466 Iteration 26Q: 3 clusters Score -4095800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 77903 members Entering Unmasked Estep Score: -4095798.250000 Penalty: 1037.777466 Iteration 27Q: 3 clusters Score -4095798 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 77909 members Entering Unmasked Estep Score: -4095794.750000 Penalty: 1037.777466 Iteration 28Q: 3 clusters Score -4095795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 77913 members Entering Unmasked Estep Score: -4095796.250000 Penalty: 1037.777466 Iteration 29Q: 3 clusters Score -4095796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 77914 members Entering Unmasked Estep Score: -4095797.000000 Penalty: 1037.777466 Iteration 30Q: 3 clusters Score -4095797 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 77915 members Entering Unmasked Estep Score: -4095794.500000 Penalty: 1037.777466 Iteration 31Q: 3 clusters Score -4095794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 77915 members Entering Unmasked Estep Score: -4095794.500000 Penalty: 1037.777466 Iteration 32F: 3 clusters Score -4095794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6942 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 6 contains 77915 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 11778 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 539 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 4381 members Mstep: Class 19 contains 60288 members Entering Unmasked Estep Score: -8614353.000000 Penalty: 10573.901367 Splitting cluster 13 changes total score from -8598560.000000 to -8614353.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 14 (5982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Entering Unmasked Estep Score: -213943.109375 Penalty: 395.691223 Iteration 0F: 2 clusters Score -213943.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -209887.796875 Penalty: 791.382446 Iteration 0F: 3 clusters Score -209887.8 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -211637.000000 Penalty: 791.382446 Iteration 1F: 3 clusters Score -211637 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -211907.375000 Penalty: 791.382446 Iteration 2F: 3 clusters Score -211907.4 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -212229.359375 Penalty: 791.382446 Iteration 3F: 3 clusters Score -212229.4 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -212623.031250 Penalty: 791.382446 Iteration 4F: 3 clusters Score -212623 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -213005.406250 Penalty: 791.382446 Iteration 5F: 3 clusters Score -213005.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -213311.968750 Penalty: 791.382446 Iteration 6Q: 3 clusters Score -213312 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -213491.015625 Penalty: 791.382446 Iteration 7Q: 3 clusters Score -213491 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -213551.750000 Penalty: 791.382446 Iteration 8Q: 3 clusters Score -213551.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -213572.703125 Penalty: 791.382446 Iteration 9Q: 3 clusters Score -213572.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -213579.843750 Penalty: 791.382446 Iteration 10Q: 3 clusters Score -213579.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -213583.828125 Penalty: 791.382446 Iteration 11Q: 3 clusters Score -213583.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -213589.781250 Penalty: 791.382446 Iteration 12Q: 3 clusters Score -213589.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -213595.843750 Penalty: 791.382446 Iteration 13Q: 3 clusters Score -213595.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -213600.375000 Penalty: 791.382446 Iteration 14Q: 3 clusters Score -213600.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -213608.875000 Penalty: 791.382446 Iteration 15Q: 3 clusters Score -213608.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -213610.562500 Penalty: 791.382446 Iteration 16Q: 3 clusters Score -213610.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -213611.468750 Penalty: 791.382446 Iteration 17Q: 3 clusters Score -213611.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -213613.390625 Penalty: 791.382446 Iteration 18Q: 3 clusters Score -213613.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -213615.000000 Penalty: 791.382446 Iteration 19Q: 3 clusters Score -213615 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -213616.578125 Penalty: 791.382446 Iteration 20F: 3 clusters Score -213616.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -213618.015625 Penalty: 791.382446 Iteration 21Q: 3 clusters Score -213618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -213624.203125 Penalty: 791.382446 Iteration 22Q: 3 clusters Score -213624.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -213628.609375 Penalty: 791.382446 Iteration 23Q: 3 clusters Score -213628.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -213630.109375 Penalty: 791.382446 Iteration 24Q: 3 clusters Score -213630.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -213630.109375 Penalty: 791.382446 Iteration 25F: 3 clusters Score -213630.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Entering Unmasked Estep Score: -9231.893555 Penalty: 262.742096 Iteration 0F: 2 clusters Score -9231.894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -8901.005859 Penalty: 525.484192 Iteration 0F: 3 clusters Score -8901.006 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -9050.843750 Penalty: 525.484192 Iteration 1F: 3 clusters Score -9050.844 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -9125.166992 Penalty: 525.484192 Iteration 2F: 3 clusters Score -9125.167 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -9156.049805 Penalty: 525.484192 Iteration 3F: 3 clusters Score -9156.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -9165.831055 Penalty: 525.484192 Iteration 4Q: 3 clusters Score -9165.831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -9167.641602 Penalty: 525.484192 Iteration 5Q: 3 clusters Score -9167.642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9168.792969 Penalty: 525.484192 Iteration 6Q: 3 clusters Score -9168.793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9170.146484 Penalty: 525.484192 Iteration 7Q: 3 clusters Score -9170.146 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9170.146484 Penalty: 525.484192 Iteration 8F: 3 clusters Score -9170.146 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Entering Unmasked Estep Score: -15944.068359 Penalty: 286.182068 Iteration 0F: 2 clusters Score -15944.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15465.171875 Penalty: 572.364136 Iteration 0F: 3 clusters Score -15465.17 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15627.633789 Penalty: 572.364136 Iteration 1F: 3 clusters Score -15627.63 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -15678.379883 Penalty: 572.364136 Iteration 2F: 3 clusters Score -15678.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15716.783203 Penalty: 572.364136 Iteration 3F: 3 clusters Score -15716.78 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -15797.250977 Penalty: 572.364136 Iteration 4F: 3 clusters Score -15797.25 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -15896.237305 Penalty: 572.364136 Iteration 5F: 3 clusters Score -15896.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -15953.673828 Penalty: 572.364136 Iteration 6F: 3 clusters Score -15953.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -15988.410156 Penalty: 572.364136 Iteration 7Q: 3 clusters Score -15988.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -16033.371094 Penalty: 572.364136 Iteration 8Q: 3 clusters Score -16033.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -16056.265625 Penalty: 572.364136 Iteration 9Q: 3 clusters Score -16056.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -16067.617188 Penalty: 572.364136 Iteration 10Q: 3 clusters Score -16067.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -16071.586914 Penalty: 572.364136 Iteration 11Q: 3 clusters Score -16071.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -16074.685547 Penalty: 572.364136 Iteration 12Q: 3 clusters Score -16074.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -16075.027344 Penalty: 572.364136 Iteration 13Q: 3 clusters Score -16075.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -16075.027344 Penalty: 572.364136 Iteration 14F: 3 clusters Score -16075.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6942 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 6 contains 77915 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 11778 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 4381 members Mstep: Class 19 contains 60288 members Mstep: Class 20 contains 368 members Entering Unmasked Estep Score: -8614216.000000 Penalty: 11130.422852 Splitting cluster 16 changes total score from -8598560.000000 to -8614216.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 17 (847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Entering Unmasked Estep Score: -34504.046875 Penalty: 306.747375 Iteration 0F: 2 clusters Score -34504.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -33784.652344 Penalty: 613.494751 Iteration 0F: 3 clusters Score -33784.65 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -33994.632812 Penalty: 613.494751 Iteration 1F: 3 clusters Score -33994.63 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -34032.855469 Penalty: 613.494751 Iteration 2F: 3 clusters Score -34032.86 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -34057.066406 Penalty: 613.494751 Iteration 3F: 3 clusters Score -34057.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -34071.859375 Penalty: 613.494751 Iteration 4Q: 3 clusters Score -34071.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -34081.074219 Penalty: 613.494751 Iteration 5Q: 3 clusters Score -34081.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -34090.300781 Penalty: 613.494751 Iteration 6Q: 3 clusters Score -34090.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -34098.460938 Penalty: 613.494751 Iteration 7Q: 3 clusters Score -34098.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -34104.472656 Penalty: 613.494751 Iteration 8Q: 3 clusters Score -34104.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -34107.777344 Penalty: 613.494751 Iteration 9Q: 3 clusters Score -34107.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -34110.421875 Penalty: 613.494751 Iteration 10Q: 3 clusters Score -34110.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -34113.746094 Penalty: 613.494751 Iteration 11Q: 3 clusters Score -34113.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -34117.261719 Penalty: 613.494751 Iteration 12Q: 3 clusters Score -34117.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -34120.695312 Penalty: 613.494751 Iteration 13Q: 3 clusters Score -34120.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -34126.246094 Penalty: 613.494751 Iteration 14Q: 3 clusters Score -34126.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -34130.589844 Penalty: 613.494751 Iteration 15Q: 3 clusters Score -34130.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -34137.257812 Penalty: 613.494751 Iteration 16Q: 3 clusters Score -34137.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -34145.578125 Penalty: 613.494751 Iteration 17Q: 3 clusters Score -34145.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -34152.960938 Penalty: 613.494751 Iteration 18Q: 3 clusters Score -34152.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -34161.472656 Penalty: 613.494751 Iteration 19Q: 3 clusters Score -34161.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -34167.125000 Penalty: 613.494751 Iteration 20F: 3 clusters Score -34167.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -34171.164062 Penalty: 613.494751 Iteration 21Q: 3 clusters Score -34171.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -34173.648438 Penalty: 613.494751 Iteration 22Q: 3 clusters Score -34173.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -34178.171875 Penalty: 613.494751 Iteration 23Q: 3 clusters Score -34178.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -34181.527344 Penalty: 613.494751 Iteration 24Q: 3 clusters Score -34181.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -34183.882812 Penalty: 613.494751 Iteration 25Q: 3 clusters Score -34183.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34186.335938 Penalty: 613.494751 Iteration 26Q: 3 clusters Score -34186.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -34189.375000 Penalty: 613.494751 Iteration 27Q: 3 clusters Score -34189.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34190.367188 Penalty: 613.494751 Iteration 28Q: 3 clusters Score -34190.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34190.632812 Penalty: 613.494751 Iteration 29Q: 3 clusters Score -34190.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34190.632812 Penalty: 613.494751 Iteration 30F: 3 clusters Score -34190.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Entering Unmasked Estep Score: -165031.078125 Penalty: 381.518982 Iteration 0F: 2 clusters Score -165031.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -162093.296875 Penalty: 763.037964 Iteration 0F: 3 clusters Score -162093.3 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -163443.843750 Penalty: 763.037964 Iteration 1F: 3 clusters Score -163443.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -163739.953125 Penalty: 763.037964 Iteration 2F: 3 clusters Score -163740 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -164164.125000 Penalty: 763.037964 Iteration 3F: 3 clusters Score -164164.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -164535.406250 Penalty: 763.037964 Iteration 4F: 3 clusters Score -164535.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -164728.046875 Penalty: 763.037964 Iteration 5F: 3 clusters Score -164728 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -164872.593750 Penalty: 763.037964 Iteration 6Q: 3 clusters Score -164872.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -164965.046875 Penalty: 763.037964 Iteration 7Q: 3 clusters Score -164965 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -165051.671875 Penalty: 763.037964 Iteration 8Q: 3 clusters Score -165051.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -165133.656250 Penalty: 763.037964 Iteration 9Q: 3 clusters Score -165133.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -165183.875000 Penalty: 763.037964 Iteration 10Q: 3 clusters Score -165183.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -165207.218750 Penalty: 763.037964 Iteration 11Q: 3 clusters Score -165207.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -165220.218750 Penalty: 763.037964 Iteration 12Q: 3 clusters Score -165220.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -165231.125000 Penalty: 763.037964 Iteration 13Q: 3 clusters Score -165231.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -165242.375000 Penalty: 763.037964 Iteration 14Q: 3 clusters Score -165242.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -165249.921875 Penalty: 763.037964 Iteration 15Q: 3 clusters Score -165249.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -165254.250000 Penalty: 763.037964 Iteration 16Q: 3 clusters Score -165254.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -165257.500000 Penalty: 763.037964 Iteration 17Q: 3 clusters Score -165257.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -165260.359375 Penalty: 763.037964 Iteration 18Q: 3 clusters Score -165260.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -165262.453125 Penalty: 763.037964 Iteration 19Q: 3 clusters Score -165262.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -165264.250000 Penalty: 763.037964 Iteration 20F: 3 clusters Score -165264.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -165265.718750 Penalty: 763.037964 Iteration 21Q: 3 clusters Score -165265.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -165266.609375 Penalty: 763.037964 Iteration 22Q: 3 clusters Score -165266.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -165267.484375 Penalty: 763.037964 Iteration 23Q: 3 clusters Score -165267.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -165268.515625 Penalty: 763.037964 Iteration 24Q: 3 clusters Score -165268.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -165268.906250 Penalty: 763.037964 Iteration 25Q: 3 clusters Score -165268.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -165269.609375 Penalty: 763.037964 Iteration 26Q: 3 clusters Score -165269.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -165270.609375 Penalty: 763.037964 Iteration 27Q: 3 clusters Score -165270.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -165272.609375 Penalty: 763.037964 Iteration 28Q: 3 clusters Score -165272.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -165275.312500 Penalty: 763.037964 Iteration 29Q: 3 clusters Score -165275.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -165278.390625 Penalty: 763.037964 Iteration 30Q: 3 clusters Score -165278.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -165280.015625 Penalty: 763.037964 Iteration 31Q: 3 clusters Score -165280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -165280.562500 Penalty: 763.037964 Iteration 32Q: 3 clusters Score -165280.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -165280.500000 Penalty: 763.037964 Iteration 33Q: 3 clusters Score -165280.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -165281.062500 Penalty: 763.037964 Iteration 34Q: 3 clusters Score -165281.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -165281.390625 Penalty: 763.037964 Iteration 35Q: 3 clusters Score -165281.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -165281.390625 Penalty: 763.037964 Iteration 36F: 3 clusters Score -165281.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6942 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 6 contains 77915 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 11778 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 2058 members Mstep: Class 19 contains 60288 members Mstep: Class 20 contains 368 members Mstep: Class 21 contains 2323 members Entering Unmasked Estep Score: -8614289.000000 Penalty: 11686.943359 Splitting cluster 18 changes total score from -8598560.000000 to -8614289.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (60288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60288 members Entering Unmasked Estep Score: -2632578.250000 Penalty: 500.813416 Iteration 0F: 2 clusters Score -2632578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 30151 members Entering Unmasked Estep Score: -2591959.500000 Penalty: 1001.626831 Iteration 0F: 3 clusters Score -2591960 nChanged 29297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31026 members Mstep: Class 2 contains 29262 members Entering Unmasked Estep Score: -2609816.500000 Penalty: 1001.626831 Iteration 1F: 3 clusters Score -2609816 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31382 members Mstep: Class 2 contains 28906 members Entering Unmasked Estep Score: -2610883.500000 Penalty: 1001.626831 Iteration 2Q: 3 clusters Score -2610884 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31902 members Mstep: Class 2 contains 28386 members Entering Unmasked Estep Score: -2612252.000000 Penalty: 1001.626831 Iteration 3Q: 3 clusters Score -2612252 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32519 members Mstep: Class 2 contains 27769 members Entering Unmasked Estep Score: -2613917.750000 Penalty: 1001.626831 Iteration 4F: 3 clusters Score -2613918 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33175 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -2615651.750000 Penalty: 1001.626831 Iteration 5F: 3 clusters Score -2615652 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33836 members Mstep: Class 2 contains 26452 members Entering Unmasked Estep Score: -2617222.250000 Penalty: 1001.626831 Iteration 6F: 3 clusters Score -2617222 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34558 members Mstep: Class 2 contains 25730 members Entering Unmasked Estep Score: -2618486.500000 Penalty: 1001.626831 Iteration 7F: 3 clusters Score -2618486 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35321 members Mstep: Class 2 contains 24967 members Entering Unmasked Estep Score: -2619519.250000 Penalty: 1001.626831 Iteration 8Q: 3 clusters Score -2619519 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36121 members Mstep: Class 2 contains 24167 members Entering Unmasked Estep Score: -2620435.000000 Penalty: 1001.626831 Iteration 9Q: 3 clusters Score -2620435 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36930 members Mstep: Class 2 contains 23358 members Entering Unmasked Estep Score: -2621216.500000 Penalty: 1001.626831 Iteration 10Q: 3 clusters Score -2621216 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37746 members Mstep: Class 2 contains 22542 members Entering Unmasked Estep Score: -2621852.750000 Penalty: 1001.626831 Iteration 11Q: 3 clusters Score -2621853 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38627 members Mstep: Class 2 contains 21661 members Entering Unmasked Estep Score: -2622433.500000 Penalty: 1001.626831 Iteration 12Q: 3 clusters Score -2622434 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39537 members Mstep: Class 2 contains 20751 members Entering Unmasked Estep Score: -2622929.000000 Penalty: 1001.626831 Iteration 13Q: 3 clusters Score -2622929 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40509 members Mstep: Class 2 contains 19779 members Entering Unmasked Estep Score: -2623380.250000 Penalty: 1001.626831 Iteration 14Q: 3 clusters Score -2623380 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41510 members Mstep: Class 2 contains 18778 members Entering Unmasked Estep Score: -2623797.000000 Penalty: 1001.626831 Iteration 15Q: 3 clusters Score -2623797 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42565 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -2624145.000000 Penalty: 1001.626831 Iteration 16Q: 3 clusters Score -2624145 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43663 members Mstep: Class 2 contains 16625 members Entering Unmasked Estep Score: -2624504.250000 Penalty: 1001.626831 Iteration 17Q: 3 clusters Score -2624504 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44796 members Mstep: Class 2 contains 15492 members Entering Unmasked Estep Score: -2624874.000000 Penalty: 1001.626831 Iteration 18Q: 3 clusters Score -2624874 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45965 members Mstep: Class 2 contains 14323 members Entering Unmasked Estep Score: -2625293.750000 Penalty: 1001.626831 Iteration 19Q: 3 clusters Score -2625294 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47193 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -2625690.500000 Penalty: 1001.626831 Iteration 20F: 3 clusters Score -2625690 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48520 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -2626226.250000 Penalty: 1001.626831 Iteration 21Q: 3 clusters Score -2626226 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49888 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -2626847.750000 Penalty: 1001.626831 Iteration 22Q: 3 clusters Score -2626848 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51299 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -2627639.250000 Penalty: 1001.626831 Iteration 23Q: 3 clusters Score -2627639 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52668 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2628683.750000 Penalty: 1001.626831 Iteration 24Q: 3 clusters Score -2628684 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53829 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -2630492.500000 Penalty: 1001.626831 Iteration 25Q: 3 clusters Score -2630492 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54244 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -2633166.000000 Penalty: 1001.626831 Iteration 26Q: 3 clusters Score -2633166 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53581 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -2634163.000000 Penalty: 1001.626831 Iteration 27Q: 3 clusters Score -2634163 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52632 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -2635047.750000 Penalty: 1001.626831 Iteration 28Q: 3 clusters Score -2635048 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51405 members Mstep: Class 2 contains 8883 members Entering Unmasked Estep Score: -2636109.750000 Penalty: 1001.626831 Iteration 29Q: 3 clusters Score -2636110 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49855 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -2637401.000000 Penalty: 1001.626831 Iteration 30Q: 3 clusters Score -2637401 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48006 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -2638976.500000 Penalty: 1001.626831 Iteration 31Q: 3 clusters Score -2638976 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45860 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -2640793.500000 Penalty: 1001.626831 Iteration 32Q: 3 clusters Score -2640794 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43267 members Mstep: Class 2 contains 17021 members Entering Unmasked Estep Score: -2643044.250000 Penalty: 1001.626831 Iteration 33Q: 3 clusters Score -2643044 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40506 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -2645276.000000 Penalty: 1001.626831 Iteration 34Q: 3 clusters Score -2645276 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38108 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -2647109.500000 Penalty: 1001.626831 Iteration 35Q: 3 clusters Score -2647110 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36177 members Mstep: Class 2 contains 24111 members Entering Unmasked Estep Score: -2648447.750000 Penalty: 1001.626831 Iteration 36Q: 3 clusters Score -2648448 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35004 members Mstep: Class 2 contains 25284 members Entering Unmasked Estep Score: -2649082.000000 Penalty: 1001.626831 Iteration 37Q: 3 clusters Score -2649082 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34351 members Mstep: Class 2 contains 25937 members Entering Unmasked Estep Score: -2649311.750000 Penalty: 1001.626831 Iteration 38Q: 3 clusters Score -2649312 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33983 members Mstep: Class 2 contains 26305 members Entering Unmasked Estep Score: -2649431.500000 Penalty: 1001.626831 Iteration 39Q: 3 clusters Score -2649432 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33756 members Mstep: Class 2 contains 26532 members Entering Unmasked Estep Score: -2651895.750000 Penalty: 1001.626831 Iteration 40F: 3 clusters Score -2651896 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31079 members Mstep: Class 2 contains 29209 members Entering Unmasked Estep Score: -2654059.500000 Penalty: 1001.626831 Iteration 41Q: 3 clusters Score -2654060 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29497 members Mstep: Class 2 contains 30791 members Entering Unmasked Estep Score: -2655324.750000 Penalty: 1001.626831 Iteration 42Q: 3 clusters Score -2655325 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28418 members Mstep: Class 2 contains 31870 members Entering Unmasked Estep Score: -2656236.500000 Penalty: 1001.626831 Iteration 43Q: 3 clusters Score -2656236 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27679 members Mstep: Class 2 contains 32609 members Entering Unmasked Estep Score: -2656845.250000 Penalty: 1001.626831 Iteration 44Q: 3 clusters Score -2656845 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27138 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -2657175.000000 Penalty: 1001.626831 Iteration 45Q: 3 clusters Score -2657175 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26811 members Mstep: Class 2 contains 33477 members Entering Unmasked Estep Score: -2657333.750000 Penalty: 1001.626831 Iteration 46Q: 3 clusters Score -2657334 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26548 members Mstep: Class 2 contains 33740 members Entering Unmasked Estep Score: -2657423.750000 Penalty: 1001.626831 Iteration 47Q: 3 clusters Score -2657424 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26316 members Mstep: Class 2 contains 33972 members Entering Unmasked Estep Score: -2657512.000000 Penalty: 1001.626831 Iteration 48Q: 3 clusters Score -2657512 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26095 members Mstep: Class 2 contains 34193 members Entering Unmasked Estep Score: -2657603.250000 Penalty: 1001.626831 Iteration 49Q: 3 clusters Score -2657603 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25908 members Mstep: Class 2 contains 34380 members Entering Unmasked Estep Score: -2657691.000000 Penalty: 1001.626831 Iteration 50Q: 3 clusters Score -2657691 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25732 members Mstep: Class 2 contains 34556 members Entering Unmasked Estep Score: -2657782.750000 Penalty: 1001.626831 Iteration 51Q: 3 clusters Score -2657783 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 34732 members Entering Unmasked Estep Score: -2657874.500000 Penalty: 1001.626831 Iteration 52Q: 3 clusters Score -2657874 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25385 members Mstep: Class 2 contains 34903 members Entering Unmasked Estep Score: -2657990.000000 Penalty: 1001.626831 Iteration 53Q: 3 clusters Score -2657990 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25241 members Mstep: Class 2 contains 35047 members Entering Unmasked Estep Score: -2658062.250000 Penalty: 1001.626831 Iteration 54Q: 3 clusters Score -2658062 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 35150 members Entering Unmasked Estep Score: -2658118.250000 Penalty: 1001.626831 Iteration 55Q: 3 clusters Score -2658118 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 35209 members Entering Unmasked Estep Score: -2658124.000000 Penalty: 1001.626831 Iteration 56Q: 3 clusters Score -2658124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25051 members Mstep: Class 2 contains 35237 members Entering Unmasked Estep Score: -2658129.500000 Penalty: 1001.626831 Iteration 57Q: 3 clusters Score -2658130 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25043 members Mstep: Class 2 contains 35245 members Entering Unmasked Estep Score: -2658129.250000 Penalty: 1001.626831 Iteration 58Q: 3 clusters Score -2658129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25040 members Mstep: Class 2 contains 35248 members Entering Unmasked Estep Score: -2658134.500000 Penalty: 1001.626831 Iteration 59Q: 3 clusters Score -2658134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25039 members Mstep: Class 2 contains 35249 members Entering Unmasked Estep Score: -2658542.500000 Penalty: 1001.626831 Iteration 60F: 3 clusters Score -2658542 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24720 members Mstep: Class 2 contains 35568 members Entering Unmasked Estep Score: -2659066.250000 Penalty: 1001.626831 Iteration 61Q: 3 clusters Score -2659066 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24413 members Mstep: Class 2 contains 35875 members Entering Unmasked Estep Score: -2659718.250000 Penalty: 1001.626831 Iteration 62Q: 3 clusters Score -2659718 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24110 members Mstep: Class 2 contains 36178 members Entering Unmasked Estep Score: -2660701.500000 Penalty: 1001.626831 Iteration 63Q: 3 clusters Score -2660702 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23837 members Mstep: Class 2 contains 36451 members Entering Unmasked Estep Score: -2662151.500000 Penalty: 1001.626831 Iteration 64Q: 3 clusters Score -2662152 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23708 members Mstep: Class 2 contains 36580 members Entering Unmasked Estep Score: -2662897.250000 Penalty: 1001.626831 Iteration 65Q: 3 clusters Score -2662897 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23665 members Mstep: Class 2 contains 36623 members Entering Unmasked Estep Score: -2663152.000000 Penalty: 1001.626831 Iteration 66Q: 3 clusters Score -2663152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 36636 members Entering Unmasked Estep Score: -2663197.750000 Penalty: 1001.626831 Iteration 67Q: 3 clusters Score -2663198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23649 members Mstep: Class 2 contains 36639 members Entering Unmasked Estep Score: -2663215.750000 Penalty: 1001.626831 Iteration 68Q: 3 clusters Score -2663216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23648 members Mstep: Class 2 contains 36640 members Entering Unmasked Estep Score: -2663228.000000 Penalty: 1001.626831 Iteration 69Q: 3 clusters Score -2663228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 36641 members Entering Unmasked Estep Score: -2663236.000000 Penalty: 1001.626831 Iteration 70Q: 3 clusters Score -2663236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 36642 members Entering Unmasked Estep Score: -2663236.500000 Penalty: 1001.626831 Iteration 71Q: 3 clusters Score -2663236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 36642 members Entering Unmasked Estep Score: -2663654.750000 Penalty: 1001.626831 Iteration 72F: 3 clusters Score -2663655 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 36683 members Entering Unmasked Estep Score: -2663910.500000 Penalty: 1001.626831 Iteration 73Q: 3 clusters Score -2663910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 36684 members Entering Unmasked Estep Score: -2663900.250000 Penalty: 1001.626831 Iteration 74Q: 3 clusters Score -2663900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 36684 members Entering Unmasked Estep Score: -2663900.250000 Penalty: 1001.626831 Iteration 75F: 3 clusters Score -2663900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6942 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 6 contains 77915 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 11778 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 2058 members Mstep: Class 19 contains 23604 members Mstep: Class 20 contains 368 members Mstep: Class 21 contains 2323 members Mstep: Class 22 contains 36684 members Entering Unmasked Estep Score: -8645583.000000 Penalty: 12243.464844 Splitting cluster 19 changes total score from -8598560.000000 to -8645583.000000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 230 members Mstep: Class 3 contains 7082 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 1814 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 4066 members Mstep: Class 10 contains 5825 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 11778 members Mstep: Class 14 contains 5982 members Mstep: Class 15 contains 322 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 2058 members Mstep: Class 19 contains 23604 members Entering Unmasked Estep ConsiderDeletion Score: -8652484.000000 Penalty: 12243.464844 Iteration 39Q: 23 clusters Score -8652484 nChanged 6111 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 8074 members Mstep: Class 3 contains 6832 members Mstep: Class 4 contains 675 members Mstep: Class 5 contains 1817 members Mstep: Class 6 contains 76712 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 309 members Mstep: Class 9 contains 3756 members Mstep: Class 10 contains 5842 members Mstep: Class 11 contains 1918 members Mstep: Class 12 contains 12762 members Mstep: Class 13 contains 11925 members Mstep: Class 14 contains 5976 members Mstep: Class 15 contains 333 members Mstep: Class 16 contains 146 members Mstep: Class 17 contains 771 members Mstep: Class 18 contains 2403 members Mstep: Class 19 contains 24250 members Mstep: Class 20 contains 358 members Mstep: Class 21 contains 2390 members Mstep: Class 22 contains 36152 members Entering Unmasked Estep ConsiderDeletion Score: -8659519.000000 Penalty: 12243.464844 Iteration 40F: 23 clusters Score -8659519 nChanged 7448 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 8621 members Mstep: Class 3 contains 6390 members Mstep: Class 4 contains 693 members Mstep: Class 5 contains 1781 members Mstep: Class 6 contains 78770 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 3463 members Mstep: Class 10 contains 5771 members Mstep: Class 11 contains 1670 members Mstep: Class 12 contains 12483 members Mstep: Class 13 contains 12069 members Mstep: Class 14 contains 5959 members Mstep: Class 15 contains 353 members Mstep: Class 16 contains 135 members Mstep: Class 17 contains 697 members Mstep: Class 18 contains 2676 members Mstep: Class 19 contains 22089 members Mstep: Class 20 contains 403 members Mstep: Class 21 contains 2790 members Mstep: Class 22 contains 36231 members Entering Unmasked Estep ConsiderDeletion Score: -8663093.000000 Penalty: 12243.464844 Iteration 41Q: 23 clusters Score -8663093 nChanged 4903 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 8943 members Mstep: Class 3 contains 6128 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 1773 members Mstep: Class 6 contains 80513 members Mstep: Class 7 contains 1489 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 3222 members Mstep: Class 10 contains 5713 members Mstep: Class 11 contains 1480 members Mstep: Class 12 contains 12314 members Mstep: Class 13 contains 12241 members Mstep: Class 14 contains 5975 members Mstep: Class 15 contains 373 members Mstep: Class 16 contains 124 members Mstep: Class 17 contains 647 members Mstep: Class 18 contains 2905 members Mstep: Class 19 contains 20231 members Mstep: Class 20 contains 421 members Mstep: Class 21 contains 3089 members Mstep: Class 22 contains 36159 members Entering Unmasked Estep ConsiderDeletion Score: -8665117.000000 Penalty: 12243.464844 Iteration 42Q: 23 clusters Score -8665117 nChanged 3874 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 9133 members Mstep: Class 3 contains 5942 members Mstep: Class 4 contains 738 members Mstep: Class 5 contains 1774 members Mstep: Class 6 contains 82093 members Mstep: Class 7 contains 1576 members Mstep: Class 8 contains 308 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 5662 members Mstep: Class 11 contains 1380 members Mstep: Class 12 contains 12187 members Mstep: Class 13 contains 12391 members Mstep: Class 14 contains 5976 members Mstep: Class 15 contains 391 members Mstep: Class 16 contains 121 members Mstep: Class 17 contains 600 members Mstep: Class 18 contains 3084 members Mstep: Class 19 contains 18628 members Mstep: Class 20 contains 433 members Mstep: Class 21 contains 3306 members Mstep: Class 22 contains 36012 members Entering Unmasked Estep ConsiderDeletion Score: -8666616.000000 Penalty: 12243.464844 Iteration 43Q: 23 clusters Score -8666616 nChanged 3295 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 9273 members Mstep: Class 3 contains 5805 members Mstep: Class 4 contains 745 members Mstep: Class 5 contains 1772 members Mstep: Class 6 contains 83547 members Mstep: Class 7 contains 1682 members Mstep: Class 8 contains 314 members Mstep: Class 9 contains 2840 members Mstep: Class 10 contains 5620 members Mstep: Class 11 contains 1321 members Mstep: Class 12 contains 12100 members Mstep: Class 13 contains 12482 members Mstep: Class 14 contains 5956 members Mstep: Class 15 contains 412 members Mstep: Class 16 contains 119 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 3213 members Mstep: Class 19 contains 17251 members Mstep: Class 20 contains 442 members Mstep: Class 21 contains 3431 members Mstep: Class 22 contains 35879 members Entering Unmasked Estep ConsiderDeletion Score: -8667724.000000 Penalty: 12243.464844 Iteration 44Q: 23 clusters Score -8667724 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 9362 members Mstep: Class 3 contains 5724 members Mstep: Class 4 contains 745 members Mstep: Class 5 contains 1777 members Mstep: Class 6 contains 84810 members Mstep: Class 7 contains 1797 members Mstep: Class 8 contains 320 members Mstep: Class 9 contains 2648 members Mstep: Class 10 contains 5590 members Mstep: Class 11 contains 1281 members Mstep: Class 12 contains 12051 members Mstep: Class 13 contains 12556 members Mstep: Class 14 contains 5948 members Mstep: Class 15 contains 426 members Mstep: Class 16 contains 118 members Mstep: Class 17 contains 522 members Mstep: Class 18 contains 3325 members Mstep: Class 19 contains 16061 members Mstep: Class 20 contains 450 members Mstep: Class 21 contains 3508 members Mstep: Class 22 contains 35744 members Entering Unmasked Estep ConsiderDeletion Score: -8668754.000000 Penalty: 12243.464844 Iteration 45Q: 23 clusters Score -8668754 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 9448 members Mstep: Class 3 contains 5659 members Mstep: Class 4 contains 740 members Mstep: Class 5 contains 1771 members Mstep: Class 6 contains 85965 members Mstep: Class 7 contains 1927 members Mstep: Class 8 contains 324 members Mstep: Class 9 contains 2463 members Mstep: Class 10 contains 5549 members Mstep: Class 11 contains 1263 members Mstep: Class 12 contains 12006 members Mstep: Class 13 contains 12608 members Mstep: Class 14 contains 5940 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 118 members Mstep: Class 17 contains 483 members Mstep: Class 18 contains 3407 members Mstep: Class 19 contains 15023 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 3561 members Mstep: Class 22 contains 35618 members Entering Unmasked Estep ConsiderDeletion Score: -8669601.000000 Penalty: 12243.464844 Iteration 46Q: 23 clusters Score -8669601 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 9576 members Mstep: Class 3 contains 5597 members Mstep: Class 4 contains 737 members Mstep: Class 5 contains 1771 members Mstep: Class 6 contains 86960 members Mstep: Class 7 contains 2041 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 2269 members Mstep: Class 10 contains 5519 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 11987 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 5919 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 462 members Mstep: Class 18 contains 3471 members Mstep: Class 19 contains 14123 members Mstep: Class 20 contains 447 members Mstep: Class 21 contains 3571 members Mstep: Class 22 contains 35515 members Entering Unmasked Estep ConsiderDeletion Score: -8670389.000000 Penalty: 12243.464844 Iteration 47Q: 23 clusters Score -8670389 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 9733 members Mstep: Class 3 contains 5482 members Mstep: Class 4 contains 737 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 87750 members Mstep: Class 7 contains 2176 members Mstep: Class 8 contains 337 members Mstep: Class 9 contains 2107 members Mstep: Class 10 contains 5489 members Mstep: Class 11 contains 1240 members Mstep: Class 12 contains 11988 members Mstep: Class 13 contains 12685 members Mstep: Class 14 contains 5908 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 439 members Mstep: Class 18 contains 3526 members Mstep: Class 19 contains 13378 members Mstep: Class 20 contains 442 members Mstep: Class 21 contains 3567 members Mstep: Class 22 contains 35429 members Entering Unmasked Estep ConsiderDeletion Score: -8671290.000000 Penalty: 12243.464844 Iteration 48Q: 23 clusters Score -8671290 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 9888 members Mstep: Class 3 contains 5460 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 1785 members Mstep: Class 6 contains 88412 members Mstep: Class 7 contains 2300 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 1942 members Mstep: Class 10 contains 5462 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 11994 members Mstep: Class 13 contains 12708 members Mstep: Class 14 contains 5865 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 415 members Mstep: Class 18 contains 3569 members Mstep: Class 19 contains 12740 members Mstep: Class 20 contains 441 members Mstep: Class 21 contains 3578 members Mstep: Class 22 contains 35323 members Entering Unmasked Estep ConsiderDeletion Score: -8672273.000000 Penalty: 12243.464844 Iteration 49Q: 23 clusters Score -8672273 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 9997 members Mstep: Class 3 contains 5515 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 1785 members Mstep: Class 6 contains 88991 members Mstep: Class 7 contains 2404 members Mstep: Class 8 contains 352 members Mstep: Class 9 contains 1801 members Mstep: Class 10 contains 5439 members Mstep: Class 11 contains 1215 members Mstep: Class 12 contains 12014 members Mstep: Class 13 contains 12731 members Mstep: Class 14 contains 5828 members Mstep: Class 15 contains 466 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 388 members Mstep: Class 18 contains 3592 members Mstep: Class 19 contains 12127 members Mstep: Class 20 contains 441 members Mstep: Class 21 contains 3635 members Mstep: Class 22 contains 35201 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 528.097534 but Gain 556.521484 Score: -8673121.000000 Penalty: 11686.943359 Iteration 50Q: 22 clusters Score -8673121 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10098 members Mstep: Class 3 contains 5648 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 1785 members Mstep: Class 6 contains 89510 members Mstep: Class 7 contains 2509 members Mstep: Class 8 contains 361 members Mstep: Class 9 contains 1706 members Mstep: Class 10 contains 5420 members Mstep: Class 11 contains 1200 members Mstep: Class 12 contains 12049 members Mstep: Class 13 contains 12751 members Mstep: Class 14 contains 5932 members Mstep: Class 15 contains 474 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 3620 members Mstep: Class 19 contains 11596 members Mstep: Class 20 contains 441 members Mstep: Class 21 contains 3692 members Mstep: Class 22 contains 35130 members Entering Unmasked Estep ConsiderDeletion Score: -8674002.000000 Penalty: 11686.943359 Iteration 51Q: 22 clusters Score -8674002 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10099 members Mstep: Class 3 contains 5721 members Mstep: Class 4 contains 687 members Mstep: Class 5 contains 1780 members Mstep: Class 6 contains 89951 members Mstep: Class 7 contains 2555 members Mstep: Class 8 contains 369 members Mstep: Class 9 contains 1614 members Mstep: Class 10 contains 5403 members Mstep: Class 11 contains 1188 members Mstep: Class 12 contains 12092 members Mstep: Class 13 contains 12761 members Mstep: Class 14 contains 5888 members Mstep: Class 15 contains 488 members Mstep: Class 16 contains 116 members Mstep: Class 18 contains 3642 members Mstep: Class 19 contains 11160 members Mstep: Class 20 contains 444 members Mstep: Class 21 contains 3731 members Mstep: Class 22 contains 35069 members Entering Unmasked Estep ConsiderDeletion Score: -8674204.000000 Penalty: 11686.943359 Iteration 52Q: 22 clusters Score -8674204 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 10092 members Mstep: Class 3 contains 5794 members Mstep: Class 4 contains 671 members Mstep: Class 5 contains 1776 members Mstep: Class 6 contains 90321 members Mstep: Class 7 contains 2589 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 1519 members Mstep: Class 10 contains 5382 members Mstep: Class 11 contains 1185 members Mstep: Class 12 contains 12150 members Mstep: Class 13 contains 12769 members Mstep: Class 14 contains 5844 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3672 members Mstep: Class 19 contains 10796 members Mstep: Class 20 contains 446 members Mstep: Class 21 contains 3714 members Mstep: Class 22 contains 35048 members Entering Unmasked Estep ConsiderDeletion Score: -8674424.000000 Penalty: 11686.943359 Iteration 53Q: 22 clusters Score -8674424 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 10074 members Mstep: Class 3 contains 5822 members Mstep: Class 4 contains 647 members Mstep: Class 5 contains 1768 members Mstep: Class 6 contains 90667 members Mstep: Class 7 contains 2618 members Mstep: Class 8 contains 383 members Mstep: Class 9 contains 1442 members Mstep: Class 10 contains 5372 members Mstep: Class 11 contains 1189 members Mstep: Class 12 contains 12199 members Mstep: Class 13 contains 12777 members Mstep: Class 14 contains 5823 members Mstep: Class 15 contains 510 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3719 members Mstep: Class 19 contains 10463 members Mstep: Class 20 contains 445 members Mstep: Class 21 contains 3673 members Mstep: Class 22 contains 35053 members Entering Unmasked Estep ConsiderDeletion Score: -8674599.000000 Penalty: 11686.943359 Iteration 54Q: 22 clusters Score -8674599 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10067 members Mstep: Class 3 contains 5852 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 1762 members Mstep: Class 6 contains 90951 members Mstep: Class 7 contains 2649 members Mstep: Class 8 contains 385 members Mstep: Class 9 contains 1364 members Mstep: Class 10 contains 5354 members Mstep: Class 11 contains 1190 members Mstep: Class 12 contains 12248 members Mstep: Class 13 contains 12790 members Mstep: Class 14 contains 5812 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3766 members Mstep: Class 19 contains 10182 members Mstep: Class 20 contains 445 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 35054 members Entering Unmasked Estep ConsiderDeletion Score: -8674769.000000 Penalty: 11686.943359 Iteration 55Q: 22 clusters Score -8674769 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10060 members Mstep: Class 3 contains 5872 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 1760 members Mstep: Class 6 contains 91173 members Mstep: Class 7 contains 2675 members Mstep: Class 8 contains 387 members Mstep: Class 9 contains 1294 members Mstep: Class 10 contains 5338 members Mstep: Class 11 contains 1191 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 12801 members Mstep: Class 14 contains 5794 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3810 members Mstep: Class 19 contains 9957 members Mstep: Class 20 contains 446 members Mstep: Class 21 contains 3573 members Mstep: Class 22 contains 35055 members Entering Unmasked Estep ConsiderDeletion Score: -8674836.000000 Penalty: 11686.943359 Iteration 56Q: 22 clusters Score -8674836 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10066 members Mstep: Class 3 contains 5900 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 1759 members Mstep: Class 6 contains 91342 members Mstep: Class 7 contains 2706 members Mstep: Class 8 contains 390 members Mstep: Class 9 contains 1230 members Mstep: Class 10 contains 5318 members Mstep: Class 11 contains 1187 members Mstep: Class 12 contains 12322 members Mstep: Class 13 contains 12808 members Mstep: Class 14 contains 5781 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3872 members Mstep: Class 19 contains 9791 members Mstep: Class 20 contains 447 members Mstep: Class 21 contains 3509 members Mstep: Class 22 contains 35055 members Entering Unmasked Estep ConsiderDeletion Score: -8674955.000000 Penalty: 11686.943359 Iteration 57Q: 22 clusters Score -8674955 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10064 members Mstep: Class 3 contains 5918 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 1754 members Mstep: Class 6 contains 91485 members Mstep: Class 7 contains 2739 members Mstep: Class 8 contains 390 members Mstep: Class 9 contains 1176 members Mstep: Class 10 contains 5297 members Mstep: Class 11 contains 1191 members Mstep: Class 12 contains 12357 members Mstep: Class 13 contains 12819 members Mstep: Class 14 contains 5774 members Mstep: Class 15 contains 516 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 3953 members Mstep: Class 19 contains 9646 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 3442 members Mstep: Class 22 contains 35035 members Entering Unmasked Estep ConsiderDeletion Score: -8675127.000000 Penalty: 11686.943359 Iteration 58Q: 22 clusters Score -8675127 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10052 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 1754 members Mstep: Class 6 contains 91607 members Mstep: Class 7 contains 2772 members Mstep: Class 8 contains 388 members Mstep: Class 9 contains 1132 members Mstep: Class 10 contains 5275 members Mstep: Class 11 contains 1193 members Mstep: Class 12 contains 12386 members Mstep: Class 13 contains 12833 members Mstep: Class 14 contains 5770 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 116 members Mstep: Class 18 contains 4046 members Mstep: Class 19 contains 9529 members Mstep: Class 20 contains 448 members Mstep: Class 21 contains 3377 members Mstep: Class 22 contains 34993 members Entering Unmasked Estep ConsiderDeletion Score: -8675365.000000 Penalty: 11686.943359 Iteration 59Q: 22 clusters Score -8675365 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10041 members Mstep: Class 3 contains 5955 members Mstep: Class 4 contains 634 members Mstep: Class 5 contains 1753 members Mstep: Class 6 contains 91706 members Mstep: Class 7 contains 2809 members Mstep: Class 8 contains 387 members Mstep: Class 9 contains 1081 members Mstep: Class 10 contains 5254 members Mstep: Class 11 contains 1195 members Mstep: Class 12 contains 12407 members Mstep: Class 13 contains 12847 members Mstep: Class 14 contains 5769 members Mstep: Class 15 contains 513 members Mstep: Class 16 contains 116 members Mstep: Class 18 contains 4140 members Mstep: Class 19 contains 9453 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 3309 members Mstep: Class 22 contains 34940 members Entering Unmasked Estep ConsiderDeletion Score: -8675800.000000 Penalty: 11686.943359 Iteration 60F: 22 clusters Score -8675800 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 10026 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 1752 members Mstep: Class 6 contains 91805 members Mstep: Class 7 contains 2851 members Mstep: Class 8 contains 387 members Mstep: Class 9 contains 1047 members Mstep: Class 10 contains 5229 members Mstep: Class 11 contains 1204 members Mstep: Class 12 contains 12433 members Mstep: Class 13 contains 12857 members Mstep: Class 14 contains 5766 members Mstep: Class 15 contains 507 members Mstep: Class 16 contains 129 members Mstep: Class 18 contains 4253 members Mstep: Class 19 contains 9398 members Mstep: Class 20 contains 451 members Mstep: Class 21 contains 3254 members Mstep: Class 22 contains 34834 members Entering Unmasked Estep ConsiderDeletion Score: -8676652.000000 Penalty: 11686.943359 Iteration 61Q: 22 clusters Score -8676652 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 10007 members Mstep: Class 3 contains 5958 members Mstep: Class 4 contains 622 members Mstep: Class 5 contains 1753 members Mstep: Class 6 contains 91925 members Mstep: Class 7 contains 2901 members Mstep: Class 8 contains 392 members Mstep: Class 9 contains 1009 members Mstep: Class 10 contains 5208 members Mstep: Class 11 contains 1215 members Mstep: Class 12 contains 12461 members Mstep: Class 13 contains 12872 members Mstep: Class 14 contains 5763 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 126 members Mstep: Class 18 contains 4360 members Mstep: Class 19 contains 9319 members Mstep: Class 20 contains 451 members Mstep: Class 21 contains 3263 members Mstep: Class 22 contains 34669 members Entering Unmasked Estep ConsiderDeletion Score: -8677568.000000 Penalty: 11686.943359 Iteration 62Q: 22 clusters Score -8677568 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 9971 members Mstep: Class 3 contains 5967 members Mstep: Class 4 contains 608 members Mstep: Class 5 contains 1754 members Mstep: Class 6 contains 92041 members Mstep: Class 7 contains 2947 members Mstep: Class 8 contains 398 members Mstep: Class 9 contains 971 members Mstep: Class 10 contains 5193 members Mstep: Class 11 contains 1220 members Mstep: Class 12 contains 12470 members Mstep: Class 13 contains 12881 members Mstep: Class 14 contains 5761 members Mstep: Class 15 contains 493 members Mstep: Class 16 contains 121 members Mstep: Class 18 contains 4440 members Mstep: Class 19 contains 9244 members Mstep: Class 20 contains 451 members Mstep: Class 21 contains 3425 members Mstep: Class 22 contains 34414 members Entering Unmasked Estep ConsiderDeletion Score: -8678414.000000 Penalty: 11686.943359 Iteration 63Q: 22 clusters Score -8678414 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 9937 members Mstep: Class 3 contains 5975 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 1751 members Mstep: Class 6 contains 92126 members Mstep: Class 7 contains 2988 members Mstep: Class 8 contains 402 members Mstep: Class 9 contains 942 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 12492 members Mstep: Class 13 contains 12891 members Mstep: Class 14 contains 5761 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 120 members Mstep: Class 18 contains 4478 members Mstep: Class 19 contains 9159 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 3657 members Mstep: Class 22 contains 34145 members Entering Unmasked Estep ConsiderDeletion Score: -8678854.000000 Penalty: 11686.943359 Iteration 64Q: 22 clusters Score -8678854 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 9894 members Mstep: Class 3 contains 5998 members Mstep: Class 4 contains 590 members Mstep: Class 5 contains 1754 members Mstep: Class 6 contains 92201 members Mstep: Class 7 contains 3033 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 5152 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 12495 members Mstep: Class 13 contains 12903 members Mstep: Class 14 contains 5755 members Mstep: Class 15 contains 496 members Mstep: Class 16 contains 119 members Mstep: Class 18 contains 4506 members Mstep: Class 19 contains 9088 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 3861 members Mstep: Class 22 contains 33910 members Entering Unmasked Estep ConsiderDeletion Score: -8679075.000000 Penalty: 11686.943359 Iteration 65Q: 22 clusters Score -8679075 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 9843 members Mstep: Class 3 contains 6021 members Mstep: Class 4 contains 576 members Mstep: Class 5 contains 1751 members Mstep: Class 6 contains 92273 members Mstep: Class 7 contains 3086 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 901 members Mstep: Class 10 contains 5130 members Mstep: Class 11 contains 1255 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 12915 members Mstep: Class 14 contains 5751 members Mstep: Class 15 contains 505 members Mstep: Class 16 contains 118 members Mstep: Class 18 contains 4516 members Mstep: Class 19 contains 9033 members Mstep: Class 20 contains 448 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 33679 members Entering Unmasked Estep ConsiderDeletion Score: -8679217.000000 Penalty: 11686.943359 Iteration 66Q: 22 clusters Score -8679217 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 9794 members Mstep: Class 3 contains 6042 members Mstep: Class 4 contains 570 members Mstep: Class 5 contains 1748 members Mstep: Class 6 contains 92322 members Mstep: Class 7 contains 3135 members Mstep: Class 8 contains 421 members Mstep: Class 9 contains 878 members Mstep: Class 10 contains 5114 members Mstep: Class 11 contains 1266 members Mstep: Class 12 contains 12521 members Mstep: Class 13 contains 12925 members Mstep: Class 14 contains 5757 members Mstep: Class 15 contains 505 members Mstep: Class 16 contains 115 members Mstep: Class 18 contains 4520 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 4229 members Mstep: Class 22 contains 33478 members Entering Unmasked Estep ConsiderDeletion Score: -8679359.000000 Penalty: 11686.943359 Iteration 67Q: 22 clusters Score -8679359 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 9725 members Mstep: Class 3 contains 6071 members Mstep: Class 4 contains 572 members Mstep: Class 5 contains 1747 members Mstep: Class 6 contains 92362 members Mstep: Class 7 contains 3200 members Mstep: Class 8 contains 428 members Mstep: Class 9 contains 857 members Mstep: Class 10 contains 5092 members Mstep: Class 11 contains 1277 members Mstep: Class 12 contains 12534 members Mstep: Class 13 contains 12931 members Mstep: Class 14 contains 5751 members Mstep: Class 15 contains 501 members Mstep: Class 16 contains 116 members Mstep: Class 18 contains 4527 members Mstep: Class 19 contains 8948 members Mstep: Class 20 contains 446 members Mstep: Class 21 contains 4371 members Mstep: Class 22 contains 33306 members Entering Unmasked Estep ConsiderDeletion Score: -8679444.000000 Penalty: 11686.943359 Iteration 68Q: 22 clusters Score -8679444 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 9629 members Mstep: Class 3 contains 6109 members Mstep: Class 4 contains 574 members Mstep: Class 5 contains 1747 members Mstep: Class 6 contains 92418 members Mstep: Class 7 contains 3274 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 5075 members Mstep: Class 11 contains 1279 members Mstep: Class 12 contains 12541 members Mstep: Class 13 contains 12932 members Mstep: Class 14 contains 5750 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4530 members Mstep: Class 19 contains 8917 members Mstep: Class 20 contains 447 members Mstep: Class 21 contains 4476 members Mstep: Class 22 contains 33174 members Entering Unmasked Estep ConsiderDeletion Score: -8679535.000000 Penalty: 11686.943359 Iteration 69Q: 22 clusters Score -8679535 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 9534 members Mstep: Class 3 contains 6131 members Mstep: Class 4 contains 569 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 92472 members Mstep: Class 7 contains 3344 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 845 members Mstep: Class 10 contains 5061 members Mstep: Class 11 contains 1286 members Mstep: Class 12 contains 12555 members Mstep: Class 13 contains 12941 members Mstep: Class 14 contains 5745 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4526 members Mstep: Class 19 contains 8876 members Mstep: Class 20 contains 447 members Mstep: Class 21 contains 4568 members Mstep: Class 22 contains 33061 members Entering Unmasked Estep ConsiderDeletion Score: -8679633.000000 Penalty: 11686.943359 Iteration 70Q: 22 clusters Score -8679633 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9447 members Mstep: Class 3 contains 6130 members Mstep: Class 4 contains 575 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 92527 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 450 members Mstep: Class 9 contains 859 members Mstep: Class 10 contains 5049 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 12563 members Mstep: Class 13 contains 12951 members Mstep: Class 14 contains 5744 members Mstep: Class 15 contains 489 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4520 members Mstep: Class 19 contains 8839 members Mstep: Class 20 contains 451 members Mstep: Class 21 contains 4638 members Mstep: Class 22 contains 32972 members Entering Unmasked Estep ConsiderDeletion Score: -8679718.000000 Penalty: 11686.943359 Iteration 71Q: 22 clusters Score -8679718 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9360 members Mstep: Class 3 contains 6138 members Mstep: Class 4 contains 584 members Mstep: Class 5 contains 1740 members Mstep: Class 6 contains 92565 members Mstep: Class 7 contains 3467 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 5037 members Mstep: Class 11 contains 1303 members Mstep: Class 12 contains 12580 members Mstep: Class 13 contains 12959 members Mstep: Class 14 contains 5745 members Mstep: Class 15 contains 480 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4510 members Mstep: Class 19 contains 8801 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 4688 members Mstep: Class 22 contains 32900 members Entering Unmasked Estep ConsiderDeletion Score: -8679794.000000 Penalty: 11686.943359 Iteration 72Q: 22 clusters Score -8679794 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9270 members Mstep: Class 3 contains 6147 members Mstep: Class 4 contains 585 members Mstep: Class 5 contains 1741 members Mstep: Class 6 contains 92592 members Mstep: Class 7 contains 3537 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 890 members Mstep: Class 10 contains 5032 members Mstep: Class 11 contains 1317 members Mstep: Class 12 contains 12588 members Mstep: Class 13 contains 12961 members Mstep: Class 14 contains 5752 members Mstep: Class 15 contains 475 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4509 members Mstep: Class 19 contains 8774 members Mstep: Class 20 contains 458 members Mstep: Class 21 contains 4733 members Mstep: Class 22 contains 32826 members Entering Unmasked Estep ConsiderDeletion Score: -8679832.000000 Penalty: 11686.943359 Iteration 73Q: 22 clusters Score -8679832 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9177 members Mstep: Class 3 contains 6153 members Mstep: Class 4 contains 592 members Mstep: Class 5 contains 1744 members Mstep: Class 6 contains 92625 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 902 members Mstep: Class 10 contains 5032 members Mstep: Class 11 contains 1326 members Mstep: Class 12 contains 12590 members Mstep: Class 13 contains 12964 members Mstep: Class 14 contains 5762 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4513 members Mstep: Class 19 contains 8742 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 4769 members Mstep: Class 22 contains 32767 members Entering Unmasked Estep ConsiderDeletion Score: -8679824.000000 Penalty: 11686.943359 Iteration 74Q: 22 clusters Score -8679824 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9101 members Mstep: Class 3 contains 6152 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 1745 members Mstep: Class 6 contains 92656 members Mstep: Class 7 contains 3657 members Mstep: Class 8 contains 457 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 5031 members Mstep: Class 11 contains 1330 members Mstep: Class 12 contains 12594 members Mstep: Class 13 contains 12966 members Mstep: Class 14 contains 5762 members Mstep: Class 15 contains 463 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4514 members Mstep: Class 19 contains 8715 members Mstep: Class 20 contains 462 members Mstep: Class 21 contains 4806 members Mstep: Class 22 contains 32720 members Entering Unmasked Estep ConsiderDeletion Score: -8679866.000000 Penalty: 11686.943359 Iteration 75Q: 22 clusters Score -8679866 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9031 members Mstep: Class 3 contains 6151 members Mstep: Class 4 contains 609 members Mstep: Class 5 contains 1744 members Mstep: Class 6 contains 92703 members Mstep: Class 7 contains 3706 members Mstep: Class 8 contains 460 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 5024 members Mstep: Class 11 contains 1333 members Mstep: Class 12 contains 12587 members Mstep: Class 13 contains 12972 members Mstep: Class 14 contains 5761 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4520 members Mstep: Class 19 contains 8679 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4835 members Mstep: Class 22 contains 32682 members Entering Unmasked Estep ConsiderDeletion Score: -8679867.000000 Penalty: 11686.943359 Iteration 76Q: 22 clusters Score -8679867 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 8955 members Mstep: Class 3 contains 6151 members Mstep: Class 4 contains 615 members Mstep: Class 5 contains 1743 members Mstep: Class 6 contains 92734 members Mstep: Class 7 contains 3765 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 5016 members Mstep: Class 11 contains 1334 members Mstep: Class 12 contains 12590 members Mstep: Class 13 contains 12977 members Mstep: Class 14 contains 5761 members Mstep: Class 15 contains 469 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4519 members Mstep: Class 19 contains 8653 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4873 members Mstep: Class 22 contains 32639 members Entering Unmasked Estep ConsiderDeletion Score: -8679875.000000 Penalty: 11686.943359 Iteration 77Q: 22 clusters Score -8679875 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 8872 members Mstep: Class 3 contains 6156 members Mstep: Class 4 contains 619 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 92758 members Mstep: Class 7 contains 3834 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5012 members Mstep: Class 11 contains 1335 members Mstep: Class 12 contains 12593 members Mstep: Class 13 contains 12981 members Mstep: Class 14 contains 5759 members Mstep: Class 15 contains 470 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4519 members Mstep: Class 19 contains 8632 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4895 members Mstep: Class 22 contains 32610 members Entering Unmasked Estep ConsiderDeletion Score: -8679909.000000 Penalty: 11686.943359 Iteration 78Q: 22 clusters Score -8679909 nChanged 209 Entering ConstructFrom: Score: -8679909.000000 Penalty: 11686.943359 Entering ConstructFrom: Trying to split cluster 1 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -9087.338867 Penalty: 259.064819 Iteration 0F: 2 clusters Score -9087.339 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -8740.188477 Penalty: 518.129639 Iteration 0F: 3 clusters Score -8740.188 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8797.383789 Penalty: 518.129639 Iteration 1F: 3 clusters Score -8797.384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -8813.045898 Penalty: 518.129639 Iteration 2F: 3 clusters Score -8813.046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -8817.470703 Penalty: 518.129639 Iteration 3Q: 3 clusters Score -8817.471 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -8819.502930 Penalty: 518.129639 Iteration 4Q: 3 clusters Score -8819.503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -8822.038086 Penalty: 518.129639 Iteration 5Q: 3 clusters Score -8822.038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -8830.397461 Penalty: 518.129639 Iteration 6Q: 3 clusters Score -8830.397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -8834.698242 Penalty: 518.129639 Iteration 7Q: 3 clusters Score -8834.698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -8842.007812 Penalty: 518.129639 Iteration 8Q: 3 clusters Score -8842.008 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -8845.849609 Penalty: 518.129639 Iteration 9Q: 3 clusters Score -8845.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -8848.201172 Penalty: 518.129639 Iteration 10Q: 3 clusters Score -8848.201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -8849.767578 Penalty: 518.129639 Iteration 11Q: 3 clusters Score -8849.768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -8849.897461 Penalty: 518.129639 Iteration 12Q: 3 clusters Score -8849.897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -8850.087891 Penalty: 518.129639 Iteration 13Q: 3 clusters Score -8850.088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -8850.452148 Penalty: 518.129639 Iteration 14Q: 3 clusters Score -8850.452 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -8850.452148 Penalty: 518.129639 Iteration 15F: 3 clusters Score -8850.452 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Entering Unmasked Estep Score: -366762.812500 Penalty: 413.233368 Iteration 0F: 2 clusters Score -366762.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -360968.250000 Penalty: 826.466736 Iteration 0F: 3 clusters Score -360968.2 nChanged 4071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -363659.281250 Penalty: 826.466736 Iteration 1F: 3 clusters Score -363659.3 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -364079.656250 Penalty: 826.466736 Iteration 2F: 3 clusters Score -364079.7 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -364481.343750 Penalty: 826.466736 Iteration 3F: 3 clusters Score -364481.3 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -364904.562500 Penalty: 826.466736 Iteration 4F: 3 clusters Score -364904.6 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -365264.093750 Penalty: 826.466736 Iteration 5F: 3 clusters Score -365264.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -365545.437500 Penalty: 826.466736 Iteration 6Q: 3 clusters Score -365545.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -365802.375000 Penalty: 826.466736 Iteration 7Q: 3 clusters Score -365802.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -366015.750000 Penalty: 826.466736 Iteration 8Q: 3 clusters Score -366015.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -366175.187500 Penalty: 826.466736 Iteration 9Q: 3 clusters Score -366175.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -366266.875000 Penalty: 826.466736 Iteration 10Q: 3 clusters Score -366266.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -366323.000000 Penalty: 826.466736 Iteration 11Q: 3 clusters Score -366323 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -366385.218750 Penalty: 826.466736 Iteration 12Q: 3 clusters Score -366385.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -366421.562500 Penalty: 826.466736 Iteration 13Q: 3 clusters Score -366421.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -366450.968750 Penalty: 826.466736 Iteration 14Q: 3 clusters Score -366451 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -366490.468750 Penalty: 826.466736 Iteration 15Q: 3 clusters Score -366490.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -366535.531250 Penalty: 826.466736 Iteration 16Q: 3 clusters Score -366535.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -366567.312500 Penalty: 826.466736 Iteration 17Q: 3 clusters Score -366567.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -366591.093750 Penalty: 826.466736 Iteration 18Q: 3 clusters Score -366591.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -366617.343750 Penalty: 826.466736 Iteration 19Q: 3 clusters Score -366617.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -366636.750000 Penalty: 826.466736 Iteration 20F: 3 clusters Score -366636.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -366656.812500 Penalty: 826.466736 Iteration 21Q: 3 clusters Score -366656.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -366677.250000 Penalty: 826.466736 Iteration 22Q: 3 clusters Score -366677.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -366695.343750 Penalty: 826.466736 Iteration 23Q: 3 clusters Score -366695.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -366712.718750 Penalty: 826.466736 Iteration 24Q: 3 clusters Score -366712.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -366730.000000 Penalty: 826.466736 Iteration 25Q: 3 clusters Score -366730 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -366747.656250 Penalty: 826.466736 Iteration 26Q: 3 clusters Score -366747.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -366758.968750 Penalty: 826.466736 Iteration 27Q: 3 clusters Score -366759 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -366766.093750 Penalty: 826.466736 Iteration 28Q: 3 clusters Score -366766.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -366771.468750 Penalty: 826.466736 Iteration 29Q: 3 clusters Score -366771.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -366774.562500 Penalty: 826.466736 Iteration 30Q: 3 clusters Score -366774.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -366775.625000 Penalty: 826.466736 Iteration 31Q: 3 clusters Score -366775.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -366776.656250 Penalty: 826.466736 Iteration 32Q: 3 clusters Score -366776.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -366776.718750 Penalty: 826.466736 Iteration 33Q: 3 clusters Score -366776.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -366777.187500 Penalty: 826.466736 Iteration 34Q: 3 clusters Score -366777.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -366777.281250 Penalty: 826.466736 Iteration 35Q: 3 clusters Score -366777.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -366777.593750 Penalty: 826.466736 Iteration 36Q: 3 clusters Score -366777.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -366779.187500 Penalty: 826.466736 Iteration 37Q: 3 clusters Score -366779.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -366779.718750 Penalty: 826.466736 Iteration 38Q: 3 clusters Score -366779.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -366781.562500 Penalty: 826.466736 Iteration 39Q: 3 clusters Score -366781.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -366783.156250 Penalty: 826.466736 Iteration 40F: 3 clusters Score -366783.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -366786.500000 Penalty: 826.466736 Iteration 41Q: 3 clusters Score -366786.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -366790.031250 Penalty: 826.466736 Iteration 42Q: 3 clusters Score -366790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -366793.093750 Penalty: 826.466736 Iteration 43Q: 3 clusters Score -366793.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -366794.875000 Penalty: 826.466736 Iteration 44Q: 3 clusters Score -366794.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -366796.218750 Penalty: 826.466736 Iteration 45Q: 3 clusters Score -366796.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -366798.468750 Penalty: 826.466736 Iteration 46Q: 3 clusters Score -366798.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -366799.687500 Penalty: 826.466736 Iteration 47Q: 3 clusters Score -366799.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -366802.093750 Penalty: 826.466736 Iteration 48Q: 3 clusters Score -366802.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -366804.218750 Penalty: 826.466736 Iteration 49Q: 3 clusters Score -366804.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -366810.375000 Penalty: 826.466736 Iteration 50Q: 3 clusters Score -366810.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -366815.218750 Penalty: 826.466736 Iteration 51Q: 3 clusters Score -366815.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -366822.000000 Penalty: 826.466736 Iteration 52Q: 3 clusters Score -366822 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -366828.718750 Penalty: 826.466736 Iteration 53Q: 3 clusters Score -366828.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -366835.218750 Penalty: 826.466736 Iteration 54Q: 3 clusters Score -366835.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -366840.625000 Penalty: 826.466736 Iteration 55Q: 3 clusters Score -366840.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -366845.437500 Penalty: 826.466736 Iteration 56Q: 3 clusters Score -366845.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -366854.093750 Penalty: 826.466736 Iteration 57Q: 3 clusters Score -366854.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -366861.156250 Penalty: 826.466736 Iteration 58Q: 3 clusters Score -366861.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -366869.062500 Penalty: 826.466736 Iteration 59Q: 3 clusters Score -366869.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -366876.500000 Penalty: 826.466736 Iteration 60F: 3 clusters Score -366876.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -366883.750000 Penalty: 826.466736 Iteration 61Q: 3 clusters Score -366883.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -366891.625000 Penalty: 826.466736 Iteration 62Q: 3 clusters Score -366891.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -366895.906250 Penalty: 826.466736 Iteration 63Q: 3 clusters Score -366895.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -366902.218750 Penalty: 826.466736 Iteration 64Q: 3 clusters Score -366902.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -366912.156250 Penalty: 826.466736 Iteration 65Q: 3 clusters Score -366912.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -366921.156250 Penalty: 826.466736 Iteration 66Q: 3 clusters Score -366921.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -366931.125000 Penalty: 826.466736 Iteration 67Q: 3 clusters Score -366931.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -366936.343750 Penalty: 826.466736 Iteration 68Q: 3 clusters Score -366936.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -366940.750000 Penalty: 826.466736 Iteration 69Q: 3 clusters Score -366940.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -366942.843750 Penalty: 826.466736 Iteration 70Q: 3 clusters Score -366942.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -366944.968750 Penalty: 826.466736 Iteration 71Q: 3 clusters Score -366945 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -366946.875000 Penalty: 826.466736 Iteration 72Q: 3 clusters Score -366946.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -366948.843750 Penalty: 826.466736 Iteration 73Q: 3 clusters Score -366948.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -366951.562500 Penalty: 826.466736 Iteration 74Q: 3 clusters Score -366951.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -366953.125000 Penalty: 826.466736 Iteration 75Q: 3 clusters Score -366953.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -366955.125000 Penalty: 826.466736 Iteration 76Q: 3 clusters Score -366955.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -366957.500000 Penalty: 826.466736 Iteration 77Q: 3 clusters Score -366957.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -366959.531250 Penalty: 826.466736 Iteration 78Q: 3 clusters Score -366959.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -366959.531250 Penalty: 826.466736 Iteration 79Q: 3 clusters Score -366959.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -366960.875000 Penalty: 826.466736 Iteration 80F: 3 clusters Score -366960.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -366961.625000 Penalty: 826.466736 Iteration 81Q: 3 clusters Score -366961.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -366962.875000 Penalty: 826.466736 Iteration 82Q: 3 clusters Score -366962.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -366963.093750 Penalty: 826.466736 Iteration 83Q: 3 clusters Score -366963.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -366964.218750 Penalty: 826.466736 Iteration 84Q: 3 clusters Score -366964.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -366963.843750 Penalty: 826.466736 Iteration 85Q: 3 clusters Score -366963.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -366964.281250 Penalty: 826.466736 Iteration 86Q: 3 clusters Score -366964.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -366962.812500 Penalty: 826.466736 Iteration 87Q: 3 clusters Score -366962.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -366963.625000 Penalty: 826.466736 Iteration 88Q: 3 clusters Score -366963.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -366963.625000 Penalty: 826.466736 Iteration 89F: 3 clusters Score -366963.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 6160 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 92774 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 5757 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4916 members Mstep: Class 22 contains 32582 members Entering Unmasked Estep Score: -8679993.000000 Penalty: 12243.464844 Splitting cluster 2 changes total score from -8679909.000000 to -8679993.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 3 (6160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Entering Unmasked Estep Score: -251546.671875 Penalty: 397.025360 Iteration 0F: 2 clusters Score -251546.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -247459.531250 Penalty: 794.050720 Iteration 0F: 3 clusters Score -247459.5 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -249062.671875 Penalty: 794.050720 Iteration 1F: 3 clusters Score -249062.7 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -249321.812500 Penalty: 794.050720 Iteration 2F: 3 clusters Score -249321.8 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -249578.250000 Penalty: 794.050720 Iteration 3F: 3 clusters Score -249578.2 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -249959.984375 Penalty: 794.050720 Iteration 4F: 3 clusters Score -249960 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -250409.718750 Penalty: 794.050720 Iteration 5F: 3 clusters Score -250409.7 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -250726.453125 Penalty: 794.050720 Iteration 6F: 3 clusters Score -250726.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -250923.578125 Penalty: 794.050720 Iteration 7Q: 3 clusters Score -250923.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -251092.640625 Penalty: 794.050720 Iteration 8Q: 3 clusters Score -251092.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -251249.812500 Penalty: 794.050720 Iteration 9Q: 3 clusters Score -251249.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -251385.906250 Penalty: 794.050720 Iteration 10Q: 3 clusters Score -251385.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -251521.031250 Penalty: 794.050720 Iteration 11Q: 3 clusters Score -251521 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -251629.546875 Penalty: 794.050720 Iteration 12Q: 3 clusters Score -251629.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -251727.390625 Penalty: 794.050720 Iteration 13Q: 3 clusters Score -251727.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -251821.968750 Penalty: 794.050720 Iteration 14Q: 3 clusters Score -251822 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -251879.109375 Penalty: 794.050720 Iteration 15Q: 3 clusters Score -251879.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -251924.781250 Penalty: 794.050720 Iteration 16Q: 3 clusters Score -251924.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -251965.812500 Penalty: 794.050720 Iteration 17Q: 3 clusters Score -251965.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -251997.968750 Penalty: 794.050720 Iteration 18Q: 3 clusters Score -251998 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -252025.421875 Penalty: 794.050720 Iteration 19Q: 3 clusters Score -252025.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -252054.734375 Penalty: 794.050720 Iteration 20F: 3 clusters Score -252054.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -252079.671875 Penalty: 794.050720 Iteration 21Q: 3 clusters Score -252079.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -252089.859375 Penalty: 794.050720 Iteration 22Q: 3 clusters Score -252089.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -252094.343750 Penalty: 794.050720 Iteration 23Q: 3 clusters Score -252094.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -252096.281250 Penalty: 794.050720 Iteration 24Q: 3 clusters Score -252096.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -252098.390625 Penalty: 794.050720 Iteration 25Q: 3 clusters Score -252098.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -252099.734375 Penalty: 794.050720 Iteration 26Q: 3 clusters Score -252099.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -252101.296875 Penalty: 794.050720 Iteration 27Q: 3 clusters Score -252101.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -252101.171875 Penalty: 794.050720 Iteration 28Q: 3 clusters Score -252101.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -252101.609375 Penalty: 794.050720 Iteration 29Q: 3 clusters Score -252101.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -252101.984375 Penalty: 794.050720 Iteration 30Q: 3 clusters Score -252102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -252101.625000 Penalty: 794.050720 Iteration 31Q: 3 clusters Score -252101.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -252102.187500 Penalty: 794.050720 Iteration 32Q: 3 clusters Score -252102.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -252101.921875 Penalty: 794.050720 Iteration 33Q: 3 clusters Score -252101.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -252101.921875 Penalty: 794.050720 Iteration 34F: 3 clusters Score -252101.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 4175 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 92774 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 5757 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4916 members Mstep: Class 22 contains 32582 members Mstep: Class 23 contains 1985 members Entering Unmasked Estep Score: -8680379.000000 Penalty: 12799.986328 Splitting cluster 3 changes total score from -8679909.000000 to -8680379.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 4 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -21240.107422 Penalty: 292.917694 Iteration 0F: 2 clusters Score -21240.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -20666.582031 Penalty: 585.835388 Iteration 0F: 3 clusters Score -20666.58 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20827.652344 Penalty: 585.835388 Iteration 1F: 3 clusters Score -20827.65 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20884.603516 Penalty: 585.835388 Iteration 2F: 3 clusters Score -20884.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -20908.248047 Penalty: 585.835388 Iteration 3F: 3 clusters Score -20908.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -20922.880859 Penalty: 585.835388 Iteration 4Q: 3 clusters Score -20922.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -20928.527344 Penalty: 585.835388 Iteration 5Q: 3 clusters Score -20928.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -20932.435547 Penalty: 585.835388 Iteration 6Q: 3 clusters Score -20932.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -20934.910156 Penalty: 585.835388 Iteration 7Q: 3 clusters Score -20934.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -20938.644531 Penalty: 585.835388 Iteration 8Q: 3 clusters Score -20938.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -20940.533203 Penalty: 585.835388 Iteration 9Q: 3 clusters Score -20940.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -20941.447266 Penalty: 585.835388 Iteration 10Q: 3 clusters Score -20941.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -20942.201172 Penalty: 585.835388 Iteration 11Q: 3 clusters Score -20942.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -20942.978516 Penalty: 585.835388 Iteration 12Q: 3 clusters Score -20942.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -20943.726562 Penalty: 585.835388 Iteration 13Q: 3 clusters Score -20943.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -20945.384766 Penalty: 585.835388 Iteration 14Q: 3 clusters Score -20945.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -20946.488281 Penalty: 585.835388 Iteration 15Q: 3 clusters Score -20946.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -20947.916016 Penalty: 585.835388 Iteration 16Q: 3 clusters Score -20947.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -20948.392578 Penalty: 585.835388 Iteration 17Q: 3 clusters Score -20948.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -20948.392578 Penalty: 585.835388 Iteration 18F: 3 clusters Score -20948.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Entering Unmasked Estep Score: -67860.382812 Penalty: 339.556915 Iteration 0F: 2 clusters Score -67860.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -66614.156250 Penalty: 679.113831 Iteration 0F: 3 clusters Score -66614.16 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -67144.039062 Penalty: 679.113831 Iteration 1F: 3 clusters Score -67144.04 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -67339.773438 Penalty: 679.113831 Iteration 2F: 3 clusters Score -67339.77 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -67457.804688 Penalty: 679.113831 Iteration 3F: 3 clusters Score -67457.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -67529.976562 Penalty: 679.113831 Iteration 4F: 3 clusters Score -67529.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -67575.242188 Penalty: 679.113831 Iteration 5Q: 3 clusters Score -67575.24 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -67602.960938 Penalty: 679.113831 Iteration 6Q: 3 clusters Score -67602.96 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -67615.007812 Penalty: 679.113831 Iteration 7Q: 3 clusters Score -67615.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -67621.601562 Penalty: 679.113831 Iteration 8Q: 3 clusters Score -67621.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -67626.710938 Penalty: 679.113831 Iteration 9Q: 3 clusters Score -67626.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -67632.367188 Penalty: 679.113831 Iteration 10Q: 3 clusters Score -67632.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -67640.156250 Penalty: 679.113831 Iteration 11Q: 3 clusters Score -67640.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -67642.578125 Penalty: 679.113831 Iteration 12Q: 3 clusters Score -67642.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -67643.335938 Penalty: 679.113831 Iteration 13Q: 3 clusters Score -67643.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -67643.695312 Penalty: 679.113831 Iteration 14Q: 3 clusters Score -67643.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -67644.296875 Penalty: 679.113831 Iteration 15Q: 3 clusters Score -67644.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -67644.382812 Penalty: 679.113831 Iteration 16Q: 3 clusters Score -67644.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -67644.437500 Penalty: 679.113831 Iteration 17Q: 3 clusters Score -67644.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -67644.437500 Penalty: 679.113831 Iteration 18F: 3 clusters Score -67644.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (92774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92774 members Entering Unmasked Estep Score: -4239087.500000 Penalty: 520.425415 Iteration 0F: 2 clusters Score -4239088 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46211 members Mstep: Class 2 contains 46563 members Entering Unmasked Estep Score: -4176854.250000 Penalty: 1040.850830 Iteration 0F: 3 clusters Score -4176854 nChanged 45175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46162 members Mstep: Class 2 contains 46612 members Entering Unmasked Estep Score: -4209785.500000 Penalty: 1040.850830 Iteration 1F: 3 clusters Score -4209786 nChanged 6731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45917 members Mstep: Class 2 contains 46857 members Entering Unmasked Estep Score: -4214562.000000 Penalty: 1040.850830 Iteration 2F: 3 clusters Score -4214562 nChanged 6793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44884 members Mstep: Class 2 contains 47890 members Entering Unmasked Estep Score: -4219275.000000 Penalty: 1040.850830 Iteration 3F: 3 clusters Score -4219275 nChanged 6306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43166 members Mstep: Class 2 contains 49608 members Entering Unmasked Estep Score: -4223779.500000 Penalty: 1040.850830 Iteration 4F: 3 clusters Score -4223780 nChanged 5529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41139 members Mstep: Class 2 contains 51635 members Entering Unmasked Estep Score: -4227508.000000 Penalty: 1040.850830 Iteration 5F: 3 clusters Score -4227508 nChanged 4465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39084 members Mstep: Class 2 contains 53690 members Entering Unmasked Estep Score: -4230041.000000 Penalty: 1040.850830 Iteration 6Q: 3 clusters Score -4230041 nChanged 3408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37090 members Mstep: Class 2 contains 55684 members Entering Unmasked Estep Score: -4231700.000000 Penalty: 1040.850830 Iteration 7Q: 3 clusters Score -4231700 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35102 members Mstep: Class 2 contains 57672 members Entering Unmasked Estep Score: -4233066.500000 Penalty: 1040.850830 Iteration 8Q: 3 clusters Score -4233066 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33183 members Mstep: Class 2 contains 59591 members Entering Unmasked Estep Score: -4234239.500000 Penalty: 1040.850830 Iteration 9Q: 3 clusters Score -4234240 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31334 members Mstep: Class 2 contains 61440 members Entering Unmasked Estep Score: -4235280.000000 Penalty: 1040.850830 Iteration 10Q: 3 clusters Score -4235280 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29553 members Mstep: Class 2 contains 63221 members Entering Unmasked Estep Score: -4236278.500000 Penalty: 1040.850830 Iteration 11Q: 3 clusters Score -4236278 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27903 members Mstep: Class 2 contains 64871 members Entering Unmasked Estep Score: -4237081.500000 Penalty: 1040.850830 Iteration 12Q: 3 clusters Score -4237082 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26277 members Mstep: Class 2 contains 66497 members Entering Unmasked Estep Score: -4237803.500000 Penalty: 1040.850830 Iteration 13Q: 3 clusters Score -4237804 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24646 members Mstep: Class 2 contains 68128 members Entering Unmasked Estep Score: -4238521.500000 Penalty: 1040.850830 Iteration 14Q: 3 clusters Score -4238522 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23162 members Mstep: Class 2 contains 69612 members Entering Unmasked Estep Score: -4239173.000000 Penalty: 1040.850830 Iteration 15Q: 3 clusters Score -4239173 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 71065 members Entering Unmasked Estep Score: -4239810.500000 Penalty: 1040.850830 Iteration 16Q: 3 clusters Score -4239810 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 72477 members Entering Unmasked Estep Score: -4240382.500000 Penalty: 1040.850830 Iteration 17Q: 3 clusters Score -4240382 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 73810 members Entering Unmasked Estep Score: -4240915.500000 Penalty: 1040.850830 Iteration 18Q: 3 clusters Score -4240916 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17753 members Mstep: Class 2 contains 75021 members Entering Unmasked Estep Score: -4241359.000000 Penalty: 1040.850830 Iteration 19Q: 3 clusters Score -4241359 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 76125 members Entering Unmasked Estep Score: -4241811.500000 Penalty: 1040.850830 Iteration 20F: 3 clusters Score -4241812 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 77148 members Entering Unmasked Estep Score: -4242193.000000 Penalty: 1040.850830 Iteration 21Q: 3 clusters Score -4242193 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14706 members Mstep: Class 2 contains 78068 members Entering Unmasked Estep Score: -4242540.000000 Penalty: 1040.850830 Iteration 22Q: 3 clusters Score -4242540 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13852 members Mstep: Class 2 contains 78922 members Entering Unmasked Estep Score: -4242871.000000 Penalty: 1040.850830 Iteration 23Q: 3 clusters Score -4242871 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 79703 members Entering Unmasked Estep Score: -4243139.000000 Penalty: 1040.850830 Iteration 24Q: 3 clusters Score -4243139 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 80374 members Entering Unmasked Estep Score: -4243385.000000 Penalty: 1040.850830 Iteration 25Q: 3 clusters Score -4243385 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 80965 members Entering Unmasked Estep Score: -4243587.500000 Penalty: 1040.850830 Iteration 26Q: 3 clusters Score -4243588 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 81477 members Entering Unmasked Estep Score: -4243733.500000 Penalty: 1040.850830 Iteration 27Q: 3 clusters Score -4243734 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 81923 members Entering Unmasked Estep Score: -4243840.500000 Penalty: 1040.850830 Iteration 28Q: 3 clusters Score -4243840 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 82312 members Entering Unmasked Estep Score: -4243924.000000 Penalty: 1040.850830 Iteration 29Q: 3 clusters Score -4243924 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 82620 members Entering Unmasked Estep Score: -4243976.500000 Penalty: 1040.850830 Iteration 30Q: 3 clusters Score -4243976 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 82878 members Entering Unmasked Estep Score: -4244012.500000 Penalty: 1040.850830 Iteration 31Q: 3 clusters Score -4244012 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 83119 members Entering Unmasked Estep Score: -4244051.500000 Penalty: 1040.850830 Iteration 32Q: 3 clusters Score -4244052 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 83319 members Entering Unmasked Estep Score: -4244069.000000 Penalty: 1040.850830 Iteration 33Q: 3 clusters Score -4244069 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 83477 members Entering Unmasked Estep Score: -4244078.000000 Penalty: 1040.850830 Iteration 34Q: 3 clusters Score -4244078 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 83616 members Entering Unmasked Estep Score: -4244071.000000 Penalty: 1040.850830 Iteration 35Q: 3 clusters Score -4244071 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 83755 members Entering Unmasked Estep Score: -4244086.000000 Penalty: 1040.850830 Iteration 36Q: 3 clusters Score -4244086 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 83862 members Entering Unmasked Estep Score: -4244081.500000 Penalty: 1040.850830 Iteration 37Q: 3 clusters Score -4244082 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 83963 members Entering Unmasked Estep Score: -4244104.000000 Penalty: 1040.850830 Iteration 38Q: 3 clusters Score -4244104 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 84060 members Entering Unmasked Estep Score: -4244117.000000 Penalty: 1040.850830 Iteration 39Q: 3 clusters Score -4244117 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 84134 members Entering Unmasked Estep Score: -4244128.000000 Penalty: 1040.850830 Iteration 40F: 3 clusters Score -4244128 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 84186 members Entering Unmasked Estep Score: -4244132.500000 Penalty: 1040.850830 Iteration 41Q: 3 clusters Score -4244132 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 84241 members Entering Unmasked Estep Score: -4244141.000000 Penalty: 1040.850830 Iteration 42Q: 3 clusters Score -4244141 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 84293 members Entering Unmasked Estep Score: -4244128.500000 Penalty: 1040.850830 Iteration 43Q: 3 clusters Score -4244128 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 84335 members Entering Unmasked Estep Score: -4244135.500000 Penalty: 1040.850830 Iteration 44Q: 3 clusters Score -4244136 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 84364 members Entering Unmasked Estep Score: -4244135.500000 Penalty: 1040.850830 Iteration 45Q: 3 clusters Score -4244136 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 84393 members Entering Unmasked Estep Score: -4244138.000000 Penalty: 1040.850830 Iteration 46Q: 3 clusters Score -4244138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 84415 members Entering Unmasked Estep Score: -4244133.000000 Penalty: 1040.850830 Iteration 47Q: 3 clusters Score -4244133 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 84432 members Entering Unmasked Estep Score: -4244135.000000 Penalty: 1040.850830 Iteration 48Q: 3 clusters Score -4244135 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 84449 members Entering Unmasked Estep Score: -4244139.500000 Penalty: 1040.850830 Iteration 49Q: 3 clusters Score -4244140 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 84468 members Entering Unmasked Estep Score: -4244142.000000 Penalty: 1040.850830 Iteration 50Q: 3 clusters Score -4244142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 84484 members Entering Unmasked Estep Score: -4244146.000000 Penalty: 1040.850830 Iteration 51Q: 3 clusters Score -4244146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 84503 members Entering Unmasked Estep Score: -4244145.500000 Penalty: 1040.850830 Iteration 52Q: 3 clusters Score -4244146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 84522 members Entering Unmasked Estep Score: -4244147.500000 Penalty: 1040.850830 Iteration 53Q: 3 clusters Score -4244148 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 84551 members Entering Unmasked Estep Score: -4244147.000000 Penalty: 1040.850830 Iteration 54Q: 3 clusters Score -4244147 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 84568 members Entering Unmasked Estep Score: -4244145.500000 Penalty: 1040.850830 Iteration 55Q: 3 clusters Score -4244146 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 84591 members Entering Unmasked Estep Score: -4244151.500000 Penalty: 1040.850830 Iteration 56Q: 3 clusters Score -4244152 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 84620 members Entering Unmasked Estep Score: -4244147.500000 Penalty: 1040.850830 Iteration 57Q: 3 clusters Score -4244148 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 84644 members Entering Unmasked Estep Score: -4244154.500000 Penalty: 1040.850830 Iteration 58Q: 3 clusters Score -4244154 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 84663 members Entering Unmasked Estep Score: -4244152.500000 Penalty: 1040.850830 Iteration 59Q: 3 clusters Score -4244152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 84677 members Entering Unmasked Estep Score: -4244145.500000 Penalty: 1040.850830 Iteration 60F: 3 clusters Score -4244146 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 84689 members Entering Unmasked Estep Score: -4244144.000000 Penalty: 1040.850830 Iteration 61Q: 3 clusters Score -4244144 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 84698 members Entering Unmasked Estep Score: -4244145.000000 Penalty: 1040.850830 Iteration 62Q: 3 clusters Score -4244145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 84706 members Entering Unmasked Estep Score: -4244153.000000 Penalty: 1040.850830 Iteration 63Q: 3 clusters Score -4244153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 84711 members Entering Unmasked Estep Score: -4244153.500000 Penalty: 1040.850830 Iteration 64Q: 3 clusters Score -4244154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 84717 members Entering Unmasked Estep Score: -4244152.000000 Penalty: 1040.850830 Iteration 65Q: 3 clusters Score -4244152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 84718 members Entering Unmasked Estep Score: -4244153.000000 Penalty: 1040.850830 Iteration 66Q: 3 clusters Score -4244153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 84719 members Entering Unmasked Estep Score: -4244154.000000 Penalty: 1040.850830 Iteration 67Q: 3 clusters Score -4244154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 84720 members Entering Unmasked Estep Score: -4244156.000000 Penalty: 1040.850830 Iteration 68Q: 3 clusters Score -4244156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 84723 members Entering Unmasked Estep Score: -4244157.000000 Penalty: 1040.850830 Iteration 69Q: 3 clusters Score -4244157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 84728 members Entering Unmasked Estep Score: -4244153.500000 Penalty: 1040.850830 Iteration 70Q: 3 clusters Score -4244154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 84731 members Entering Unmasked Estep Score: -4244149.500000 Penalty: 1040.850830 Iteration 71Q: 3 clusters Score -4244150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 84734 members Entering Unmasked Estep Score: -4244150.000000 Penalty: 1040.850830 Iteration 72Q: 3 clusters Score -4244150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 84734 members Entering Unmasked Estep Score: -4244150.000000 Penalty: 1040.850830 Iteration 73F: 3 clusters Score -4244150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 4175 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 8040 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 5757 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4916 members Mstep: Class 22 contains 32582 members Mstep: Class 23 contains 1985 members Mstep: Class 24 contains 84734 members Entering Unmasked Estep Score: -8685367.000000 Penalty: 13356.506836 Splitting cluster 6 changes total score from -8679909.000000 to -8685367.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 7 (3900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Entering Unmasked Estep Score: -142928.375000 Penalty: 376.227295 Iteration 0F: 2 clusters Score -142928.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -140297.703125 Penalty: 752.454590 Iteration 0F: 3 clusters Score -140297.7 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -141482.171875 Penalty: 752.454590 Iteration 1F: 3 clusters Score -141482.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -141734.375000 Penalty: 752.454590 Iteration 2F: 3 clusters Score -141734.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -141899.546875 Penalty: 752.454590 Iteration 3F: 3 clusters Score -141899.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -142046.437500 Penalty: 752.454590 Iteration 4F: 3 clusters Score -142046.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -142181.359375 Penalty: 752.454590 Iteration 5Q: 3 clusters Score -142181.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -142324.046875 Penalty: 752.454590 Iteration 6Q: 3 clusters Score -142324 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -142466.531250 Penalty: 752.454590 Iteration 7Q: 3 clusters Score -142466.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -142552.718750 Penalty: 752.454590 Iteration 8Q: 3 clusters Score -142552.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -142602.421875 Penalty: 752.454590 Iteration 9Q: 3 clusters Score -142602.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -142627.703125 Penalty: 752.454590 Iteration 10Q: 3 clusters Score -142627.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -142653.328125 Penalty: 752.454590 Iteration 11Q: 3 clusters Score -142653.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -142684.062500 Penalty: 752.454590 Iteration 12Q: 3 clusters Score -142684.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -142711.109375 Penalty: 752.454590 Iteration 13Q: 3 clusters Score -142711.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -142726.781250 Penalty: 752.454590 Iteration 14Q: 3 clusters Score -142726.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -142746.265625 Penalty: 752.454590 Iteration 15Q: 3 clusters Score -142746.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -142760.671875 Penalty: 752.454590 Iteration 16Q: 3 clusters Score -142760.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -142771.375000 Penalty: 752.454590 Iteration 17Q: 3 clusters Score -142771.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -142780.796875 Penalty: 752.454590 Iteration 18Q: 3 clusters Score -142780.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -142786.359375 Penalty: 752.454590 Iteration 19Q: 3 clusters Score -142786.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -142793.281250 Penalty: 752.454590 Iteration 20F: 3 clusters Score -142793.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -142798.593750 Penalty: 752.454590 Iteration 21Q: 3 clusters Score -142798.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -142802.500000 Penalty: 752.454590 Iteration 22Q: 3 clusters Score -142802.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -142806.203125 Penalty: 752.454590 Iteration 23Q: 3 clusters Score -142806.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -142809.531250 Penalty: 752.454590 Iteration 24Q: 3 clusters Score -142809.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -142811.281250 Penalty: 752.454590 Iteration 25Q: 3 clusters Score -142811.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -142812.281250 Penalty: 752.454590 Iteration 26Q: 3 clusters Score -142812.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -142814.515625 Penalty: 752.454590 Iteration 27Q: 3 clusters Score -142814.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -142816.359375 Penalty: 752.454590 Iteration 28Q: 3 clusters Score -142816.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -142817.375000 Penalty: 752.454590 Iteration 29Q: 3 clusters Score -142817.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -142818.187500 Penalty: 752.454590 Iteration 30Q: 3 clusters Score -142818.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -142819.156250 Penalty: 752.454590 Iteration 31Q: 3 clusters Score -142819.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -142820.484375 Penalty: 752.454590 Iteration 32Q: 3 clusters Score -142820.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -142821.515625 Penalty: 752.454590 Iteration 33Q: 3 clusters Score -142821.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -142822.703125 Penalty: 752.454590 Iteration 34Q: 3 clusters Score -142822.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -142823.359375 Penalty: 752.454590 Iteration 35Q: 3 clusters Score -142823.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -142824.593750 Penalty: 752.454590 Iteration 36Q: 3 clusters Score -142824.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -142825.734375 Penalty: 752.454590 Iteration 37Q: 3 clusters Score -142825.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -142826.203125 Penalty: 752.454590 Iteration 38Q: 3 clusters Score -142826.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -142826.890625 Penalty: 752.454590 Iteration 39Q: 3 clusters Score -142826.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -142827.671875 Penalty: 752.454590 Iteration 40F: 3 clusters Score -142827.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -142828.453125 Penalty: 752.454590 Iteration 41Q: 3 clusters Score -142828.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -142828.937500 Penalty: 752.454590 Iteration 42Q: 3 clusters Score -142828.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -142829.859375 Penalty: 752.454590 Iteration 43Q: 3 clusters Score -142829.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -142830.375000 Penalty: 752.454590 Iteration 44Q: 3 clusters Score -142830.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -142830.703125 Penalty: 752.454590 Iteration 45Q: 3 clusters Score -142830.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -142831.203125 Penalty: 752.454590 Iteration 46Q: 3 clusters Score -142831.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -142831.031250 Penalty: 752.454590 Iteration 47Q: 3 clusters Score -142831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -142831.265625 Penalty: 752.454590 Iteration 48Q: 3 clusters Score -142831.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -142831.468750 Penalty: 752.454590 Iteration 49Q: 3 clusters Score -142831.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -142831.687500 Penalty: 752.454590 Iteration 50Q: 3 clusters Score -142831.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -142831.859375 Penalty: 752.454590 Iteration 51Q: 3 clusters Score -142831.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -142832.125000 Penalty: 752.454590 Iteration 52Q: 3 clusters Score -142832.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -142832.421875 Penalty: 752.454590 Iteration 53Q: 3 clusters Score -142832.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -142833.609375 Penalty: 752.454590 Iteration 54Q: 3 clusters Score -142833.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -142834.859375 Penalty: 752.454590 Iteration 55Q: 3 clusters Score -142834.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -142835.921875 Penalty: 752.454590 Iteration 56Q: 3 clusters Score -142835.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -142837.281250 Penalty: 752.454590 Iteration 57Q: 3 clusters Score -142837.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -142839.171875 Penalty: 752.454590 Iteration 58Q: 3 clusters Score -142839.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -142840.546875 Penalty: 752.454590 Iteration 59Q: 3 clusters Score -142840.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -142841.468750 Penalty: 752.454590 Iteration 60F: 3 clusters Score -142841.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -142842.093750 Penalty: 752.454590 Iteration 61Q: 3 clusters Score -142842.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -142842.468750 Penalty: 752.454590 Iteration 62Q: 3 clusters Score -142842.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -142842.531250 Penalty: 752.454590 Iteration 63Q: 3 clusters Score -142842.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -142843.218750 Penalty: 752.454590 Iteration 64Q: 3 clusters Score -142843.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -142843.906250 Penalty: 752.454590 Iteration 65Q: 3 clusters Score -142843.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -142843.937500 Penalty: 752.454590 Iteration 66Q: 3 clusters Score -142843.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -142844.328125 Penalty: 752.454590 Iteration 67Q: 3 clusters Score -142844.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -142844.562500 Penalty: 752.454590 Iteration 68Q: 3 clusters Score -142844.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -142844.921875 Penalty: 752.454590 Iteration 69Q: 3 clusters Score -142844.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -142845.609375 Penalty: 752.454590 Iteration 70Q: 3 clusters Score -142845.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -142846.250000 Penalty: 752.454590 Iteration 71Q: 3 clusters Score -142846.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -142846.875000 Penalty: 752.454590 Iteration 72Q: 3 clusters Score -142846.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -142848.437500 Penalty: 752.454590 Iteration 73Q: 3 clusters Score -142848.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -142848.812500 Penalty: 752.454590 Iteration 74Q: 3 clusters Score -142848.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -142849.109375 Penalty: 752.454590 Iteration 75Q: 3 clusters Score -142849.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -142848.953125 Penalty: 752.454590 Iteration 76Q: 3 clusters Score -142849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -142849.187500 Penalty: 752.454590 Iteration 77Q: 3 clusters Score -142849.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -142849.187500 Penalty: 752.454590 Iteration 78F: 3 clusters Score -142849.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -12756.804688 Penalty: 279.364746 Iteration 0F: 2 clusters Score -12756.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12297.296875 Penalty: 558.729492 Iteration 0F: 3 clusters Score -12297.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12430.158203 Penalty: 558.729492 Iteration 1F: 3 clusters Score -12430.16 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12466.791992 Penalty: 558.729492 Iteration 2F: 3 clusters Score -12466.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12475.387695 Penalty: 558.729492 Iteration 3Q: 3 clusters Score -12475.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -12485.434570 Penalty: 558.729492 Iteration 4Q: 3 clusters Score -12485.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -12496.059570 Penalty: 558.729492 Iteration 5Q: 3 clusters Score -12496.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -12502.017578 Penalty: 558.729492 Iteration 6Q: 3 clusters Score -12502.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -12505.404297 Penalty: 558.729492 Iteration 7Q: 3 clusters Score -12505.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -12508.239258 Penalty: 558.729492 Iteration 8Q: 3 clusters Score -12508.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -12510.128906 Penalty: 558.729492 Iteration 9Q: 3 clusters Score -12510.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -12511.280273 Penalty: 558.729492 Iteration 10Q: 3 clusters Score -12511.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -12512.499023 Penalty: 558.729492 Iteration 11Q: 3 clusters Score -12512.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -12515.634766 Penalty: 558.729492 Iteration 12Q: 3 clusters Score -12515.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -12518.786133 Penalty: 558.729492 Iteration 13Q: 3 clusters Score -12518.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -12519.527344 Penalty: 558.729492 Iteration 14Q: 3 clusters Score -12519.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -12519.708984 Penalty: 558.729492 Iteration 15Q: 3 clusters Score -12519.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -12520.109375 Penalty: 558.729492 Iteration 16Q: 3 clusters Score -12520.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -12523.642578 Penalty: 558.729492 Iteration 17Q: 3 clusters Score -12523.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -12523.936523 Penalty: 558.729492 Iteration 18Q: 3 clusters Score -12523.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -12524.208008 Penalty: 558.729492 Iteration 19Q: 3 clusters Score -12524.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -12524.208008 Penalty: 558.729492 Iteration 20F: 3 clusters Score -12524.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Entering Unmasked Estep Score: -41143.097656 Penalty: 310.804779 Iteration 0F: 2 clusters Score -41143.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -40415.730469 Penalty: 621.609558 Iteration 0F: 3 clusters Score -40415.73 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -40672.140625 Penalty: 621.609558 Iteration 1F: 3 clusters Score -40672.14 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -40756.792969 Penalty: 621.609558 Iteration 2F: 3 clusters Score -40756.79 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -40818.441406 Penalty: 621.609558 Iteration 3F: 3 clusters Score -40818.44 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -40885.503906 Penalty: 621.609558 Iteration 4F: 3 clusters Score -40885.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -40949.203125 Penalty: 621.609558 Iteration 5F: 3 clusters Score -40949.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -40995.824219 Penalty: 621.609558 Iteration 6Q: 3 clusters Score -40995.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -41023.312500 Penalty: 621.609558 Iteration 7Q: 3 clusters Score -41023.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -41046.617188 Penalty: 621.609558 Iteration 8Q: 3 clusters Score -41046.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -41053.859375 Penalty: 621.609558 Iteration 9Q: 3 clusters Score -41053.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -41055.398438 Penalty: 621.609558 Iteration 10Q: 3 clusters Score -41055.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -41056.152344 Penalty: 621.609558 Iteration 11Q: 3 clusters Score -41056.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -41056.152344 Penalty: 621.609558 Iteration 12F: 3 clusters Score -41056.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Entering Unmasked Estep Score: -232195.796875 Penalty: 387.614105 Iteration 0F: 2 clusters Score -232195.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -228815.796875 Penalty: 775.228210 Iteration 0F: 3 clusters Score -228815.8 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -230131.359375 Penalty: 775.228210 Iteration 1F: 3 clusters Score -230131.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -230281.156250 Penalty: 775.228210 Iteration 2F: 3 clusters Score -230281.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -230449.796875 Penalty: 775.228210 Iteration 3F: 3 clusters Score -230449.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -230678.265625 Penalty: 775.228210 Iteration 4F: 3 clusters Score -230678.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -230959.281250 Penalty: 775.228210 Iteration 5F: 3 clusters Score -230959.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -231136.156250 Penalty: 775.228210 Iteration 6F: 3 clusters Score -231136.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -231263.625000 Penalty: 775.228210 Iteration 7Q: 3 clusters Score -231263.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -231312.328125 Penalty: 775.228210 Iteration 8Q: 3 clusters Score -231312.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -231343.734375 Penalty: 775.228210 Iteration 9Q: 3 clusters Score -231343.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -231375.578125 Penalty: 775.228210 Iteration 10Q: 3 clusters Score -231375.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -231404.031250 Penalty: 775.228210 Iteration 11Q: 3 clusters Score -231404 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -231429.078125 Penalty: 775.228210 Iteration 12Q: 3 clusters Score -231429.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -231454.750000 Penalty: 775.228210 Iteration 13Q: 3 clusters Score -231454.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -231473.453125 Penalty: 775.228210 Iteration 14Q: 3 clusters Score -231473.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -231490.375000 Penalty: 775.228210 Iteration 15Q: 3 clusters Score -231490.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -231510.921875 Penalty: 775.228210 Iteration 16Q: 3 clusters Score -231510.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -231532.359375 Penalty: 775.228210 Iteration 17Q: 3 clusters Score -231532.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -231555.859375 Penalty: 775.228210 Iteration 18Q: 3 clusters Score -231555.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -231582.515625 Penalty: 775.228210 Iteration 19Q: 3 clusters Score -231582.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -231606.421875 Penalty: 775.228210 Iteration 20F: 3 clusters Score -231606.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -231633.140625 Penalty: 775.228210 Iteration 21Q: 3 clusters Score -231633.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -231651.250000 Penalty: 775.228210 Iteration 22Q: 3 clusters Score -231651.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -231666.578125 Penalty: 775.228210 Iteration 23Q: 3 clusters Score -231666.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -231684.171875 Penalty: 775.228210 Iteration 24Q: 3 clusters Score -231684.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -231698.281250 Penalty: 775.228210 Iteration 25Q: 3 clusters Score -231698.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -231707.640625 Penalty: 775.228210 Iteration 26Q: 3 clusters Score -231707.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -231717.156250 Penalty: 775.228210 Iteration 27Q: 3 clusters Score -231717.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -231723.343750 Penalty: 775.228210 Iteration 28Q: 3 clusters Score -231723.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -231729.625000 Penalty: 775.228210 Iteration 29Q: 3 clusters Score -231729.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -231734.437500 Penalty: 775.228210 Iteration 30Q: 3 clusters Score -231734.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -231739.375000 Penalty: 775.228210 Iteration 31Q: 3 clusters Score -231739.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -231744.562500 Penalty: 775.228210 Iteration 32Q: 3 clusters Score -231744.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -231749.187500 Penalty: 775.228210 Iteration 33Q: 3 clusters Score -231749.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -231752.515625 Penalty: 775.228210 Iteration 34Q: 3 clusters Score -231752.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -231755.531250 Penalty: 775.228210 Iteration 35Q: 3 clusters Score -231755.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -231759.000000 Penalty: 775.228210 Iteration 36Q: 3 clusters Score -231759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -231759.625000 Penalty: 775.228210 Iteration 37Q: 3 clusters Score -231759.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -231762.546875 Penalty: 775.228210 Iteration 38Q: 3 clusters Score -231762.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -231765.500000 Penalty: 775.228210 Iteration 39Q: 3 clusters Score -231765.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -231769.703125 Penalty: 775.228210 Iteration 40F: 3 clusters Score -231769.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -231772.281250 Penalty: 775.228210 Iteration 41Q: 3 clusters Score -231772.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -231777.562500 Penalty: 775.228210 Iteration 42Q: 3 clusters Score -231777.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -231782.953125 Penalty: 775.228210 Iteration 43Q: 3 clusters Score -231783 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -231790.718750 Penalty: 775.228210 Iteration 44Q: 3 clusters Score -231790.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -231801.609375 Penalty: 775.228210 Iteration 45Q: 3 clusters Score -231801.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -231810.796875 Penalty: 775.228210 Iteration 46Q: 3 clusters Score -231810.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -231822.671875 Penalty: 775.228210 Iteration 47Q: 3 clusters Score -231822.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -231831.265625 Penalty: 775.228210 Iteration 48Q: 3 clusters Score -231831.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -231838.000000 Penalty: 775.228210 Iteration 49Q: 3 clusters Score -231838 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -231840.984375 Penalty: 775.228210 Iteration 50Q: 3 clusters Score -231841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -231843.734375 Penalty: 775.228210 Iteration 51Q: 3 clusters Score -231843.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -231845.546875 Penalty: 775.228210 Iteration 52Q: 3 clusters Score -231845.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -231846.578125 Penalty: 775.228210 Iteration 53Q: 3 clusters Score -231846.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -231848.781250 Penalty: 775.228210 Iteration 54Q: 3 clusters Score -231848.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -231849.109375 Penalty: 775.228210 Iteration 55Q: 3 clusters Score -231849.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -231850.859375 Penalty: 775.228210 Iteration 56Q: 3 clusters Score -231850.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -231853.421875 Penalty: 775.228210 Iteration 57Q: 3 clusters Score -231853.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231856.468750 Penalty: 775.228210 Iteration 58Q: 3 clusters Score -231856.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -231858.125000 Penalty: 775.228210 Iteration 59Q: 3 clusters Score -231858.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -231863.468750 Penalty: 775.228210 Iteration 60F: 3 clusters Score -231863.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -231866.328125 Penalty: 775.228210 Iteration 61Q: 3 clusters Score -231866.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -231870.453125 Penalty: 775.228210 Iteration 62Q: 3 clusters Score -231870.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -231873.187500 Penalty: 775.228210 Iteration 63Q: 3 clusters Score -231873.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -231874.609375 Penalty: 775.228210 Iteration 64Q: 3 clusters Score -231874.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -231874.546875 Penalty: 775.228210 Iteration 65Q: 3 clusters Score -231874.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -231874.546875 Penalty: 775.228210 Iteration 66F: 3 clusters Score -231874.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Entering Unmasked Estep Score: -60287.890625 Penalty: 327.483307 Iteration 0F: 2 clusters Score -60287.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -59264.207031 Penalty: 654.966614 Iteration 0F: 3 clusters Score -59264.21 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -59625.734375 Penalty: 654.966614 Iteration 1F: 3 clusters Score -59625.73 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -59686.347656 Penalty: 654.966614 Iteration 2F: 3 clusters Score -59686.35 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -59723.429688 Penalty: 654.966614 Iteration 3Q: 3 clusters Score -59723.43 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -59760.871094 Penalty: 654.966614 Iteration 4Q: 3 clusters Score -59760.87 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -59785.109375 Penalty: 654.966614 Iteration 5Q: 3 clusters Score -59785.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -59803.125000 Penalty: 654.966614 Iteration 6Q: 3 clusters Score -59803.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -59823.515625 Penalty: 654.966614 Iteration 7Q: 3 clusters Score -59823.52 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -59835.296875 Penalty: 654.966614 Iteration 8Q: 3 clusters Score -59835.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -59843.875000 Penalty: 654.966614 Iteration 9Q: 3 clusters Score -59843.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -59855.511719 Penalty: 654.966614 Iteration 10Q: 3 clusters Score -59855.51 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -59867.308594 Penalty: 654.966614 Iteration 11Q: 3 clusters Score -59867.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -59876.402344 Penalty: 654.966614 Iteration 12Q: 3 clusters Score -59876.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -59886.789062 Penalty: 654.966614 Iteration 13Q: 3 clusters Score -59886.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -59892.710938 Penalty: 654.966614 Iteration 14Q: 3 clusters Score -59892.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -59901.542969 Penalty: 654.966614 Iteration 15Q: 3 clusters Score -59901.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -59914.523438 Penalty: 654.966614 Iteration 16Q: 3 clusters Score -59914.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -59927.691406 Penalty: 654.966614 Iteration 17Q: 3 clusters Score -59927.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -59939.886719 Penalty: 654.966614 Iteration 18Q: 3 clusters Score -59939.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -59951.890625 Penalty: 654.966614 Iteration 19Q: 3 clusters Score -59951.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -59964.496094 Penalty: 654.966614 Iteration 20F: 3 clusters Score -59964.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -59971.980469 Penalty: 654.966614 Iteration 21Q: 3 clusters Score -59971.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -59976.656250 Penalty: 654.966614 Iteration 22Q: 3 clusters Score -59976.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -59979.453125 Penalty: 654.966614 Iteration 23Q: 3 clusters Score -59979.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -59984.648438 Penalty: 654.966614 Iteration 24Q: 3 clusters Score -59984.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -59992.886719 Penalty: 654.966614 Iteration 25Q: 3 clusters Score -59992.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -59997.679688 Penalty: 654.966614 Iteration 26Q: 3 clusters Score -59997.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -60001.070312 Penalty: 654.966614 Iteration 27Q: 3 clusters Score -60001.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -60003.718750 Penalty: 654.966614 Iteration 28Q: 3 clusters Score -60003.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -60005.375000 Penalty: 654.966614 Iteration 29Q: 3 clusters Score -60005.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -60005.375000 Penalty: 654.966614 Iteration 30F: 3 clusters Score -60005.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Entering Unmasked Estep Score: -548906.625000 Penalty: 429.571625 Iteration 0F: 2 clusters Score -548906.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -540548.812500 Penalty: 859.143250 Iteration 0F: 3 clusters Score -540548.8 nChanged 5919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -544001.375000 Penalty: 859.143250 Iteration 1F: 3 clusters Score -544001.4 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -544251.062500 Penalty: 859.143250 Iteration 2F: 3 clusters Score -544251.1 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -544569.437500 Penalty: 859.143250 Iteration 3F: 3 clusters Score -544569.4 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -544978.500000 Penalty: 859.143250 Iteration 4F: 3 clusters Score -544978.5 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -545542.812500 Penalty: 859.143250 Iteration 5F: 3 clusters Score -545542.8 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -546190.625000 Penalty: 859.143250 Iteration 6F: 3 clusters Score -546190.6 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -546778.687500 Penalty: 859.143250 Iteration 7F: 3 clusters Score -546778.7 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -547251.500000 Penalty: 859.143250 Iteration 8Q: 3 clusters Score -547251.5 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -547546.625000 Penalty: 859.143250 Iteration 9Q: 3 clusters Score -547546.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -547767.500000 Penalty: 859.143250 Iteration 10Q: 3 clusters Score -547767.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -547924.437500 Penalty: 859.143250 Iteration 11Q: 3 clusters Score -547924.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -548020.750000 Penalty: 859.143250 Iteration 12Q: 3 clusters Score -548020.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -548097.562500 Penalty: 859.143250 Iteration 13Q: 3 clusters Score -548097.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -548161.125000 Penalty: 859.143250 Iteration 14Q: 3 clusters Score -548161.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -548213.750000 Penalty: 859.143250 Iteration 15Q: 3 clusters Score -548213.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -548254.375000 Penalty: 859.143250 Iteration 16Q: 3 clusters Score -548254.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -548287.937500 Penalty: 859.143250 Iteration 17Q: 3 clusters Score -548287.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9486 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -548315.562500 Penalty: 859.143250 Iteration 18Q: 3 clusters Score -548315.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -548336.062500 Penalty: 859.143250 Iteration 19Q: 3 clusters Score -548336.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -548358.312500 Penalty: 859.143250 Iteration 20F: 3 clusters Score -548358.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -548380.625000 Penalty: 859.143250 Iteration 21Q: 3 clusters Score -548380.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -548403.375000 Penalty: 859.143250 Iteration 22Q: 3 clusters Score -548403.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -548424.937500 Penalty: 859.143250 Iteration 23Q: 3 clusters Score -548424.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -548440.750000 Penalty: 859.143250 Iteration 24Q: 3 clusters Score -548440.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -548447.437500 Penalty: 859.143250 Iteration 25Q: 3 clusters Score -548447.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -548451.000000 Penalty: 859.143250 Iteration 26Q: 3 clusters Score -548451 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -548452.750000 Penalty: 859.143250 Iteration 27Q: 3 clusters Score -548452.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -548456.312500 Penalty: 859.143250 Iteration 28Q: 3 clusters Score -548456.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -548456.875000 Penalty: 859.143250 Iteration 29Q: 3 clusters Score -548456.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -548456.500000 Penalty: 859.143250 Iteration 30Q: 3 clusters Score -548456.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -548458.875000 Penalty: 859.143250 Iteration 31Q: 3 clusters Score -548458.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -548461.750000 Penalty: 859.143250 Iteration 32Q: 3 clusters Score -548461.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -548465.125000 Penalty: 859.143250 Iteration 33Q: 3 clusters Score -548465.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -548467.812500 Penalty: 859.143250 Iteration 34Q: 3 clusters Score -548467.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -548470.187500 Penalty: 859.143250 Iteration 35Q: 3 clusters Score -548470.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -548472.562500 Penalty: 859.143250 Iteration 36Q: 3 clusters Score -548472.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -548478.125000 Penalty: 859.143250 Iteration 37Q: 3 clusters Score -548478.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -548480.000000 Penalty: 859.143250 Iteration 38Q: 3 clusters Score -548480 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -548482.625000 Penalty: 859.143250 Iteration 39Q: 3 clusters Score -548482.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -548483.750000 Penalty: 859.143250 Iteration 40F: 3 clusters Score -548483.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -548486.625000 Penalty: 859.143250 Iteration 41Q: 3 clusters Score -548486.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -548490.000000 Penalty: 859.143250 Iteration 42Q: 3 clusters Score -548490 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -548491.000000 Penalty: 859.143250 Iteration 43Q: 3 clusters Score -548491 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -548492.500000 Penalty: 859.143250 Iteration 44Q: 3 clusters Score -548492.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -548496.312500 Penalty: 859.143250 Iteration 45Q: 3 clusters Score -548496.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -548500.750000 Penalty: 859.143250 Iteration 46Q: 3 clusters Score -548500.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -548503.000000 Penalty: 859.143250 Iteration 47Q: 3 clusters Score -548503 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -548504.000000 Penalty: 859.143250 Iteration 48Q: 3 clusters Score -548504 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -548506.750000 Penalty: 859.143250 Iteration 49Q: 3 clusters Score -548506.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -548508.750000 Penalty: 859.143250 Iteration 50Q: 3 clusters Score -548508.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -548511.750000 Penalty: 859.143250 Iteration 51Q: 3 clusters Score -548511.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -548515.250000 Penalty: 859.143250 Iteration 52Q: 3 clusters Score -548515.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -548517.062500 Penalty: 859.143250 Iteration 53Q: 3 clusters Score -548517.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -548518.750000 Penalty: 859.143250 Iteration 54Q: 3 clusters Score -548518.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -548519.625000 Penalty: 859.143250 Iteration 55Q: 3 clusters Score -548519.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -548521.937500 Penalty: 859.143250 Iteration 56Q: 3 clusters Score -548521.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -548524.812500 Penalty: 859.143250 Iteration 57Q: 3 clusters Score -548524.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -548528.437500 Penalty: 859.143250 Iteration 58Q: 3 clusters Score -548528.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -548530.062500 Penalty: 859.143250 Iteration 59Q: 3 clusters Score -548530.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -548531.500000 Penalty: 859.143250 Iteration 60F: 3 clusters Score -548531.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -548533.937500 Penalty: 859.143250 Iteration 61Q: 3 clusters Score -548533.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -548535.125000 Penalty: 859.143250 Iteration 62Q: 3 clusters Score -548535.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -548535.750000 Penalty: 859.143250 Iteration 63Q: 3 clusters Score -548535.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -548538.625000 Penalty: 859.143250 Iteration 64Q: 3 clusters Score -548538.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -548541.250000 Penalty: 859.143250 Iteration 65Q: 3 clusters Score -548541.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -548544.875000 Penalty: 859.143250 Iteration 66Q: 3 clusters Score -548544.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -548547.375000 Penalty: 859.143250 Iteration 67Q: 3 clusters Score -548547.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -548549.687500 Penalty: 859.143250 Iteration 68Q: 3 clusters Score -548549.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -548550.875000 Penalty: 859.143250 Iteration 69Q: 3 clusters Score -548550.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -548551.500000 Penalty: 859.143250 Iteration 70Q: 3 clusters Score -548551.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -548553.750000 Penalty: 859.143250 Iteration 71Q: 3 clusters Score -548553.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -548554.000000 Penalty: 859.143250 Iteration 72Q: 3 clusters Score -548554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -548554.125000 Penalty: 859.143250 Iteration 73Q: 3 clusters Score -548554.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -548554.875000 Penalty: 859.143250 Iteration 74Q: 3 clusters Score -548554.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10948 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -548555.000000 Penalty: 859.143250 Iteration 75Q: 3 clusters Score -548555 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -548555.937500 Penalty: 859.143250 Iteration 76Q: 3 clusters Score -548555.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -548556.625000 Penalty: 859.143250 Iteration 77Q: 3 clusters Score -548556.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -548560.250000 Penalty: 859.143250 Iteration 78Q: 3 clusters Score -548560.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -548562.750000 Penalty: 859.143250 Iteration 79Q: 3 clusters Score -548562.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -548564.000000 Penalty: 859.143250 Iteration 80F: 3 clusters Score -548564 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -548565.062500 Penalty: 859.143250 Iteration 81Q: 3 clusters Score -548565.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -548565.937500 Penalty: 859.143250 Iteration 82Q: 3 clusters Score -548565.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -548568.187500 Penalty: 859.143250 Iteration 83Q: 3 clusters Score -548568.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -548574.062500 Penalty: 859.143250 Iteration 84Q: 3 clusters Score -548574.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -548576.125000 Penalty: 859.143250 Iteration 85Q: 3 clusters Score -548576.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -548580.562500 Penalty: 859.143250 Iteration 86Q: 3 clusters Score -548580.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -548581.750000 Penalty: 859.143250 Iteration 87Q: 3 clusters Score -548581.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -548583.562500 Penalty: 859.143250 Iteration 88Q: 3 clusters Score -548583.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -548583.937500 Penalty: 859.143250 Iteration 89Q: 3 clusters Score -548583.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -548587.562500 Penalty: 859.143250 Iteration 90Q: 3 clusters Score -548587.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -548590.750000 Penalty: 859.143250 Iteration 91Q: 3 clusters Score -548590.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -548594.750000 Penalty: 859.143250 Iteration 92Q: 3 clusters Score -548594.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -548599.687500 Penalty: 859.143250 Iteration 93Q: 3 clusters Score -548599.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -548607.500000 Penalty: 859.143250 Iteration 94Q: 3 clusters Score -548607.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -548612.750000 Penalty: 859.143250 Iteration 95Q: 3 clusters Score -548612.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -548618.187500 Penalty: 859.143250 Iteration 96Q: 3 clusters Score -548618.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -548621.750000 Penalty: 859.143250 Iteration 97Q: 3 clusters Score -548621.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -548627.687500 Penalty: 859.143250 Iteration 98Q: 3 clusters Score -548627.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -548629.812500 Penalty: 859.143250 Iteration 99Q: 3 clusters Score -548629.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -548635.125000 Penalty: 859.143250 Iteration 100F: 3 clusters Score -548635.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -548637.750000 Penalty: 859.143250 Iteration 101Q: 3 clusters Score -548637.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -548639.125000 Penalty: 859.143250 Iteration 102Q: 3 clusters Score -548639.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -548639.250000 Penalty: 859.143250 Iteration 103Q: 3 clusters Score -548639.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -548640.937500 Penalty: 859.143250 Iteration 104Q: 3 clusters Score -548640.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -548640.687500 Penalty: 859.143250 Iteration 105Q: 3 clusters Score -548640.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -548641.437500 Penalty: 859.143250 Iteration 106Q: 3 clusters Score -548641.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -548641.375000 Penalty: 859.143250 Iteration 107Q: 3 clusters Score -548641.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -548642.500000 Penalty: 859.143250 Iteration 108Q: 3 clusters Score -548642.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11467 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -548643.062500 Penalty: 859.143250 Iteration 109Q: 3 clusters Score -548643.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -548642.875000 Penalty: 859.143250 Iteration 110Q: 3 clusters Score -548642.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -548643.000000 Penalty: 859.143250 Iteration 111Q: 3 clusters Score -548643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -548644.750000 Penalty: 859.143250 Iteration 112Q: 3 clusters Score -548644.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -548644.687500 Penalty: 859.143250 Iteration 113Q: 3 clusters Score -548644.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -548644.812500 Penalty: 859.143250 Iteration 114Q: 3 clusters Score -548644.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -548644.812500 Penalty: 859.143250 Iteration 115Q: 3 clusters Score -548644.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -548645.375000 Penalty: 859.143250 Iteration 116Q: 3 clusters Score -548645.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -548645.625000 Penalty: 859.143250 Iteration 117Q: 3 clusters Score -548645.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -548644.812500 Penalty: 859.143250 Iteration 118Q: 3 clusters Score -548644.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -548645.062500 Penalty: 859.143250 Iteration 119Q: 3 clusters Score -548645.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -548645.062500 Penalty: 859.143250 Iteration 120F: 3 clusters Score -548645.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12986 members Entering Unmasked Estep Score: -601218.500000 Penalty: 430.959045 Iteration 0F: 2 clusters Score -601218.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -592530.187500 Penalty: 861.918091 Iteration 0F: 3 clusters Score -592530.2 nChanged 6147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -596315.687500 Penalty: 861.918091 Iteration 1F: 3 clusters Score -596315.7 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -596906.437500 Penalty: 861.918091 Iteration 2F: 3 clusters Score -596906.4 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -597681.312500 Penalty: 861.918091 Iteration 3F: 3 clusters Score -597681.3 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -598479.375000 Penalty: 861.918091 Iteration 4F: 3 clusters Score -598479.4 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -599226.062500 Penalty: 861.918091 Iteration 5F: 3 clusters Score -599226.1 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -599841.125000 Penalty: 861.918091 Iteration 6F: 3 clusters Score -599841.1 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -600231.625000 Penalty: 861.918091 Iteration 7Q: 3 clusters Score -600231.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -600450.625000 Penalty: 861.918091 Iteration 8Q: 3 clusters Score -600450.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12428 members Entering Unmasked Estep Score: -600615.125000 Penalty: 861.918091 Iteration 9Q: 3 clusters Score -600615.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 12556 members Entering Unmasked Estep Score: -600700.812500 Penalty: 861.918091 Iteration 10Q: 3 clusters Score -600700.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -600751.875000 Penalty: 861.918091 Iteration 11Q: 3 clusters Score -600751.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -600792.250000 Penalty: 861.918091 Iteration 12Q: 3 clusters Score -600792.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -600822.875000 Penalty: 861.918091 Iteration 13Q: 3 clusters Score -600822.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -600851.687500 Penalty: 861.918091 Iteration 14Q: 3 clusters Score -600851.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -600862.687500 Penalty: 861.918091 Iteration 15Q: 3 clusters Score -600862.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -600867.125000 Penalty: 861.918091 Iteration 16Q: 3 clusters Score -600867.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 12804 members Entering Unmasked Estep Score: -600870.125000 Penalty: 861.918091 Iteration 17Q: 3 clusters Score -600870.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 12805 members Entering Unmasked Estep Score: -600874.875000 Penalty: 861.918091 Iteration 18Q: 3 clusters Score -600874.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -600875.625000 Penalty: 861.918091 Iteration 19Q: 3 clusters Score -600875.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -600878.062500 Penalty: 861.918091 Iteration 20F: 3 clusters Score -600878.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -600878.500000 Penalty: 861.918091 Iteration 21Q: 3 clusters Score -600878.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -600879.500000 Penalty: 861.918091 Iteration 22Q: 3 clusters Score -600879.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -600880.187500 Penalty: 861.918091 Iteration 23Q: 3 clusters Score -600880.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 12821 members Entering Unmasked Estep Score: -600882.750000 Penalty: 861.918091 Iteration 24Q: 3 clusters Score -600882.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -600884.312500 Penalty: 861.918091 Iteration 25Q: 3 clusters Score -600884.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 12823 members Entering Unmasked Estep Score: -600884.687500 Penalty: 861.918091 Iteration 26Q: 3 clusters Score -600884.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -600885.625000 Penalty: 861.918091 Iteration 27Q: 3 clusters Score -600885.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -600887.125000 Penalty: 861.918091 Iteration 28Q: 3 clusters Score -600887.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -600889.062500 Penalty: 861.918091 Iteration 29Q: 3 clusters Score -600889.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -600891.062500 Penalty: 861.918091 Iteration 30Q: 3 clusters Score -600891.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -600890.937500 Penalty: 861.918091 Iteration 31Q: 3 clusters Score -600890.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -600890.937500 Penalty: 861.918091 Iteration 32F: 3 clusters Score -600890.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Entering Unmasked Estep Score: -204677.578125 Penalty: 393.946808 Iteration 0F: 2 clusters Score -204677.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -200797.937500 Penalty: 787.893616 Iteration 0F: 3 clusters Score -200797.9 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -202412.656250 Penalty: 787.893616 Iteration 1F: 3 clusters Score -202412.7 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -202651.500000 Penalty: 787.893616 Iteration 2F: 3 clusters Score -202651.5 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -202930.875000 Penalty: 787.893616 Iteration 3F: 3 clusters Score -202930.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -203266.156250 Penalty: 787.893616 Iteration 4F: 3 clusters Score -203266.2 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -203697.312500 Penalty: 787.893616 Iteration 5F: 3 clusters Score -203697.3 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -204348.187500 Penalty: 787.893616 Iteration 6F: 3 clusters Score -204348.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -205006.109375 Penalty: 787.893616 Iteration 7F: 3 clusters Score -205006.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -205415.593750 Penalty: 787.893616 Iteration 8Q: 3 clusters Score -205415.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -205606.437500 Penalty: 787.893616 Iteration 9Q: 3 clusters Score -205606.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -205626.625000 Penalty: 787.893616 Iteration 10Q: 3 clusters Score -205626.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -205629.156250 Penalty: 787.893616 Iteration 11Q: 3 clusters Score -205629.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -205630.359375 Penalty: 787.893616 Iteration 12Q: 3 clusters Score -205630.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -205630.671875 Penalty: 787.893616 Iteration 13Q: 3 clusters Score -205630.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -205630.671875 Penalty: 787.893616 Iteration 14F: 3 clusters Score -205630.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 4175 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 8040 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 1390 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 4916 members Mstep: Class 22 contains 32582 members Mstep: Class 23 contains 1985 members Mstep: Class 24 contains 84734 members Mstep: Class 25 contains 4367 members Entering Unmasked Estep Score: -8686161.000000 Penalty: 13913.028320 Splitting cluster 14 changes total score from -8679909.000000 to -8686161.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Entering Unmasked Estep Score: -13954.781250 Penalty: 280.046051 Iteration 0F: 2 clusters Score -13954.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13494.603516 Penalty: 560.092102 Iteration 0F: 3 clusters Score -13494.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -13628.444336 Penalty: 560.092102 Iteration 1F: 3 clusters Score -13628.44 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -13681.303711 Penalty: 560.092102 Iteration 2F: 3 clusters Score -13681.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -13706.434570 Penalty: 560.092102 Iteration 3F: 3 clusters Score -13706.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -13716.205078 Penalty: 560.092102 Iteration 4Q: 3 clusters Score -13716.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -13721.026367 Penalty: 560.092102 Iteration 5Q: 3 clusters Score -13721.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -13722.590820 Penalty: 560.092102 Iteration 6Q: 3 clusters Score -13722.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -13724.446289 Penalty: 560.092102 Iteration 7Q: 3 clusters Score -13724.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -13725.413086 Penalty: 560.092102 Iteration 8Q: 3 clusters Score -13725.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13725.980469 Penalty: 560.092102 Iteration 9Q: 3 clusters Score -13725.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13725.980469 Penalty: 560.092102 Iteration 10F: 3 clusters Score -13725.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -2770.780518 Penalty: 216.678925 Iteration 0F: 2 clusters Score -2770.781 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -2568.684082 Penalty: 433.357849 Iteration 0F: 3 clusters Score -2568.684 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -2610.685791 Penalty: 433.357849 Iteration 1F: 3 clusters Score -2610.686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -2620.989990 Penalty: 433.357849 Iteration 2F: 3 clusters Score -2620.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Entering Unmasked Estep Score: -177501.015625 Penalty: 382.920044 Iteration 0F: 2 clusters Score -177501 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -174503.109375 Penalty: 765.840088 Iteration 0F: 3 clusters Score -174503.1 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -176117.562500 Penalty: 765.840088 Iteration 1F: 3 clusters Score -176117.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -176593.015625 Penalty: 765.840088 Iteration 2F: 3 clusters Score -176593 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -176891.703125 Penalty: 765.840088 Iteration 3F: 3 clusters Score -176891.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -177051.890625 Penalty: 765.840088 Iteration 4F: 3 clusters Score -177051.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -177129.656250 Penalty: 765.840088 Iteration 5Q: 3 clusters Score -177129.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -177180.359375 Penalty: 765.840088 Iteration 6Q: 3 clusters Score -177180.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -177225.234375 Penalty: 765.840088 Iteration 7Q: 3 clusters Score -177225.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -177259.984375 Penalty: 765.840088 Iteration 8Q: 3 clusters Score -177260 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -177282.265625 Penalty: 765.840088 Iteration 9Q: 3 clusters Score -177282.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -177295.125000 Penalty: 765.840088 Iteration 10Q: 3 clusters Score -177295.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -177303.781250 Penalty: 765.840088 Iteration 11Q: 3 clusters Score -177303.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -177315.375000 Penalty: 765.840088 Iteration 12Q: 3 clusters Score -177315.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -177325.546875 Penalty: 765.840088 Iteration 13Q: 3 clusters Score -177325.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -177331.500000 Penalty: 765.840088 Iteration 14Q: 3 clusters Score -177331.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -177337.468750 Penalty: 765.840088 Iteration 15Q: 3 clusters Score -177337.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -177349.640625 Penalty: 765.840088 Iteration 16Q: 3 clusters Score -177349.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -177366.765625 Penalty: 765.840088 Iteration 17Q: 3 clusters Score -177366.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -177385.750000 Penalty: 765.840088 Iteration 18Q: 3 clusters Score -177385.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -177408.500000 Penalty: 765.840088 Iteration 19Q: 3 clusters Score -177408.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -177429.437500 Penalty: 765.840088 Iteration 20F: 3 clusters Score -177429.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -177438.625000 Penalty: 765.840088 Iteration 21Q: 3 clusters Score -177438.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -177451.234375 Penalty: 765.840088 Iteration 22Q: 3 clusters Score -177451.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -177456.578125 Penalty: 765.840088 Iteration 23Q: 3 clusters Score -177456.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -177461.859375 Penalty: 765.840088 Iteration 24Q: 3 clusters Score -177461.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -177465.718750 Penalty: 765.840088 Iteration 25Q: 3 clusters Score -177465.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -177472.390625 Penalty: 765.840088 Iteration 26Q: 3 clusters Score -177472.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -177475.750000 Penalty: 765.840088 Iteration 27Q: 3 clusters Score -177475.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -177475.906250 Penalty: 765.840088 Iteration 28Q: 3 clusters Score -177475.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -177476.109375 Penalty: 765.840088 Iteration 29Q: 3 clusters Score -177476.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -177476.109375 Penalty: 765.840088 Iteration 30F: 3 clusters Score -177476.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Entering Unmasked Estep Score: -373370.781250 Penalty: 412.297882 Iteration 0F: 2 clusters Score -373370.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -367601.750000 Penalty: 824.595764 Iteration 0F: 3 clusters Score -367601.8 nChanged 4005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -369938.406250 Penalty: 824.595764 Iteration 1F: 3 clusters Score -369938.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -370129.437500 Penalty: 824.595764 Iteration 2F: 3 clusters Score -370129.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -370314.343750 Penalty: 824.595764 Iteration 3F: 3 clusters Score -370314.3 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -370494.593750 Penalty: 824.595764 Iteration 4Q: 3 clusters Score -370494.6 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -370722.968750 Penalty: 824.595764 Iteration 5F: 3 clusters Score -370723 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -371001.312500 Penalty: 824.595764 Iteration 6F: 3 clusters Score -371001.3 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -371311.031250 Penalty: 824.595764 Iteration 7F: 3 clusters Score -371311 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -371609.625000 Penalty: 824.595764 Iteration 8F: 3 clusters Score -371609.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -371889.031250 Penalty: 824.595764 Iteration 9F: 3 clusters Score -371889 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -372124.812500 Penalty: 824.595764 Iteration 10Q: 3 clusters Score -372124.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -372308.687500 Penalty: 824.595764 Iteration 11Q: 3 clusters Score -372308.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -372451.843750 Penalty: 824.595764 Iteration 12Q: 3 clusters Score -372451.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -372577.843750 Penalty: 824.595764 Iteration 13Q: 3 clusters Score -372577.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -372697.593750 Penalty: 824.595764 Iteration 14Q: 3 clusters Score -372697.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -372780.093750 Penalty: 824.595764 Iteration 15Q: 3 clusters Score -372780.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -372847.875000 Penalty: 824.595764 Iteration 16Q: 3 clusters Score -372847.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -372890.000000 Penalty: 824.595764 Iteration 17Q: 3 clusters Score -372890 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -372920.906250 Penalty: 824.595764 Iteration 18Q: 3 clusters Score -372920.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -372946.625000 Penalty: 824.595764 Iteration 19Q: 3 clusters Score -372946.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -372968.968750 Penalty: 824.595764 Iteration 20F: 3 clusters Score -372969 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -372991.406250 Penalty: 824.595764 Iteration 21Q: 3 clusters Score -372991.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -373007.562500 Penalty: 824.595764 Iteration 22Q: 3 clusters Score -373007.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -373027.750000 Penalty: 824.595764 Iteration 23Q: 3 clusters Score -373027.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -373055.468750 Penalty: 824.595764 Iteration 24Q: 3 clusters Score -373055.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -373076.312500 Penalty: 824.595764 Iteration 25Q: 3 clusters Score -373076.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 8110 members Entering Unmasked Estep Score: -373090.000000 Penalty: 824.595764 Iteration 26Q: 3 clusters Score -373090 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -373098.968750 Penalty: 824.595764 Iteration 27Q: 3 clusters Score -373099 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -373105.937500 Penalty: 824.595764 Iteration 28Q: 3 clusters Score -373105.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -373112.437500 Penalty: 824.595764 Iteration 29Q: 3 clusters Score -373112.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -373112.312500 Penalty: 824.595764 Iteration 30Q: 3 clusters Score -373112.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -373113.906250 Penalty: 824.595764 Iteration 31Q: 3 clusters Score -373113.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -373115.281250 Penalty: 824.595764 Iteration 32Q: 3 clusters Score -373115.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -373115.875000 Penalty: 824.595764 Iteration 33Q: 3 clusters Score -373115.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -373116.468750 Penalty: 824.595764 Iteration 34Q: 3 clusters Score -373116.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -373117.500000 Penalty: 824.595764 Iteration 35Q: 3 clusters Score -373117.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -373117.718750 Penalty: 824.595764 Iteration 36Q: 3 clusters Score -373117.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -373118.562500 Penalty: 824.595764 Iteration 37Q: 3 clusters Score -373118.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -373121.562500 Penalty: 824.595764 Iteration 38Q: 3 clusters Score -373121.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -373122.500000 Penalty: 824.595764 Iteration 39Q: 3 clusters Score -373122.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -373122.718750 Penalty: 824.595764 Iteration 40F: 3 clusters Score -373122.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -373123.468750 Penalty: 824.595764 Iteration 41Q: 3 clusters Score -373123.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -373124.031250 Penalty: 824.595764 Iteration 42Q: 3 clusters Score -373124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -373127.031250 Penalty: 824.595764 Iteration 43Q: 3 clusters Score -373127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -373130.031250 Penalty: 824.595764 Iteration 44Q: 3 clusters Score -373130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -373132.156250 Penalty: 824.595764 Iteration 45Q: 3 clusters Score -373132.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -373132.312500 Penalty: 824.595764 Iteration 46Q: 3 clusters Score -373132.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -373131.937500 Penalty: 824.595764 Iteration 47Q: 3 clusters Score -373131.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -373131.937500 Penalty: 824.595764 Iteration 48F: 3 clusters Score -373131.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -15681.050781 Penalty: 279.364746 Iteration 0F: 2 clusters Score -15681.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15222.983398 Penalty: 558.729492 Iteration 0F: 3 clusters Score -15222.98 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15351.213867 Penalty: 558.729492 Iteration 1F: 3 clusters Score -15351.21 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15380.901367 Penalty: 558.729492 Iteration 2F: 3 clusters Score -15380.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -15399.982422 Penalty: 558.729492 Iteration 3F: 3 clusters Score -15399.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15409.909180 Penalty: 558.729492 Iteration 4Q: 3 clusters Score -15409.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -15417.485352 Penalty: 558.729492 Iteration 5Q: 3 clusters Score -15417.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -15421.531250 Penalty: 558.729492 Iteration 6Q: 3 clusters Score -15421.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -15424.770508 Penalty: 558.729492 Iteration 7Q: 3 clusters Score -15424.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15430.328125 Penalty: 558.729492 Iteration 8Q: 3 clusters Score -15430.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -15432.926758 Penalty: 558.729492 Iteration 9Q: 3 clusters Score -15432.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -15434.005859 Penalty: 558.729492 Iteration 10Q: 3 clusters Score -15434.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -15437.727539 Penalty: 558.729492 Iteration 11Q: 3 clusters Score -15437.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -15441.421875 Penalty: 558.729492 Iteration 12Q: 3 clusters Score -15441.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -15443.276367 Penalty: 558.729492 Iteration 13Q: 3 clusters Score -15443.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -15443.871094 Penalty: 558.729492 Iteration 14Q: 3 clusters Score -15443.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15444.156250 Penalty: 558.729492 Iteration 15Q: 3 clusters Score -15444.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15444.156250 Penalty: 558.729492 Iteration 16F: 3 clusters Score -15444.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Entering Unmasked Estep Score: -210970.906250 Penalty: 386.761414 Iteration 0F: 2 clusters Score -210970.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -207639.765625 Penalty: 773.522827 Iteration 0F: 3 clusters Score -207639.8 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -209174.093750 Penalty: 773.522827 Iteration 1F: 3 clusters Score -209174.1 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -209674.218750 Penalty: 773.522827 Iteration 2F: 3 clusters Score -209674.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -210140.093750 Penalty: 773.522827 Iteration 3F: 3 clusters Score -210140.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -210420.234375 Penalty: 773.522827 Iteration 4F: 3 clusters Score -210420.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -210546.171875 Penalty: 773.522827 Iteration 5F: 3 clusters Score -210546.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -210596.015625 Penalty: 773.522827 Iteration 6Q: 3 clusters Score -210596 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -210624.984375 Penalty: 773.522827 Iteration 7Q: 3 clusters Score -210625 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -210645.625000 Penalty: 773.522827 Iteration 8Q: 3 clusters Score -210645.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -210665.843750 Penalty: 773.522827 Iteration 9Q: 3 clusters Score -210665.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -210679.750000 Penalty: 773.522827 Iteration 10Q: 3 clusters Score -210679.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -210691.484375 Penalty: 773.522827 Iteration 11Q: 3 clusters Score -210691.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -210704.906250 Penalty: 773.522827 Iteration 12Q: 3 clusters Score -210704.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -210714.875000 Penalty: 773.522827 Iteration 13Q: 3 clusters Score -210714.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -210725.859375 Penalty: 773.522827 Iteration 14Q: 3 clusters Score -210725.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -210736.796875 Penalty: 773.522827 Iteration 15Q: 3 clusters Score -210736.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -210747.515625 Penalty: 773.522827 Iteration 16Q: 3 clusters Score -210747.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -210754.828125 Penalty: 773.522827 Iteration 17Q: 3 clusters Score -210754.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -210761.875000 Penalty: 773.522827 Iteration 18Q: 3 clusters Score -210761.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -210767.625000 Penalty: 773.522827 Iteration 19Q: 3 clusters Score -210767.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -210772.046875 Penalty: 773.522827 Iteration 20F: 3 clusters Score -210772 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -210777.921875 Penalty: 773.522827 Iteration 21Q: 3 clusters Score -210777.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -210783.218750 Penalty: 773.522827 Iteration 22Q: 3 clusters Score -210783.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -210789.906250 Penalty: 773.522827 Iteration 23Q: 3 clusters Score -210789.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -210795.296875 Penalty: 773.522827 Iteration 24Q: 3 clusters Score -210795.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -210800.734375 Penalty: 773.522827 Iteration 25Q: 3 clusters Score -210800.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -210803.671875 Penalty: 773.522827 Iteration 26Q: 3 clusters Score -210803.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -210806.546875 Penalty: 773.522827 Iteration 27Q: 3 clusters Score -210806.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -210810.734375 Penalty: 773.522827 Iteration 28Q: 3 clusters Score -210810.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -210812.734375 Penalty: 773.522827 Iteration 29Q: 3 clusters Score -210812.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -210814.406250 Penalty: 773.522827 Iteration 30Q: 3 clusters Score -210814.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -210817.796875 Penalty: 773.522827 Iteration 31Q: 3 clusters Score -210817.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -210821.921875 Penalty: 773.522827 Iteration 32Q: 3 clusters Score -210821.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -210827.093750 Penalty: 773.522827 Iteration 33Q: 3 clusters Score -210827.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -210837.000000 Penalty: 773.522827 Iteration 34Q: 3 clusters Score -210837 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -210841.890625 Penalty: 773.522827 Iteration 35Q: 3 clusters Score -210841.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -210845.875000 Penalty: 773.522827 Iteration 36Q: 3 clusters Score -210845.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -210851.515625 Penalty: 773.522827 Iteration 37Q: 3 clusters Score -210851.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -210856.140625 Penalty: 773.522827 Iteration 38Q: 3 clusters Score -210856.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -210861.953125 Penalty: 773.522827 Iteration 39Q: 3 clusters Score -210862 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -210866.343750 Penalty: 773.522827 Iteration 40F: 3 clusters Score -210866.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -210872.250000 Penalty: 773.522827 Iteration 41Q: 3 clusters Score -210872.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -210879.421875 Penalty: 773.522827 Iteration 42Q: 3 clusters Score -210879.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -210889.093750 Penalty: 773.522827 Iteration 43Q: 3 clusters Score -210889.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -210894.187500 Penalty: 773.522827 Iteration 44Q: 3 clusters Score -210894.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -210900.562500 Penalty: 773.522827 Iteration 45Q: 3 clusters Score -210900.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -210916.234375 Penalty: 773.522827 Iteration 46Q: 3 clusters Score -210916.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -210937.625000 Penalty: 773.522827 Iteration 47Q: 3 clusters Score -210937.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -210976.500000 Penalty: 773.522827 Iteration 48Q: 3 clusters Score -210976.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -211008.484375 Penalty: 773.522827 Iteration 49Q: 3 clusters Score -211008.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -211018.718750 Penalty: 773.522827 Iteration 50Q: 3 clusters Score -211018.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -211022.406250 Penalty: 773.522827 Iteration 51Q: 3 clusters Score -211022.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -211024.109375 Penalty: 773.522827 Iteration 52Q: 3 clusters Score -211024.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -211024.828125 Penalty: 773.522827 Iteration 53Q: 3 clusters Score -211024.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -211024.828125 Penalty: 773.522827 Iteration 54F: 3 clusters Score -211024.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 4175 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 8040 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 1390 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 495 members Mstep: Class 22 contains 32582 members Mstep: Class 23 contains 1985 members Mstep: Class 24 contains 84734 members Mstep: Class 25 contains 4367 members Mstep: Class 26 contains 4421 members Entering Unmasked Estep Score: -8686045.000000 Penalty: 14469.549805 Splitting cluster 21 changes total score from -8679909.000000 to -8686045.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 22 (32582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32582 members Entering Unmasked Estep Score: -1496745.625000 Penalty: 472.813965 Iteration 0F: 2 clusters Score -1496746 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -1474854.125000 Penalty: 945.627930 Iteration 0F: 3 clusters Score -1474854 nChanged 15665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17190 members Mstep: Class 2 contains 15392 members Entering Unmasked Estep Score: -1484695.125000 Penalty: 945.627930 Iteration 1F: 3 clusters Score -1484695 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -1485397.500000 Penalty: 945.627930 Iteration 2F: 3 clusters Score -1485398 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -1486151.625000 Penalty: 945.627930 Iteration 3F: 3 clusters Score -1486152 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20303 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -1487001.000000 Penalty: 945.627930 Iteration 4F: 3 clusters Score -1487001 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -1487946.000000 Penalty: 945.627930 Iteration 5F: 3 clusters Score -1487946 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -1489063.625000 Penalty: 945.627930 Iteration 6F: 3 clusters Score -1489064 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1490393.125000 Penalty: 945.627930 Iteration 7F: 3 clusters Score -1490393 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27584 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1492007.375000 Penalty: 945.627930 Iteration 8F: 3 clusters Score -1492007 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29425 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1493645.000000 Penalty: 945.627930 Iteration 9F: 3 clusters Score -1493645 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30816 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1494927.500000 Penalty: 945.627930 Iteration 10Q: 3 clusters Score -1494928 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31665 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1495720.500000 Penalty: 945.627930 Iteration 11Q: 3 clusters Score -1495720 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32050 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1496070.375000 Penalty: 945.627930 Iteration 12Q: 3 clusters Score -1496070 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32216 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1496207.750000 Penalty: 945.627930 Iteration 13Q: 3 clusters Score -1496208 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32293 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1496264.125000 Penalty: 945.627930 Iteration 14Q: 3 clusters Score -1496264 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32329 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1496280.750000 Penalty: 945.627930 Iteration 15Q: 3 clusters Score -1496281 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32360 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1496300.250000 Penalty: 945.627930 Iteration 16Q: 3 clusters Score -1496300 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32383 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -1496317.875000 Penalty: 945.627930 Iteration 17Q: 3 clusters Score -1496318 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32403 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1496337.000000 Penalty: 945.627930 Iteration 18Q: 3 clusters Score -1496337 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32416 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1496347.500000 Penalty: 945.627930 Iteration 19Q: 3 clusters Score -1496348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32427 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -1496349.875000 Penalty: 945.627930 Iteration 20F: 3 clusters Score -1496350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32431 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1496354.125000 Penalty: 945.627930 Iteration 21Q: 3 clusters Score -1496354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32439 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1496359.375000 Penalty: 945.627930 Iteration 22Q: 3 clusters Score -1496359 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32446 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -1496366.000000 Penalty: 945.627930 Iteration 23Q: 3 clusters Score -1496366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32448 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1496366.125000 Penalty: 945.627930 Iteration 24Q: 3 clusters Score -1496366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32449 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1496365.875000 Penalty: 945.627930 Iteration 25Q: 3 clusters Score -1496366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32452 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1496368.125000 Penalty: 945.627930 Iteration 26Q: 3 clusters Score -1496368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32454 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1496370.250000 Penalty: 945.627930 Iteration 27Q: 3 clusters Score -1496370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32456 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1496371.000000 Penalty: 945.627930 Iteration 28Q: 3 clusters Score -1496371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32460 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -1496371.250000 Penalty: 945.627930 Iteration 29Q: 3 clusters Score -1496371 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32461 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -1496371.875000 Penalty: 945.627930 Iteration 30Q: 3 clusters Score -1496372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32462 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1496372.875000 Penalty: 945.627930 Iteration 31Q: 3 clusters Score -1496373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32462 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1496372.875000 Penalty: 945.627930 Iteration 32F: 3 clusters Score -1496373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1435 members Mstep: Class 3 contains 4175 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 8040 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 12596 members Mstep: Class 13 contains 12986 members Mstep: Class 14 contains 1390 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 117 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 495 members Mstep: Class 22 contains 32582 members Entering Unmasked Estep ConsiderDeletion Score: -8687475.000000 Penalty: 14469.549805 Iteration 79Q: 27 clusters Score -8687475 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1608 members Mstep: Class 3 contains 3953 members Mstep: Class 4 contains 634 members Mstep: Class 5 contains 1772 members Mstep: Class 6 contains 8042 members Mstep: Class 7 contains 3988 members Mstep: Class 8 contains 498 members Mstep: Class 9 contains 933 members Mstep: Class 10 contains 5031 members Mstep: Class 11 contains 1343 members Mstep: Class 12 contains 12748 members Mstep: Class 13 contains 13164 members Mstep: Class 14 contains 1512 members Mstep: Class 15 contains 473 members Mstep: Class 16 contains 118 members Mstep: Class 17 contains 6824 members Mstep: Class 18 contains 4515 members Mstep: Class 19 contains 8782 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 32832 members Mstep: Class 23 contains 1869 members Mstep: Class 24 contains 84390 members Mstep: Class 25 contains 4381 members Mstep: Class 26 contains 4342 members Entering Unmasked Estep ConsiderDeletion Score: -8688923.000000 Penalty: 14469.549805 Iteration 80F: 27 clusters Score -8688923 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1706 members Mstep: Class 3 contains 3857 members Mstep: Class 4 contains 613 members Mstep: Class 5 contains 1767 members Mstep: Class 6 contains 8100 members Mstep: Class 7 contains 3972 members Mstep: Class 8 contains 517 members Mstep: Class 9 contains 896 members Mstep: Class 10 contains 4957 members Mstep: Class 11 contains 1343 members Mstep: Class 12 contains 12622 members Mstep: Class 13 contains 13171 members Mstep: Class 14 contains 1587 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 127 members Mstep: Class 17 contains 6595 members Mstep: Class 18 contains 4514 members Mstep: Class 19 contains 8628 members Mstep: Class 20 contains 461 members Mstep: Class 21 contains 533 members Mstep: Class 22 contains 32701 members Mstep: Class 23 contains 1924 members Mstep: Class 24 contains 84752 members Mstep: Class 25 contains 4494 members Mstep: Class 26 contains 4468 members Entering Unmasked Estep ConsiderDeletion Score: -8689531.000000 Penalty: 14469.549805 Iteration 81Q: 27 clusters Score -8689531 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 3802 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 1770 members Mstep: Class 6 contains 8217 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 531 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 4906 members Mstep: Class 11 contains 1345 members Mstep: Class 12 contains 12526 members Mstep: Class 13 contains 13174 members Mstep: Class 14 contains 1649 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 122 members Mstep: Class 17 contains 6424 members Mstep: Class 18 contains 4519 members Mstep: Class 19 contains 8538 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 544 members Mstep: Class 22 contains 32590 members Mstep: Class 23 contains 1943 members Mstep: Class 24 contains 84870 members Mstep: Class 25 contains 4576 members Mstep: Class 26 contains 4568 members Entering Unmasked Estep ConsiderDeletion Score: -8689780.000000 Penalty: 14469.549805 Iteration 82Q: 27 clusters Score -8689780 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1911 members Mstep: Class 3 contains 3764 members Mstep: Class 4 contains 610 members Mstep: Class 5 contains 1774 members Mstep: Class 6 contains 8329 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 543 members Mstep: Class 9 contains 845 members Mstep: Class 10 contains 4872 members Mstep: Class 11 contains 1347 members Mstep: Class 12 contains 12427 members Mstep: Class 13 contains 13175 members Mstep: Class 14 contains 1701 members Mstep: Class 15 contains 435 members Mstep: Class 16 contains 120 members Mstep: Class 17 contains 6325 members Mstep: Class 18 contains 4524 members Mstep: Class 19 contains 8443 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 554 members Mstep: Class 22 contains 32498 members Mstep: Class 23 contains 1958 members Mstep: Class 24 contains 84956 members Mstep: Class 25 contains 4634 members Mstep: Class 26 contains 4629 members Entering Unmasked Estep ConsiderDeletion Score: -8690058.000000 Penalty: 14469.549805 Iteration 83Q: 27 clusters Score -8690058 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1977 members Mstep: Class 3 contains 3735 members Mstep: Class 4 contains 614 members Mstep: Class 5 contains 1777 members Mstep: Class 6 contains 8449 members Mstep: Class 7 contains 3925 members Mstep: Class 8 contains 549 members Mstep: Class 9 contains 817 members Mstep: Class 10 contains 4841 members Mstep: Class 11 contains 1350 members Mstep: Class 12 contains 12359 members Mstep: Class 13 contains 13182 members Mstep: Class 14 contains 1735 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 119 members Mstep: Class 17 contains 6258 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 8376 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 563 members Mstep: Class 22 contains 32426 members Mstep: Class 23 contains 1970 members Mstep: Class 24 contains 84977 members Mstep: Class 25 contains 4683 members Mstep: Class 26 contains 4678 members Entering Unmasked Estep ConsiderDeletion Score: -8690205.000000 Penalty: 14469.549805 Iteration 84Q: 27 clusters Score -8690205 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2047 members Mstep: Class 3 contains 3710 members Mstep: Class 4 contains 610 members Mstep: Class 5 contains 1776 members Mstep: Class 6 contains 8542 members Mstep: Class 7 contains 3911 members Mstep: Class 8 contains 556 members Mstep: Class 9 contains 796 members Mstep: Class 10 contains 4822 members Mstep: Class 11 contains 1353 members Mstep: Class 12 contains 12308 members Mstep: Class 13 contains 13191 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 426 members Mstep: Class 16 contains 117 members Mstep: Class 17 contains 6190 members Mstep: Class 18 contains 4514 members Mstep: Class 19 contains 8321 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 568 members Mstep: Class 22 contains 32369 members Mstep: Class 23 contains 1986 members Mstep: Class 24 contains 84989 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 4715 members Entering Unmasked Estep ConsiderDeletion Score: -8690332.000000 Penalty: 14469.549805 Iteration 85Q: 27 clusters Score -8690332 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2104 members Mstep: Class 3 contains 3694 members Mstep: Class 4 contains 612 members Mstep: Class 5 contains 1773 members Mstep: Class 6 contains 8656 members Mstep: Class 7 contains 3922 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 784 members Mstep: Class 10 contains 4806 members Mstep: Class 11 contains 1352 members Mstep: Class 12 contains 12274 members Mstep: Class 13 contains 13198 members Mstep: Class 14 contains 1779 members Mstep: Class 15 contains 424 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6140 members Mstep: Class 18 contains 4512 members Mstep: Class 19 contains 8254 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 569 members Mstep: Class 22 contains 32310 members Mstep: Class 23 contains 2004 members Mstep: Class 24 contains 84955 members Mstep: Class 25 contains 4745 members Mstep: Class 26 contains 4755 members Entering Unmasked Estep ConsiderDeletion Score: -8690410.000000 Penalty: 14469.549805 Iteration 86Q: 27 clusters Score -8690410 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2167 members Mstep: Class 3 contains 3668 members Mstep: Class 4 contains 612 members Mstep: Class 5 contains 1775 members Mstep: Class 6 contains 8795 members Mstep: Class 7 contains 3914 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 773 members Mstep: Class 10 contains 4791 members Mstep: Class 11 contains 1353 members Mstep: Class 12 contains 12241 members Mstep: Class 13 contains 13210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 422 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6106 members Mstep: Class 18 contains 4519 members Mstep: Class 19 contains 8184 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 32259 members Mstep: Class 23 contains 2021 members Mstep: Class 24 contains 84884 members Mstep: Class 25 contains 4759 members Mstep: Class 26 contains 4788 members Entering Unmasked Estep ConsiderDeletion Score: -8690445.000000 Penalty: 14469.549805 Iteration 87Q: 27 clusters Score -8690445 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2220 members Mstep: Class 3 contains 3656 members Mstep: Class 4 contains 612 members Mstep: Class 5 contains 1778 members Mstep: Class 6 contains 8913 members Mstep: Class 7 contains 3908 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 766 members Mstep: Class 10 contains 4776 members Mstep: Class 11 contains 1353 members Mstep: Class 12 contains 12202 members Mstep: Class 13 contains 13224 members Mstep: Class 14 contains 1816 members Mstep: Class 15 contains 419 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6082 members Mstep: Class 18 contains 4525 members Mstep: Class 19 contains 8121 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 576 members Mstep: Class 22 contains 32208 members Mstep: Class 23 contains 2040 members Mstep: Class 24 contains 84836 members Mstep: Class 25 contains 4760 members Mstep: Class 26 contains 4817 members Entering Unmasked Estep ConsiderDeletion Score: -8690502.000000 Penalty: 14469.549805 Iteration 88Q: 27 clusters Score -8690502 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2243 members Mstep: Class 3 contains 3641 members Mstep: Class 4 contains 615 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 9009 members Mstep: Class 7 contains 3909 members Mstep: Class 8 contains 555 members Mstep: Class 9 contains 758 members Mstep: Class 10 contains 4771 members Mstep: Class 11 contains 1354 members Mstep: Class 12 contains 12165 members Mstep: Class 13 contains 13239 members Mstep: Class 14 contains 1828 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 4532 members Mstep: Class 19 contains 8084 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 578 members Mstep: Class 22 contains 32165 members Mstep: Class 23 contains 2058 members Mstep: Class 24 contains 84788 members Mstep: Class 25 contains 4762 members Mstep: Class 26 contains 4846 members Entering Unmasked Estep ConsiderDeletion Score: -8690553.000000 Penalty: 14469.549805 Iteration 89Q: 27 clusters Score -8690553 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2265 members Mstep: Class 3 contains 3626 members Mstep: Class 4 contains 617 members Mstep: Class 5 contains 1777 members Mstep: Class 6 contains 9098 members Mstep: Class 7 contains 3910 members Mstep: Class 8 contains 556 members Mstep: Class 9 contains 754 members Mstep: Class 10 contains 4764 members Mstep: Class 11 contains 1355 members Mstep: Class 12 contains 12130 members Mstep: Class 13 contains 13253 members Mstep: Class 14 contains 1838 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6034 members Mstep: Class 18 contains 4536 members Mstep: Class 19 contains 8053 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 580 members Mstep: Class 22 contains 32135 members Mstep: Class 23 contains 2069 members Mstep: Class 24 contains 84748 members Mstep: Class 25 contains 4769 members Mstep: Class 26 contains 4865 members Entering Unmasked Estep ConsiderDeletion Score: -8690564.000000 Penalty: 14469.549805 Iteration 90Q: 27 clusters Score -8690564 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2275 members Mstep: Class 3 contains 3611 members Mstep: Class 4 contains 613 members Mstep: Class 5 contains 1776 members Mstep: Class 6 contains 9172 members Mstep: Class 7 contains 3916 members Mstep: Class 8 contains 553 members Mstep: Class 9 contains 749 members Mstep: Class 10 contains 4762 members Mstep: Class 11 contains 1356 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 13266 members Mstep: Class 14 contains 1846 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 4544 members Mstep: Class 19 contains 8026 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 583 members Mstep: Class 22 contains 32108 members Mstep: Class 23 contains 2082 members Mstep: Class 24 contains 84721 members Mstep: Class 25 contains 4771 members Mstep: Class 26 contains 4883 members Entering Unmasked Estep ConsiderDeletion Score: -8690609.000000 Penalty: 14469.549805 Iteration 91Q: 27 clusters Score -8690609 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2286 members Mstep: Class 3 contains 3601 members Mstep: Class 4 contains 618 members Mstep: Class 5 contains 1771 members Mstep: Class 6 contains 9243 members Mstep: Class 7 contains 3925 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 745 members Mstep: Class 10 contains 4758 members Mstep: Class 11 contains 1357 members Mstep: Class 12 contains 12053 members Mstep: Class 13 contains 13281 members Mstep: Class 14 contains 1855 members Mstep: Class 15 contains 430 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 6004 members Mstep: Class 18 contains 4549 members Mstep: Class 19 contains 7996 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 585 members Mstep: Class 22 contains 32085 members Mstep: Class 23 contains 2090 members Mstep: Class 24 contains 84688 members Mstep: Class 25 contains 4767 members Mstep: Class 26 contains 4895 members Entering Unmasked Estep ConsiderDeletion Score: -8690657.000000 Penalty: 14469.549805 Iteration 92Q: 27 clusters Score -8690657 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2297 members Mstep: Class 3 contains 3596 members Mstep: Class 4 contains 617 members Mstep: Class 5 contains 1769 members Mstep: Class 6 contains 9299 members Mstep: Class 7 contains 3941 members Mstep: Class 8 contains 556 members Mstep: Class 9 contains 742 members Mstep: Class 10 contains 4755 members Mstep: Class 11 contains 1356 members Mstep: Class 12 contains 12032 members Mstep: Class 13 contains 13293 members Mstep: Class 14 contains 1861 members Mstep: Class 15 contains 434 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5987 members Mstep: Class 18 contains 4545 members Mstep: Class 19 contains 7972 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 589 members Mstep: Class 22 contains 32070 members Mstep: Class 23 contains 2098 members Mstep: Class 24 contains 84659 members Mstep: Class 25 contains 4765 members Mstep: Class 26 contains 4902 members Entering Unmasked Estep ConsiderDeletion Score: -8690674.000000 Penalty: 14469.549805 Iteration 93Q: 27 clusters Score -8690674 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 3589 members Mstep: Class 4 contains 620 members Mstep: Class 5 contains 1769 members Mstep: Class 6 contains 9350 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 556 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 4755 members Mstep: Class 11 contains 1359 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 13304 members Mstep: Class 14 contains 1865 members Mstep: Class 15 contains 437 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5968 members Mstep: Class 18 contains 4546 members Mstep: Class 19 contains 7945 members Mstep: Class 20 contains 458 members Mstep: Class 21 contains 596 members Mstep: Class 22 contains 32047 members Mstep: Class 23 contains 2106 members Mstep: Class 24 contains 84636 members Mstep: Class 25 contains 4765 members Mstep: Class 26 contains 4911 members Entering Unmasked Estep ConsiderDeletion Score: -8690713.000000 Penalty: 14469.549805 Iteration 94Q: 27 clusters Score -8690713 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2320 members Mstep: Class 3 contains 3582 members Mstep: Class 4 contains 623 members Mstep: Class 5 contains 1768 members Mstep: Class 6 contains 9400 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 740 members Mstep: Class 10 contains 4755 members Mstep: Class 11 contains 1363 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 13321 members Mstep: Class 14 contains 1869 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5958 members Mstep: Class 18 contains 4543 members Mstep: Class 19 contains 7930 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 600 members Mstep: Class 22 contains 32028 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84594 members Mstep: Class 25 contains 4761 members Mstep: Class 26 contains 4915 members Entering Unmasked Estep ConsiderDeletion Score: -8690730.000000 Penalty: 14469.549805 Iteration 95Q: 27 clusters Score -8690730 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2329 members Mstep: Class 3 contains 3576 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 1762 members Mstep: Class 6 contains 9440 members Mstep: Class 7 contains 3977 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 736 members Mstep: Class 10 contains 4750 members Mstep: Class 11 contains 1365 members Mstep: Class 12 contains 11959 members Mstep: Class 13 contains 13341 members Mstep: Class 14 contains 1875 members Mstep: Class 15 contains 438 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5954 members Mstep: Class 18 contains 4549 members Mstep: Class 19 contains 7928 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 606 members Mstep: Class 22 contains 32019 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 84554 members Mstep: Class 25 contains 4763 members Mstep: Class 26 contains 4916 members Entering Unmasked Estep ConsiderDeletion Score: -8690740.000000 Penalty: 14469.549805 Iteration 96Q: 27 clusters Score -8690740 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2335 members Mstep: Class 3 contains 3571 members Mstep: Class 4 contains 627 members Mstep: Class 5 contains 1757 members Mstep: Class 6 contains 9482 members Mstep: Class 7 contains 3992 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 729 members Mstep: Class 10 contains 4744 members Mstep: Class 11 contains 1365 members Mstep: Class 12 contains 11934 members Mstep: Class 13 contains 13353 members Mstep: Class 14 contains 1878 members Mstep: Class 15 contains 441 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5954 members Mstep: Class 18 contains 4560 members Mstep: Class 19 contains 7924 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 32015 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 84511 members Mstep: Class 25 contains 4764 members Mstep: Class 26 contains 4917 members Entering Unmasked Estep ConsiderDeletion Score: -8690766.000000 Penalty: 14469.549805 Iteration 97Q: 27 clusters Score -8690766 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2340 members Mstep: Class 3 contains 3569 members Mstep: Class 4 contains 630 members Mstep: Class 5 contains 1757 members Mstep: Class 6 contains 9527 members Mstep: Class 7 contains 3999 members Mstep: Class 8 contains 565 members Mstep: Class 9 contains 727 members Mstep: Class 10 contains 4738 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11932 members Mstep: Class 13 contains 13367 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5949 members Mstep: Class 18 contains 4567 members Mstep: Class 19 contains 7900 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 32012 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84472 members Mstep: Class 25 contains 4763 members Mstep: Class 26 contains 4920 members Entering Unmasked Estep ConsiderDeletion Score: -8690780.000000 Penalty: 14469.549805 Iteration 98Q: 27 clusters Score -8690780 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2346 members Mstep: Class 3 contains 3567 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 1754 members Mstep: Class 6 contains 9567 members Mstep: Class 7 contains 4003 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 727 members Mstep: Class 10 contains 4731 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11936 members Mstep: Class 13 contains 13378 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 442 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5944 members Mstep: Class 18 contains 4571 members Mstep: Class 19 contains 7875 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84441 members Mstep: Class 25 contains 4760 members Mstep: Class 26 contains 4920 members Entering Unmasked Estep ConsiderDeletion Score: -8690787.000000 Penalty: 14469.549805 Iteration 99Q: 27 clusters Score -8690787 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2352 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 1753 members Mstep: Class 6 contains 9610 members Mstep: Class 7 contains 4004 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 728 members Mstep: Class 10 contains 4727 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11954 members Mstep: Class 13 contains 13382 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5940 members Mstep: Class 18 contains 4571 members Mstep: Class 19 contains 7852 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32010 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84399 members Mstep: Class 25 contains 4758 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690849.000000 Penalty: 14469.549805 Iteration 100F: 27 clusters Score -8690849 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2371 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 633 members Mstep: Class 5 contains 1751 members Mstep: Class 6 contains 9660 members Mstep: Class 7 contains 3990 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 731 members Mstep: Class 10 contains 4720 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13391 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5937 members Mstep: Class 18 contains 4582 members Mstep: Class 19 contains 7816 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32010 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84360 members Mstep: Class 25 contains 4753 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690857.000000 Penalty: 14469.549805 Iteration 101Q: 27 clusters Score -8690857 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2382 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 633 members Mstep: Class 5 contains 1750 members Mstep: Class 6 contains 9712 members Mstep: Class 7 contains 3979 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 734 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11972 members Mstep: Class 13 contains 13396 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5936 members Mstep: Class 18 contains 4594 members Mstep: Class 19 contains 7790 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32010 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 84314 members Mstep: Class 25 contains 4749 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690869.000000 Penalty: 14469.549805 Iteration 102Q: 27 clusters Score -8690869 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2393 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 1749 members Mstep: Class 6 contains 9766 members Mstep: Class 7 contains 3972 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 734 members Mstep: Class 10 contains 4708 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11981 members Mstep: Class 13 contains 13402 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 116 members Mstep: Class 17 contains 5935 members Mstep: Class 18 contains 4597 members Mstep: Class 19 contains 7776 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 84258 members Mstep: Class 25 contains 4746 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690894.000000 Penalty: 14469.549805 Iteration 103Q: 27 clusters Score -8690894 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2406 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 1750 members Mstep: Class 6 contains 9805 members Mstep: Class 7 contains 3972 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 4700 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11978 members Mstep: Class 13 contains 13407 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 115 members Mstep: Class 17 contains 5933 members Mstep: Class 18 contains 4596 members Mstep: Class 19 contains 7771 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84220 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690921.000000 Penalty: 14469.549805 Iteration 104Q: 27 clusters Score -8690921 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2421 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 1748 members Mstep: Class 6 contains 9856 members Mstep: Class 7 contains 3968 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 4695 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11978 members Mstep: Class 13 contains 13416 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 440 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5931 members Mstep: Class 18 contains 4596 members Mstep: Class 19 contains 7767 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84160 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690918.000000 Penalty: 14469.549805 Iteration 105Q: 27 clusters Score -8690918 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2429 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 1751 members Mstep: Class 6 contains 9895 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 4692 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11976 members Mstep: Class 13 contains 13421 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 441 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5930 members Mstep: Class 18 contains 4594 members Mstep: Class 19 contains 7763 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84115 members Mstep: Class 25 contains 4743 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690918.000000 Penalty: 14469.549805 Iteration 106Q: 27 clusters Score -8690918 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2437 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 1750 members Mstep: Class 6 contains 9926 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 4691 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11972 members Mstep: Class 13 contains 13428 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 441 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5928 members Mstep: Class 18 contains 4597 members Mstep: Class 19 contains 7752 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84088 members Mstep: Class 25 contains 4743 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690937.000000 Penalty: 14469.549805 Iteration 107Q: 27 clusters Score -8690937 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2450 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 642 members Mstep: Class 5 contains 1750 members Mstep: Class 6 contains 9943 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 4689 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11969 members Mstep: Class 13 contains 13433 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 440 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5924 members Mstep: Class 18 contains 4601 members Mstep: Class 19 contains 7755 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84054 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690944.000000 Penalty: 14469.549805 Iteration 108Q: 27 clusters Score -8690944 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2459 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 643 members Mstep: Class 5 contains 1750 members Mstep: Class 6 contains 9963 members Mstep: Class 7 contains 3960 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 734 members Mstep: Class 10 contains 4685 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11969 members Mstep: Class 13 contains 13433 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5920 members Mstep: Class 18 contains 4601 members Mstep: Class 19 contains 7757 members Mstep: Class 20 contains 454 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84029 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690949.000000 Penalty: 14469.549805 Iteration 109Q: 27 clusters Score -8690949 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2460 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 643 members Mstep: Class 5 contains 1749 members Mstep: Class 6 contains 9984 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 731 members Mstep: Class 10 contains 4683 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11974 members Mstep: Class 13 contains 13434 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 440 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5918 members Mstep: Class 18 contains 4599 members Mstep: Class 19 contains 7765 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 84000 members Mstep: Class 25 contains 4746 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690965.000000 Penalty: 14469.549805 Iteration 110Q: 27 clusters Score -8690965 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2463 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 643 members Mstep: Class 5 contains 1749 members Mstep: Class 6 contains 10001 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 728 members Mstep: Class 10 contains 4683 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11970 members Mstep: Class 13 contains 13432 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 442 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5919 members Mstep: Class 18 contains 4598 members Mstep: Class 19 contains 7775 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 83978 members Mstep: Class 25 contains 4747 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690933.000000 Penalty: 14469.549805 Iteration 111Q: 27 clusters Score -8690933 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 643 members Mstep: Class 5 contains 1746 members Mstep: Class 6 contains 10013 members Mstep: Class 7 contains 3953 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 725 members Mstep: Class 10 contains 4683 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11971 members Mstep: Class 13 contains 13429 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5920 members Mstep: Class 18 contains 4602 members Mstep: Class 19 contains 7774 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 83968 members Mstep: Class 25 contains 4747 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690953.000000 Penalty: 14469.549805 Iteration 112Q: 27 clusters Score -8690953 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2468 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 643 members Mstep: Class 5 contains 1744 members Mstep: Class 6 contains 10027 members Mstep: Class 7 contains 3960 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 719 members Mstep: Class 10 contains 4683 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11975 members Mstep: Class 13 contains 13424 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5926 members Mstep: Class 18 contains 4606 members Mstep: Class 19 contains 7763 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 83954 members Mstep: Class 25 contains 4747 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690957.000000 Penalty: 14469.549805 Iteration 113Q: 27 clusters Score -8690957 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2470 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 642 members Mstep: Class 5 contains 1743 members Mstep: Class 6 contains 10041 members Mstep: Class 7 contains 3964 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 713 members Mstep: Class 10 contains 4682 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11976 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5929 members Mstep: Class 18 contains 4603 members Mstep: Class 19 contains 7765 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 83940 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690963.000000 Penalty: 14469.549805 Iteration 114Q: 27 clusters Score -8690963 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2470 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 641 members Mstep: Class 5 contains 1740 members Mstep: Class 6 contains 10058 members Mstep: Class 7 contains 3964 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 710 members Mstep: Class 10 contains 4681 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11979 members Mstep: Class 13 contains 13422 members Mstep: Class 14 contains 1887 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5932 members Mstep: Class 18 contains 4602 members Mstep: Class 19 contains 7761 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 83928 members Mstep: Class 25 contains 4749 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690975.000000 Penalty: 14469.549805 Iteration 115Q: 27 clusters Score -8690975 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2476 members Mstep: Class 3 contains 3567 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 1739 members Mstep: Class 6 contains 10078 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 708 members Mstep: Class 10 contains 4677 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11972 members Mstep: Class 13 contains 13422 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 442 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5937 members Mstep: Class 18 contains 4607 members Mstep: Class 19 contains 7759 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 83913 members Mstep: Class 25 contains 4750 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690975.000000 Penalty: 14469.549805 Iteration 116Q: 27 clusters Score -8690975 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2477 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 1741 members Mstep: Class 6 contains 10091 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 706 members Mstep: Class 10 contains 4673 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11973 members Mstep: Class 13 contains 13422 members Mstep: Class 14 contains 1888 members Mstep: Class 15 contains 440 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5941 members Mstep: Class 18 contains 4608 members Mstep: Class 19 contains 7760 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 83897 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690985.000000 Penalty: 14469.549805 Iteration 117Q: 27 clusters Score -8690985 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3565 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 1741 members Mstep: Class 6 contains 10100 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 705 members Mstep: Class 10 contains 4671 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11973 members Mstep: Class 13 contains 13424 members Mstep: Class 14 contains 1888 members Mstep: Class 15 contains 440 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4611 members Mstep: Class 19 contains 7761 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 83883 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4921 members Entering Unmasked Estep ConsiderDeletion Score: -8690978.000000 Penalty: 14469.549805 Iteration 118Q: 27 clusters Score -8690978 nChanged 42 Entering ConstructFrom: Score: -8690978.000000 Penalty: 14469.549805 Entering ConstructFrom: Trying to split cluster 1 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -11560.152344 Penalty: 269.309662 Iteration 0F: 2 clusters Score -11560.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -11138.354492 Penalty: 538.619324 Iteration 0F: 3 clusters Score -11138.35 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -11220.021484 Penalty: 538.619324 Iteration 1F: 3 clusters Score -11220.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11241.473633 Penalty: 538.619324 Iteration 2F: 3 clusters Score -11241.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -11261.098633 Penalty: 538.619324 Iteration 3Q: 3 clusters Score -11261.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11278.567383 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -11278.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -11291.914062 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -11291.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11302.832031 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -11302.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -11310.224609 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -11310.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -11313.375977 Penalty: 538.619324 Iteration 8Q: 3 clusters Score -11313.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -11315.894531 Penalty: 538.619324 Iteration 9Q: 3 clusters Score -11315.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -11321.949219 Penalty: 538.619324 Iteration 10Q: 3 clusters Score -11321.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11334.845703 Penalty: 538.619324 Iteration 11Q: 3 clusters Score -11334.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11336.056641 Penalty: 538.619324 Iteration 12Q: 3 clusters Score -11336.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11336.547852 Penalty: 538.619324 Iteration 13Q: 3 clusters Score -11336.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11340.069336 Penalty: 538.619324 Iteration 14Q: 3 clusters Score -11340.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11340.069336 Penalty: 538.619324 Iteration 15F: 3 clusters Score -11340.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Entering Unmasked Estep Score: -106599.546875 Penalty: 355.610260 Iteration 0F: 2 clusters Score -106599.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -104851.085938 Penalty: 711.220520 Iteration 0F: 3 clusters Score -104851.1 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -105501.062500 Penalty: 711.220520 Iteration 1F: 3 clusters Score -105501.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -105623.296875 Penalty: 711.220520 Iteration 2F: 3 clusters Score -105623.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -105718.484375 Penalty: 711.220520 Iteration 3F: 3 clusters Score -105718.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -105788.039062 Penalty: 711.220520 Iteration 4F: 3 clusters Score -105788 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -105851.710938 Penalty: 711.220520 Iteration 5Q: 3 clusters Score -105851.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -105909.843750 Penalty: 711.220520 Iteration 6Q: 3 clusters Score -105909.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -105973.515625 Penalty: 711.220520 Iteration 7Q: 3 clusters Score -105973.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -106033.546875 Penalty: 711.220520 Iteration 8Q: 3 clusters Score -106033.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -106075.539062 Penalty: 711.220520 Iteration 9Q: 3 clusters Score -106075.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -106120.171875 Penalty: 711.220520 Iteration 10Q: 3 clusters Score -106120.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -106150.328125 Penalty: 711.220520 Iteration 11Q: 3 clusters Score -106150.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -106179.976562 Penalty: 711.220520 Iteration 12Q: 3 clusters Score -106180 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -106205.937500 Penalty: 711.220520 Iteration 13Q: 3 clusters Score -106205.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -106222.664062 Penalty: 711.220520 Iteration 14Q: 3 clusters Score -106222.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -106228.335938 Penalty: 711.220520 Iteration 15Q: 3 clusters Score -106228.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -106231.585938 Penalty: 711.220520 Iteration 16Q: 3 clusters Score -106231.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -106236.296875 Penalty: 711.220520 Iteration 17Q: 3 clusters Score -106236.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -106239.898438 Penalty: 711.220520 Iteration 18Q: 3 clusters Score -106239.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -106242.070312 Penalty: 711.220520 Iteration 19Q: 3 clusters Score -106242.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -106244.750000 Penalty: 711.220520 Iteration 20F: 3 clusters Score -106244.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -106248.351562 Penalty: 711.220520 Iteration 21Q: 3 clusters Score -106248.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -106249.773438 Penalty: 711.220520 Iteration 22Q: 3 clusters Score -106249.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -106250.429688 Penalty: 711.220520 Iteration 23Q: 3 clusters Score -106250.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -106250.703125 Penalty: 711.220520 Iteration 24Q: 3 clusters Score -106250.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -106251.039062 Penalty: 711.220520 Iteration 25Q: 3 clusters Score -106251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -106251.773438 Penalty: 711.220520 Iteration 26Q: 3 clusters Score -106251.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -106253.210938 Penalty: 711.220520 Iteration 27Q: 3 clusters Score -106253.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -106255.125000 Penalty: 711.220520 Iteration 28Q: 3 clusters Score -106255.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -106256.507812 Penalty: 711.220520 Iteration 29Q: 3 clusters Score -106256.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -106258.218750 Penalty: 711.220520 Iteration 30Q: 3 clusters Score -106258.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -106260.164062 Penalty: 711.220520 Iteration 31Q: 3 clusters Score -106260.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -106262.476562 Penalty: 711.220520 Iteration 32Q: 3 clusters Score -106262.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -106264.695312 Penalty: 711.220520 Iteration 33Q: 3 clusters Score -106264.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -106265.250000 Penalty: 711.220520 Iteration 34Q: 3 clusters Score -106265.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -106265.765625 Penalty: 711.220520 Iteration 35Q: 3 clusters Score -106265.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -106265.953125 Penalty: 711.220520 Iteration 36Q: 3 clusters Score -106266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -106265.953125 Penalty: 711.220520 Iteration 37F: 3 clusters Score -106266 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Entering Unmasked Estep Score: -152212.656250 Penalty: 372.128052 Iteration 0F: 2 clusters Score -152212.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -149821.218750 Penalty: 744.256104 Iteration 0F: 3 clusters Score -149821.2 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -150860.640625 Penalty: 744.256104 Iteration 1F: 3 clusters Score -150860.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -151056.421875 Penalty: 744.256104 Iteration 2F: 3 clusters Score -151056.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -151204.468750 Penalty: 744.256104 Iteration 3F: 3 clusters Score -151204.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -151312.312500 Penalty: 744.256104 Iteration 4Q: 3 clusters Score -151312.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -151395.000000 Penalty: 744.256104 Iteration 5Q: 3 clusters Score -151395 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -151457.234375 Penalty: 744.256104 Iteration 6Q: 3 clusters Score -151457.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -151505.828125 Penalty: 744.256104 Iteration 7Q: 3 clusters Score -151505.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -151542.562500 Penalty: 744.256104 Iteration 8Q: 3 clusters Score -151542.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -151569.046875 Penalty: 744.256104 Iteration 9Q: 3 clusters Score -151569 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -151588.750000 Penalty: 744.256104 Iteration 10Q: 3 clusters Score -151588.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -151601.281250 Penalty: 744.256104 Iteration 11Q: 3 clusters Score -151601.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -151611.421875 Penalty: 744.256104 Iteration 12Q: 3 clusters Score -151611.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -151625.015625 Penalty: 744.256104 Iteration 13Q: 3 clusters Score -151625 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -151640.640625 Penalty: 744.256104 Iteration 14Q: 3 clusters Score -151640.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -151654.375000 Penalty: 744.256104 Iteration 15Q: 3 clusters Score -151654.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -151668.343750 Penalty: 744.256104 Iteration 16Q: 3 clusters Score -151668.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -151685.640625 Penalty: 744.256104 Iteration 17Q: 3 clusters Score -151685.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -151704.937500 Penalty: 744.256104 Iteration 18Q: 3 clusters Score -151704.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -151721.328125 Penalty: 744.256104 Iteration 19Q: 3 clusters Score -151721.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -151735.578125 Penalty: 744.256104 Iteration 20F: 3 clusters Score -151735.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151748.921875 Penalty: 744.256104 Iteration 21Q: 3 clusters Score -151748.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -151766.031250 Penalty: 744.256104 Iteration 22Q: 3 clusters Score -151766 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -151788.625000 Penalty: 744.256104 Iteration 23Q: 3 clusters Score -151788.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -151801.328125 Penalty: 744.256104 Iteration 24Q: 3 clusters Score -151801.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -151809.171875 Penalty: 744.256104 Iteration 25Q: 3 clusters Score -151809.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -151819.140625 Penalty: 744.256104 Iteration 26Q: 3 clusters Score -151819.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -151827.609375 Penalty: 744.256104 Iteration 27Q: 3 clusters Score -151827.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -151835.281250 Penalty: 744.256104 Iteration 28Q: 3 clusters Score -151835.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -151842.796875 Penalty: 744.256104 Iteration 29Q: 3 clusters Score -151842.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -151854.218750 Penalty: 744.256104 Iteration 30Q: 3 clusters Score -151854.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -151867.281250 Penalty: 744.256104 Iteration 31Q: 3 clusters Score -151867.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -151883.718750 Penalty: 744.256104 Iteration 32Q: 3 clusters Score -151883.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -151894.843750 Penalty: 744.256104 Iteration 33Q: 3 clusters Score -151894.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -151904.875000 Penalty: 744.256104 Iteration 34Q: 3 clusters Score -151904.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -151911.656250 Penalty: 744.256104 Iteration 35Q: 3 clusters Score -151911.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -151914.812500 Penalty: 744.256104 Iteration 36Q: 3 clusters Score -151914.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -151917.437500 Penalty: 744.256104 Iteration 37Q: 3 clusters Score -151917.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -151919.453125 Penalty: 744.256104 Iteration 38Q: 3 clusters Score -151919.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -151921.406250 Penalty: 744.256104 Iteration 39Q: 3 clusters Score -151921.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -151922.593750 Penalty: 744.256104 Iteration 40F: 3 clusters Score -151922.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -151924.390625 Penalty: 744.256104 Iteration 41Q: 3 clusters Score -151924.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -151925.671875 Penalty: 744.256104 Iteration 42Q: 3 clusters Score -151925.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -151926.281250 Penalty: 744.256104 Iteration 43Q: 3 clusters Score -151926.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -151927.125000 Penalty: 744.256104 Iteration 44Q: 3 clusters Score -151927.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -151927.828125 Penalty: 744.256104 Iteration 45Q: 3 clusters Score -151927.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -151928.203125 Penalty: 744.256104 Iteration 46Q: 3 clusters Score -151928.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -151929.140625 Penalty: 744.256104 Iteration 47Q: 3 clusters Score -151929.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -151931.187500 Penalty: 744.256104 Iteration 48Q: 3 clusters Score -151931.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -151934.921875 Penalty: 744.256104 Iteration 49Q: 3 clusters Score -151934.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -151940.359375 Penalty: 744.256104 Iteration 50Q: 3 clusters Score -151940.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -151946.500000 Penalty: 744.256104 Iteration 51Q: 3 clusters Score -151946.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -151950.250000 Penalty: 744.256104 Iteration 52Q: 3 clusters Score -151950.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -151951.812500 Penalty: 744.256104 Iteration 53Q: 3 clusters Score -151951.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -151952.828125 Penalty: 744.256104 Iteration 54Q: 3 clusters Score -151952.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -151954.093750 Penalty: 744.256104 Iteration 55Q: 3 clusters Score -151954.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -151954.921875 Penalty: 744.256104 Iteration 56Q: 3 clusters Score -151954.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -151955.500000 Penalty: 744.256104 Iteration 57Q: 3 clusters Score -151955.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -151956.343750 Penalty: 744.256104 Iteration 58Q: 3 clusters Score -151956.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -151957.109375 Penalty: 744.256104 Iteration 59Q: 3 clusters Score -151957.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -151958.593750 Penalty: 744.256104 Iteration 60F: 3 clusters Score -151958.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -151961.828125 Penalty: 744.256104 Iteration 61Q: 3 clusters Score -151961.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -151964.437500 Penalty: 744.256104 Iteration 62Q: 3 clusters Score -151964.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -151967.031250 Penalty: 744.256104 Iteration 63Q: 3 clusters Score -151967 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -151969.328125 Penalty: 744.256104 Iteration 64Q: 3 clusters Score -151969.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -151970.531250 Penalty: 744.256104 Iteration 65Q: 3 clusters Score -151970.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -151971.437500 Penalty: 744.256104 Iteration 66Q: 3 clusters Score -151971.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -151971.734375 Penalty: 744.256104 Iteration 67Q: 3 clusters Score -151971.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -151972.000000 Penalty: 744.256104 Iteration 68Q: 3 clusters Score -151972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -151972.140625 Penalty: 744.256104 Iteration 69Q: 3 clusters Score -151972.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -151972.140625 Penalty: 744.256104 Iteration 70Q: 3 clusters Score -151972.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -151972.140625 Penalty: 744.256104 Iteration 71F: 3 clusters Score -151972.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Entering Unmasked Estep Score: -21280.509766 Penalty: 293.783020 Iteration 0F: 2 clusters Score -21280.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -20742.974609 Penalty: 587.566040 Iteration 0F: 3 clusters Score -20742.97 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20903.935547 Penalty: 587.566040 Iteration 1F: 3 clusters Score -20903.94 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -20932.589844 Penalty: 587.566040 Iteration 2F: 3 clusters Score -20932.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -20949.421875 Penalty: 587.566040 Iteration 3Q: 3 clusters Score -20949.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -20963.812500 Penalty: 587.566040 Iteration 4Q: 3 clusters Score -20963.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -20972.441406 Penalty: 587.566040 Iteration 5Q: 3 clusters Score -20972.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -20983.437500 Penalty: 587.566040 Iteration 6Q: 3 clusters Score -20983.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20997.074219 Penalty: 587.566040 Iteration 7Q: 3 clusters Score -20997.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -21007.632812 Penalty: 587.566040 Iteration 8Q: 3 clusters Score -21007.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -21016.009766 Penalty: 587.566040 Iteration 9Q: 3 clusters Score -21016.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -21018.734375 Penalty: 587.566040 Iteration 10Q: 3 clusters Score -21018.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21023.808594 Penalty: 587.566040 Iteration 11Q: 3 clusters Score -21023.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21026.607422 Penalty: 587.566040 Iteration 12Q: 3 clusters Score -21026.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21029.855469 Penalty: 587.566040 Iteration 13Q: 3 clusters Score -21029.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21037.640625 Penalty: 587.566040 Iteration 14Q: 3 clusters Score -21037.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -21046.271484 Penalty: 587.566040 Iteration 15Q: 3 clusters Score -21046.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -21051.222656 Penalty: 587.566040 Iteration 16Q: 3 clusters Score -21051.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -21053.785156 Penalty: 587.566040 Iteration 17Q: 3 clusters Score -21053.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -21055.882812 Penalty: 587.566040 Iteration 18Q: 3 clusters Score -21055.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -21058.533203 Penalty: 587.566040 Iteration 19Q: 3 clusters Score -21058.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -21063.646484 Penalty: 587.566040 Iteration 20F: 3 clusters Score -21063.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -21070.244141 Penalty: 587.566040 Iteration 21Q: 3 clusters Score -21070.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -21074.625000 Penalty: 587.566040 Iteration 22Q: 3 clusters Score -21074.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -21078.890625 Penalty: 587.566040 Iteration 23Q: 3 clusters Score -21078.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -21080.199219 Penalty: 587.566040 Iteration 24Q: 3 clusters Score -21080.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -21080.199219 Penalty: 587.566040 Iteration 25F: 3 clusters Score -21080.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -68174.070312 Penalty: 339.504639 Iteration 0F: 2 clusters Score -68174.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -66921.929688 Penalty: 679.009277 Iteration 0F: 3 clusters Score -66921.93 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -67350.281250 Penalty: 679.009277 Iteration 1F: 3 clusters Score -67350.28 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -67429.375000 Penalty: 679.009277 Iteration 2F: 3 clusters Score -67429.38 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -67504.570312 Penalty: 679.009277 Iteration 3F: 3 clusters Score -67504.57 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -67593.476562 Penalty: 679.009277 Iteration 4F: 3 clusters Score -67593.48 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -67725.101562 Penalty: 679.009277 Iteration 5F: 3 clusters Score -67725.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -67899.335938 Penalty: 679.009277 Iteration 6F: 3 clusters Score -67899.34 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -68026.562500 Penalty: 679.009277 Iteration 7Q: 3 clusters Score -68026.56 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -68058.992188 Penalty: 679.009277 Iteration 8Q: 3 clusters Score -68058.99 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -68076.640625 Penalty: 679.009277 Iteration 9Q: 3 clusters Score -68076.64 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -68096.578125 Penalty: 679.009277 Iteration 10Q: 3 clusters Score -68096.58 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -68115.289062 Penalty: 679.009277 Iteration 11Q: 3 clusters Score -68115.29 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -68131.664062 Penalty: 679.009277 Iteration 12Q: 3 clusters Score -68131.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -68145.171875 Penalty: 679.009277 Iteration 13Q: 3 clusters Score -68145.17 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -68159.710938 Penalty: 679.009277 Iteration 14Q: 3 clusters Score -68159.71 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -68171.851562 Penalty: 679.009277 Iteration 15Q: 3 clusters Score -68171.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -68183.085938 Penalty: 679.009277 Iteration 16Q: 3 clusters Score -68183.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -68187.593750 Penalty: 679.009277 Iteration 17Q: 3 clusters Score -68187.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -68191.156250 Penalty: 679.009277 Iteration 18Q: 3 clusters Score -68191.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -68193.726562 Penalty: 679.009277 Iteration 19Q: 3 clusters Score -68193.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -68197.140625 Penalty: 679.009277 Iteration 20F: 3 clusters Score -68197.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -68204.867188 Penalty: 679.009277 Iteration 21Q: 3 clusters Score -68204.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -68211.968750 Penalty: 679.009277 Iteration 22Q: 3 clusters Score -68211.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -68220.570312 Penalty: 679.009277 Iteration 23Q: 3 clusters Score -68220.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -68239.265625 Penalty: 679.009277 Iteration 24Q: 3 clusters Score -68239.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -68284.062500 Penalty: 679.009277 Iteration 25Q: 3 clusters Score -68284.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -68333.000000 Penalty: 679.009277 Iteration 26Q: 3 clusters Score -68333 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -68423.562500 Penalty: 679.009277 Iteration 27Q: 3 clusters Score -68423.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -68468.515625 Penalty: 679.009277 Iteration 28Q: 3 clusters Score -68468.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -68470.015625 Penalty: 679.009277 Iteration 29Q: 3 clusters Score -68470.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -68470.257812 Penalty: 679.009277 Iteration 30Q: 3 clusters Score -68470.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -68470.257812 Penalty: 679.009277 Iteration 31F: 3 clusters Score -68470.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3564 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 10107 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4672 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11984 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 7753 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 83873 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4920 members Mstep: Class 27 contains 1246 members Entering Unmasked Estep Score: -8691070.000000 Penalty: 15026.070312 Splitting cluster 5 changes total score from -8690978.000000 to -8691070.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 6 (10107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Entering Unmasked Estep Score: -498436.468750 Penalty: 419.554749 Iteration 0F: 2 clusters Score -498436.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -491623.062500 Penalty: 839.109497 Iteration 0F: 3 clusters Score -491623.1 nChanged 4757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -494459.375000 Penalty: 839.109497 Iteration 1F: 3 clusters Score -494459.4 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -494723.500000 Penalty: 839.109497 Iteration 2F: 3 clusters Score -494723.5 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -495087.031250 Penalty: 839.109497 Iteration 3F: 3 clusters Score -495087 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -495573.718750 Penalty: 839.109497 Iteration 4F: 3 clusters Score -495573.7 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -496143.375000 Penalty: 839.109497 Iteration 5F: 3 clusters Score -496143.4 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -496599.625000 Penalty: 839.109497 Iteration 6F: 3 clusters Score -496599.6 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -496869.343750 Penalty: 839.109497 Iteration 7Q: 3 clusters Score -496869.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -497030.250000 Penalty: 839.109497 Iteration 8Q: 3 clusters Score -497030.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -497154.062500 Penalty: 839.109497 Iteration 9Q: 3 clusters Score -497154.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -497254.875000 Penalty: 839.109497 Iteration 10Q: 3 clusters Score -497254.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -497341.093750 Penalty: 839.109497 Iteration 11Q: 3 clusters Score -497341.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -497419.437500 Penalty: 839.109497 Iteration 12Q: 3 clusters Score -497419.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -497515.375000 Penalty: 839.109497 Iteration 13Q: 3 clusters Score -497515.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -497606.875000 Penalty: 839.109497 Iteration 14Q: 3 clusters Score -497606.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -497699.687500 Penalty: 839.109497 Iteration 15Q: 3 clusters Score -497699.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -497801.156250 Penalty: 839.109497 Iteration 16Q: 3 clusters Score -497801.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -497903.312500 Penalty: 839.109497 Iteration 17Q: 3 clusters Score -497903.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -497982.531250 Penalty: 839.109497 Iteration 18Q: 3 clusters Score -497982.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -498064.968750 Penalty: 839.109497 Iteration 19Q: 3 clusters Score -498065 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -498204.468750 Penalty: 839.109497 Iteration 20F: 3 clusters Score -498204.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -498356.156250 Penalty: 839.109497 Iteration 21Q: 3 clusters Score -498356.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -498418.312500 Penalty: 839.109497 Iteration 22Q: 3 clusters Score -498418.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -498446.468750 Penalty: 839.109497 Iteration 23Q: 3 clusters Score -498446.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -498463.875000 Penalty: 839.109497 Iteration 24Q: 3 clusters Score -498463.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -498478.125000 Penalty: 839.109497 Iteration 25Q: 3 clusters Score -498478.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -498490.531250 Penalty: 839.109497 Iteration 26Q: 3 clusters Score -498490.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -498492.625000 Penalty: 839.109497 Iteration 27Q: 3 clusters Score -498492.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -498493.593750 Penalty: 839.109497 Iteration 28Q: 3 clusters Score -498493.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -498496.875000 Penalty: 839.109497 Iteration 29Q: 3 clusters Score -498496.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -498498.562500 Penalty: 839.109497 Iteration 30Q: 3 clusters Score -498498.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -498499.968750 Penalty: 839.109497 Iteration 31Q: 3 clusters Score -498500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -498500.812500 Penalty: 839.109497 Iteration 32Q: 3 clusters Score -498500.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -498499.781250 Penalty: 839.109497 Iteration 33Q: 3 clusters Score -498499.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -498500.781250 Penalty: 839.109497 Iteration 34Q: 3 clusters Score -498500.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -498501.031250 Penalty: 839.109497 Iteration 35Q: 3 clusters Score -498501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -498499.625000 Penalty: 839.109497 Iteration 36Q: 3 clusters Score -498499.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -498499.406250 Penalty: 839.109497 Iteration 37Q: 3 clusters Score -498499.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -498500.093750 Penalty: 839.109497 Iteration 38Q: 3 clusters Score -498500.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -498500.250000 Penalty: 839.109497 Iteration 39Q: 3 clusters Score -498500.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -498500.250000 Penalty: 839.109497 Iteration 40F: 3 clusters Score -498500.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3564 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 7087 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4672 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11984 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 7753 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 83873 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4920 members Mstep: Class 27 contains 1246 members Mstep: Class 28 contains 3020 members Entering Unmasked Estep Score: -8691009.000000 Penalty: 15582.591797 Splitting cluster 6 changes total score from -8690978.000000 to -8691009.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 7 (3961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Entering Unmasked Estep Score: -145723.593750 Penalty: 376.933472 Iteration 0F: 2 clusters Score -145723.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -143031.453125 Penalty: 753.866943 Iteration 0F: 3 clusters Score -143031.5 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -144100.921875 Penalty: 753.866943 Iteration 1F: 3 clusters Score -144100.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -144302.015625 Penalty: 753.866943 Iteration 2F: 3 clusters Score -144302 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -144486.203125 Penalty: 753.866943 Iteration 3F: 3 clusters Score -144486.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -144636.000000 Penalty: 753.866943 Iteration 4F: 3 clusters Score -144636 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -144804.140625 Penalty: 753.866943 Iteration 5F: 3 clusters Score -144804.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -144953.750000 Penalty: 753.866943 Iteration 6F: 3 clusters Score -144953.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -145051.328125 Penalty: 753.866943 Iteration 7Q: 3 clusters Score -145051.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -145123.140625 Penalty: 753.866943 Iteration 8Q: 3 clusters Score -145123.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -145189.234375 Penalty: 753.866943 Iteration 9Q: 3 clusters Score -145189.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -145245.343750 Penalty: 753.866943 Iteration 10Q: 3 clusters Score -145245.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -145286.171875 Penalty: 753.866943 Iteration 11Q: 3 clusters Score -145286.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -145318.921875 Penalty: 753.866943 Iteration 12Q: 3 clusters Score -145318.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -145342.765625 Penalty: 753.866943 Iteration 13Q: 3 clusters Score -145342.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -145361.640625 Penalty: 753.866943 Iteration 14Q: 3 clusters Score -145361.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -145378.984375 Penalty: 753.866943 Iteration 15Q: 3 clusters Score -145379 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -145386.437500 Penalty: 753.866943 Iteration 16Q: 3 clusters Score -145386.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -145390.359375 Penalty: 753.866943 Iteration 17Q: 3 clusters Score -145390.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -145392.562500 Penalty: 753.866943 Iteration 18Q: 3 clusters Score -145392.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -145398.140625 Penalty: 753.866943 Iteration 19Q: 3 clusters Score -145398.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -145401.312500 Penalty: 753.866943 Iteration 20F: 3 clusters Score -145401.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -145403.500000 Penalty: 753.866943 Iteration 21Q: 3 clusters Score -145403.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -145404.453125 Penalty: 753.866943 Iteration 22Q: 3 clusters Score -145404.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -145404.656250 Penalty: 753.866943 Iteration 23Q: 3 clusters Score -145404.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -145405.765625 Penalty: 753.866943 Iteration 24Q: 3 clusters Score -145405.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -145410.578125 Penalty: 753.866943 Iteration 25Q: 3 clusters Score -145410.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -145412.718750 Penalty: 753.866943 Iteration 26Q: 3 clusters Score -145412.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -145414.281250 Penalty: 753.866943 Iteration 27Q: 3 clusters Score -145414.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -145414.625000 Penalty: 753.866943 Iteration 28Q: 3 clusters Score -145414.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -145415.296875 Penalty: 753.866943 Iteration 29Q: 3 clusters Score -145415.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -145416.625000 Penalty: 753.866943 Iteration 30Q: 3 clusters Score -145416.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -145417.140625 Penalty: 753.866943 Iteration 31Q: 3 clusters Score -145417.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -145417.953125 Penalty: 753.866943 Iteration 32Q: 3 clusters Score -145418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -145417.859375 Penalty: 753.866943 Iteration 33Q: 3 clusters Score -145417.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -145418.140625 Penalty: 753.866943 Iteration 34Q: 3 clusters Score -145418.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -145418.140625 Penalty: 753.866943 Iteration 35F: 3 clusters Score -145418.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -15533.262695 Penalty: 288.083344 Iteration 0F: 2 clusters Score -15533.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -15002.907227 Penalty: 576.166687 Iteration 0F: 3 clusters Score -15002.91 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -15141.132812 Penalty: 576.166687 Iteration 1F: 3 clusters Score -15141.13 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -15170.167969 Penalty: 576.166687 Iteration 2F: 3 clusters Score -15170.17 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -15204.679688 Penalty: 576.166687 Iteration 3F: 3 clusters Score -15204.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -15235.752930 Penalty: 576.166687 Iteration 4F: 3 clusters Score -15235.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -15248.423828 Penalty: 576.166687 Iteration 5Q: 3 clusters Score -15248.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -15257.687500 Penalty: 576.166687 Iteration 6Q: 3 clusters Score -15257.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -15264.562500 Penalty: 576.166687 Iteration 7Q: 3 clusters Score -15264.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -15277.037109 Penalty: 576.166687 Iteration 8Q: 3 clusters Score -15277.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -15292.675781 Penalty: 576.166687 Iteration 9Q: 3 clusters Score -15292.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -15298.596680 Penalty: 576.166687 Iteration 10Q: 3 clusters Score -15298.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -15301.003906 Penalty: 576.166687 Iteration 11Q: 3 clusters Score -15301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -15303.749023 Penalty: 576.166687 Iteration 12Q: 3 clusters Score -15303.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -15305.329102 Penalty: 576.166687 Iteration 13Q: 3 clusters Score -15305.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -15311.154297 Penalty: 576.166687 Iteration 14Q: 3 clusters Score -15311.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -15311.899414 Penalty: 576.166687 Iteration 15Q: 3 clusters Score -15311.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -15312.215820 Penalty: 576.166687 Iteration 16Q: 3 clusters Score -15312.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -15313.234375 Penalty: 576.166687 Iteration 17Q: 3 clusters Score -15313.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -15315.267578 Penalty: 576.166687 Iteration 18Q: 3 clusters Score -15315.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -15319.221680 Penalty: 576.166687 Iteration 19Q: 3 clusters Score -15319.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -15324.243164 Penalty: 576.166687 Iteration 20F: 3 clusters Score -15324.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -15326.667969 Penalty: 576.166687 Iteration 21Q: 3 clusters Score -15326.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -15328.287109 Penalty: 576.166687 Iteration 22Q: 3 clusters Score -15328.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -15329.247070 Penalty: 576.166687 Iteration 23Q: 3 clusters Score -15329.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -15330.911133 Penalty: 576.166687 Iteration 24Q: 3 clusters Score -15330.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -15332.707031 Penalty: 576.166687 Iteration 25Q: 3 clusters Score -15332.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -15333.245117 Penalty: 576.166687 Iteration 26Q: 3 clusters Score -15333.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -15334.627930 Penalty: 576.166687 Iteration 27Q: 3 clusters Score -15334.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -15337.980469 Penalty: 576.166687 Iteration 28Q: 3 clusters Score -15337.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -15344.014648 Penalty: 576.166687 Iteration 29Q: 3 clusters Score -15344.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -15344.342773 Penalty: 576.166687 Iteration 30Q: 3 clusters Score -15344.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -15344.980469 Penalty: 576.166687 Iteration 31Q: 3 clusters Score -15344.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -15344.980469 Penalty: 576.166687 Iteration 32F: 3 clusters Score -15344.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Entering Unmasked Estep Score: -30829.583984 Penalty: 298.333405 Iteration 0F: 2 clusters Score -30829.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -30196.710938 Penalty: 596.666809 Iteration 0F: 3 clusters Score -30196.71 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -30345.076172 Penalty: 596.666809 Iteration 1F: 3 clusters Score -30345.08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -30377.339844 Penalty: 596.666809 Iteration 2F: 3 clusters Score -30377.34 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -30404.292969 Penalty: 596.666809 Iteration 3F: 3 clusters Score -30404.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -30429.951172 Penalty: 596.666809 Iteration 4Q: 3 clusters Score -30429.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -30451.998047 Penalty: 596.666809 Iteration 5Q: 3 clusters Score -30452 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -30467.271484 Penalty: 596.666809 Iteration 6Q: 3 clusters Score -30467.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -30482.777344 Penalty: 596.666809 Iteration 7Q: 3 clusters Score -30482.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -30497.855469 Penalty: 596.666809 Iteration 8Q: 3 clusters Score -30497.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -30513.484375 Penalty: 596.666809 Iteration 9Q: 3 clusters Score -30513.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -30528.998047 Penalty: 596.666809 Iteration 10Q: 3 clusters Score -30529 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30546.042969 Penalty: 596.666809 Iteration 11Q: 3 clusters Score -30546.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -30564.759766 Penalty: 596.666809 Iteration 12Q: 3 clusters Score -30564.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30580.042969 Penalty: 596.666809 Iteration 13Q: 3 clusters Score -30580.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30595.054688 Penalty: 596.666809 Iteration 14Q: 3 clusters Score -30595.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -30613.171875 Penalty: 596.666809 Iteration 15Q: 3 clusters Score -30613.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -30626.095703 Penalty: 596.666809 Iteration 16Q: 3 clusters Score -30626.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -30628.023438 Penalty: 596.666809 Iteration 17Q: 3 clusters Score -30628.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -30628.652344 Penalty: 596.666809 Iteration 18Q: 3 clusters Score -30628.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -30629.126953 Penalty: 596.666809 Iteration 19Q: 3 clusters Score -30629.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -30632.480469 Penalty: 596.666809 Iteration 20F: 3 clusters Score -30632.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30634.455078 Penalty: 596.666809 Iteration 21Q: 3 clusters Score -30634.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -30635.031250 Penalty: 596.666809 Iteration 22Q: 3 clusters Score -30635.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -30635.031250 Penalty: 596.666809 Iteration 23F: 3 clusters Score -30635.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Entering Unmasked Estep Score: -217274.734375 Penalty: 384.445099 Iteration 0F: 2 clusters Score -217274.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -214107.421875 Penalty: 768.890198 Iteration 0F: 3 clusters Score -214107.4 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -215317.109375 Penalty: 768.890198 Iteration 1F: 3 clusters Score -215317.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -215489.671875 Penalty: 768.890198 Iteration 2F: 3 clusters Score -215489.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -215679.843750 Penalty: 768.890198 Iteration 3F: 3 clusters Score -215679.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -215894.328125 Penalty: 768.890198 Iteration 4F: 3 clusters Score -215894.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -216114.390625 Penalty: 768.890198 Iteration 5F: 3 clusters Score -216114.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -216344.234375 Penalty: 768.890198 Iteration 6F: 3 clusters Score -216344.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -216550.609375 Penalty: 768.890198 Iteration 7F: 3 clusters Score -216550.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -216714.218750 Penalty: 768.890198 Iteration 8Q: 3 clusters Score -216714.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -216812.265625 Penalty: 768.890198 Iteration 9Q: 3 clusters Score -216812.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -216857.171875 Penalty: 768.890198 Iteration 10Q: 3 clusters Score -216857.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -216886.671875 Penalty: 768.890198 Iteration 11Q: 3 clusters Score -216886.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -216905.687500 Penalty: 768.890198 Iteration 12Q: 3 clusters Score -216905.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -216923.640625 Penalty: 768.890198 Iteration 13Q: 3 clusters Score -216923.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -216932.000000 Penalty: 768.890198 Iteration 14Q: 3 clusters Score -216932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -216934.593750 Penalty: 768.890198 Iteration 15Q: 3 clusters Score -216934.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -216937.671875 Penalty: 768.890198 Iteration 16Q: 3 clusters Score -216937.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -216939.250000 Penalty: 768.890198 Iteration 17Q: 3 clusters Score -216939.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -216940.109375 Penalty: 768.890198 Iteration 18Q: 3 clusters Score -216940.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -216940.859375 Penalty: 768.890198 Iteration 19Q: 3 clusters Score -216940.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -216940.875000 Penalty: 768.890198 Iteration 20F: 3 clusters Score -216940.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -216941.093750 Penalty: 768.890198 Iteration 21Q: 3 clusters Score -216941.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -216941.828125 Penalty: 768.890198 Iteration 22Q: 3 clusters Score -216941.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -216941.968750 Penalty: 768.890198 Iteration 23Q: 3 clusters Score -216942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -216942.375000 Penalty: 768.890198 Iteration 24Q: 3 clusters Score -216942.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -216942.656250 Penalty: 768.890198 Iteration 25Q: 3 clusters Score -216942.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -216942.656250 Penalty: 768.890198 Iteration 26F: 3 clusters Score -216942.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -61511.867188 Penalty: 328.427032 Iteration 0F: 2 clusters Score -61511.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -60468.089844 Penalty: 656.854065 Iteration 0F: 3 clusters Score -60468.09 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -60807.789062 Penalty: 656.854065 Iteration 1F: 3 clusters Score -60807.79 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -60887.250000 Penalty: 656.854065 Iteration 2F: 3 clusters Score -60887.25 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -60941.253906 Penalty: 656.854065 Iteration 3F: 3 clusters Score -60941.25 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -60971.093750 Penalty: 656.854065 Iteration 4Q: 3 clusters Score -60971.09 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -61005.335938 Penalty: 656.854065 Iteration 5Q: 3 clusters Score -61005.34 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -61036.207031 Penalty: 656.854065 Iteration 6Q: 3 clusters Score -61036.21 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -61075.679688 Penalty: 656.854065 Iteration 7Q: 3 clusters Score -61075.68 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -61116.675781 Penalty: 656.854065 Iteration 8Q: 3 clusters Score -61116.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -61161.730469 Penalty: 656.854065 Iteration 9Q: 3 clusters Score -61161.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -61195.804688 Penalty: 656.854065 Iteration 10Q: 3 clusters Score -61195.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -61206.378906 Penalty: 656.854065 Iteration 11Q: 3 clusters Score -61206.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -61217.906250 Penalty: 656.854065 Iteration 12Q: 3 clusters Score -61217.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -61222.687500 Penalty: 656.854065 Iteration 13Q: 3 clusters Score -61222.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -61228.363281 Penalty: 656.854065 Iteration 14Q: 3 clusters Score -61228.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -61233.226562 Penalty: 656.854065 Iteration 15Q: 3 clusters Score -61233.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -61235.789062 Penalty: 656.854065 Iteration 16Q: 3 clusters Score -61235.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -61239.468750 Penalty: 656.854065 Iteration 17Q: 3 clusters Score -61239.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -61241.320312 Penalty: 656.854065 Iteration 18Q: 3 clusters Score -61241.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -61242.378906 Penalty: 656.854065 Iteration 19Q: 3 clusters Score -61242.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -61243.238281 Penalty: 656.854065 Iteration 20F: 3 clusters Score -61243.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Entering Unmasked Estep Score: -523015.593750 Penalty: 427.305420 Iteration 0F: 2 clusters Score -523015.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -515079.906250 Penalty: 854.610840 Iteration 0F: 3 clusters Score -515079.9 nChanged 5483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -518505.875000 Penalty: 854.610840 Iteration 1F: 3 clusters Score -518505.9 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -518979.343750 Penalty: 854.610840 Iteration 2F: 3 clusters Score -518979.3 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -519519.843750 Penalty: 854.610840 Iteration 3F: 3 clusters Score -519519.8 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -520123.000000 Penalty: 854.610840 Iteration 4F: 3 clusters Score -520123 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -520591.125000 Penalty: 854.610840 Iteration 5F: 3 clusters Score -520591.1 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -520898.625000 Penalty: 854.610840 Iteration 6Q: 3 clusters Score -520898.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -521062.562500 Penalty: 854.610840 Iteration 7Q: 3 clusters Score -521062.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -521151.875000 Penalty: 854.610840 Iteration 8Q: 3 clusters Score -521151.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -521208.062500 Penalty: 854.610840 Iteration 9Q: 3 clusters Score -521208.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -521261.343750 Penalty: 854.610840 Iteration 10Q: 3 clusters Score -521261.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -521313.593750 Penalty: 854.610840 Iteration 11Q: 3 clusters Score -521313.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -521381.187500 Penalty: 854.610840 Iteration 12Q: 3 clusters Score -521381.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -521452.593750 Penalty: 854.610840 Iteration 13Q: 3 clusters Score -521452.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -521522.906250 Penalty: 854.610840 Iteration 14Q: 3 clusters Score -521522.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -521599.656250 Penalty: 854.610840 Iteration 15Q: 3 clusters Score -521599.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -521687.843750 Penalty: 854.610840 Iteration 16Q: 3 clusters Score -521687.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -521795.500000 Penalty: 854.610840 Iteration 17Q: 3 clusters Score -521795.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -521875.937500 Penalty: 854.610840 Iteration 18Q: 3 clusters Score -521875.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -521938.281250 Penalty: 854.610840 Iteration 19Q: 3 clusters Score -521938.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -521976.312500 Penalty: 854.610840 Iteration 20F: 3 clusters Score -521976.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -522002.375000 Penalty: 854.610840 Iteration 21Q: 3 clusters Score -522002.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -522024.125000 Penalty: 854.610840 Iteration 22Q: 3 clusters Score -522024.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -522045.875000 Penalty: 854.610840 Iteration 23Q: 3 clusters Score -522045.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -522074.937500 Penalty: 854.610840 Iteration 24Q: 3 clusters Score -522074.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -522103.843750 Penalty: 854.610840 Iteration 25Q: 3 clusters Score -522103.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -522139.406250 Penalty: 854.610840 Iteration 26Q: 3 clusters Score -522139.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -522169.562500 Penalty: 854.610840 Iteration 27Q: 3 clusters Score -522169.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -522195.312500 Penalty: 854.610840 Iteration 28Q: 3 clusters Score -522195.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -522223.781250 Penalty: 854.610840 Iteration 29Q: 3 clusters Score -522223.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -522256.687500 Penalty: 854.610840 Iteration 30Q: 3 clusters Score -522256.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -522281.343750 Penalty: 854.610840 Iteration 31Q: 3 clusters Score -522281.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -522310.250000 Penalty: 854.610840 Iteration 32Q: 3 clusters Score -522310.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -522335.843750 Penalty: 854.610840 Iteration 33Q: 3 clusters Score -522335.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -522358.031250 Penalty: 854.610840 Iteration 34Q: 3 clusters Score -522358 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -522373.375000 Penalty: 854.610840 Iteration 35Q: 3 clusters Score -522373.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -522389.531250 Penalty: 854.610840 Iteration 36Q: 3 clusters Score -522389.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -522402.812500 Penalty: 854.610840 Iteration 37Q: 3 clusters Score -522402.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -522412.125000 Penalty: 854.610840 Iteration 38Q: 3 clusters Score -522412.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -522422.281250 Penalty: 854.610840 Iteration 39Q: 3 clusters Score -522422.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -522427.531250 Penalty: 854.610840 Iteration 40F: 3 clusters Score -522427.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -522432.218750 Penalty: 854.610840 Iteration 41Q: 3 clusters Score -522432.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -522436.625000 Penalty: 854.610840 Iteration 42Q: 3 clusters Score -522436.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9445 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -522446.437500 Penalty: 854.610840 Iteration 43Q: 3 clusters Score -522446.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -522451.781250 Penalty: 854.610840 Iteration 44Q: 3 clusters Score -522451.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -522458.500000 Penalty: 854.610840 Iteration 45Q: 3 clusters Score -522458.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -522464.250000 Penalty: 854.610840 Iteration 46Q: 3 clusters Score -522464.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -522469.250000 Penalty: 854.610840 Iteration 47Q: 3 clusters Score -522469.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -522474.156250 Penalty: 854.610840 Iteration 48Q: 3 clusters Score -522474.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -522476.937500 Penalty: 854.610840 Iteration 49Q: 3 clusters Score -522476.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -522486.687500 Penalty: 854.610840 Iteration 50Q: 3 clusters Score -522486.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -522490.062500 Penalty: 854.610840 Iteration 51Q: 3 clusters Score -522490.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -522495.281250 Penalty: 854.610840 Iteration 52Q: 3 clusters Score -522495.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -522501.281250 Penalty: 854.610840 Iteration 53Q: 3 clusters Score -522501.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -522508.187500 Penalty: 854.610840 Iteration 54Q: 3 clusters Score -522508.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -522512.687500 Penalty: 854.610840 Iteration 55Q: 3 clusters Score -522512.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -522516.250000 Penalty: 854.610840 Iteration 56Q: 3 clusters Score -522516.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -522520.656250 Penalty: 854.610840 Iteration 57Q: 3 clusters Score -522520.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9977 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -522521.968750 Penalty: 854.610840 Iteration 58Q: 3 clusters Score -522522 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -522524.218750 Penalty: 854.610840 Iteration 59Q: 3 clusters Score -522524.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -522524.375000 Penalty: 854.610840 Iteration 60F: 3 clusters Score -522524.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -522524.562500 Penalty: 854.610840 Iteration 61Q: 3 clusters Score -522524.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -522524.812500 Penalty: 854.610840 Iteration 62Q: 3 clusters Score -522524.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -522526.593750 Penalty: 854.610840 Iteration 63Q: 3 clusters Score -522526.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -522528.156250 Penalty: 854.610840 Iteration 64Q: 3 clusters Score -522528.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -522532.500000 Penalty: 854.610840 Iteration 65Q: 3 clusters Score -522532.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -522534.687500 Penalty: 854.610840 Iteration 66Q: 3 clusters Score -522534.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -522537.812500 Penalty: 854.610840 Iteration 67Q: 3 clusters Score -522537.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -522542.750000 Penalty: 854.610840 Iteration 68Q: 3 clusters Score -522542.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -522546.312500 Penalty: 854.610840 Iteration 69Q: 3 clusters Score -522546.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -522550.343750 Penalty: 854.610840 Iteration 70Q: 3 clusters Score -522550.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -522559.593750 Penalty: 854.610840 Iteration 71Q: 3 clusters Score -522559.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -522566.875000 Penalty: 854.610840 Iteration 72Q: 3 clusters Score -522566.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -522574.031250 Penalty: 854.610840 Iteration 73Q: 3 clusters Score -522574 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -522577.625000 Penalty: 854.610840 Iteration 74Q: 3 clusters Score -522577.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -522581.656250 Penalty: 854.610840 Iteration 75Q: 3 clusters Score -522581.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -522584.562500 Penalty: 854.610840 Iteration 76Q: 3 clusters Score -522584.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -522586.062500 Penalty: 854.610840 Iteration 77Q: 3 clusters Score -522586.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -522588.656250 Penalty: 854.610840 Iteration 78Q: 3 clusters Score -522588.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -522593.718750 Penalty: 854.610840 Iteration 79Q: 3 clusters Score -522593.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -522597.125000 Penalty: 854.610840 Iteration 80F: 3 clusters Score -522597.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -522601.500000 Penalty: 854.610840 Iteration 81Q: 3 clusters Score -522601.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -522606.437500 Penalty: 854.610840 Iteration 82Q: 3 clusters Score -522606.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -522611.312500 Penalty: 854.610840 Iteration 83Q: 3 clusters Score -522611.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -522617.281250 Penalty: 854.610840 Iteration 84Q: 3 clusters Score -522617.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -522619.437500 Penalty: 854.610840 Iteration 85Q: 3 clusters Score -522619.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -522621.437500 Penalty: 854.610840 Iteration 86Q: 3 clusters Score -522621.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -522623.843750 Penalty: 854.610840 Iteration 87Q: 3 clusters Score -522623.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -522627.156250 Penalty: 854.610840 Iteration 88Q: 3 clusters Score -522627.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -522628.937500 Penalty: 854.610840 Iteration 89Q: 3 clusters Score -522628.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -522631.281250 Penalty: 854.610840 Iteration 90Q: 3 clusters Score -522631.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -522634.468750 Penalty: 854.610840 Iteration 91Q: 3 clusters Score -522634.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -522638.281250 Penalty: 854.610840 Iteration 92Q: 3 clusters Score -522638.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -522644.406250 Penalty: 854.610840 Iteration 93Q: 3 clusters Score -522644.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -522646.906250 Penalty: 854.610840 Iteration 94Q: 3 clusters Score -522646.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -522648.093750 Penalty: 854.610840 Iteration 95Q: 3 clusters Score -522648.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -522649.312500 Penalty: 854.610840 Iteration 96Q: 3 clusters Score -522649.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -522652.937500 Penalty: 854.610840 Iteration 97Q: 3 clusters Score -522652.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -522656.156250 Penalty: 854.610840 Iteration 98Q: 3 clusters Score -522656.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -522663.468750 Penalty: 854.610840 Iteration 99Q: 3 clusters Score -522663.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -522669.093750 Penalty: 854.610840 Iteration 100F: 3 clusters Score -522669.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -522673.062500 Penalty: 854.610840 Iteration 101Q: 3 clusters Score -522673.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -522676.937500 Penalty: 854.610840 Iteration 102Q: 3 clusters Score -522676.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -522681.593750 Penalty: 854.610840 Iteration 103Q: 3 clusters Score -522681.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -522688.250000 Penalty: 854.610840 Iteration 104Q: 3 clusters Score -522688.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -522689.781250 Penalty: 854.610840 Iteration 105Q: 3 clusters Score -522689.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -522691.156250 Penalty: 854.610840 Iteration 106Q: 3 clusters Score -522691.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -522693.500000 Penalty: 854.610840 Iteration 107Q: 3 clusters Score -522693.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -522694.187500 Penalty: 854.610840 Iteration 108Q: 3 clusters Score -522694.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -522694.781250 Penalty: 854.610840 Iteration 109Q: 3 clusters Score -522694.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -522696.687500 Penalty: 854.610840 Iteration 110Q: 3 clusters Score -522696.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -522696.500000 Penalty: 854.610840 Iteration 111Q: 3 clusters Score -522696.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -522697.625000 Penalty: 854.610840 Iteration 112Q: 3 clusters Score -522697.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -522697.281250 Penalty: 854.610840 Iteration 113Q: 3 clusters Score -522697.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -522701.093750 Penalty: 854.610840 Iteration 114Q: 3 clusters Score -522701.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -522705.312500 Penalty: 854.610840 Iteration 115Q: 3 clusters Score -522705.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -522707.937500 Penalty: 854.610840 Iteration 116Q: 3 clusters Score -522707.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11050 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -522710.406250 Penalty: 854.610840 Iteration 117Q: 3 clusters Score -522710.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -522710.406250 Penalty: 854.610840 Iteration 118Q: 3 clusters Score -522710.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -522711.625000 Penalty: 854.610840 Iteration 119Q: 3 clusters Score -522711.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -522712.281250 Penalty: 854.610840 Iteration 120F: 3 clusters Score -522712.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Entering Unmasked Estep Score: -621511.562500 Penalty: 432.464966 Iteration 0F: 2 clusters Score -621511.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -612647.312500 Penalty: 864.929932 Iteration 0F: 3 clusters Score -612647.3 nChanged 6340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -616643.000000 Penalty: 864.929932 Iteration 1F: 3 clusters Score -616643 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -617162.812500 Penalty: 864.929932 Iteration 2F: 3 clusters Score -617162.8 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -617824.812500 Penalty: 864.929932 Iteration 3F: 3 clusters Score -617824.8 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -618560.250000 Penalty: 864.929932 Iteration 4F: 3 clusters Score -618560.2 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -619191.437500 Penalty: 864.929932 Iteration 5F: 3 clusters Score -619191.4 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -619562.125000 Penalty: 864.929932 Iteration 6Q: 3 clusters Score -619562.1 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -619718.750000 Penalty: 864.929932 Iteration 7Q: 3 clusters Score -619718.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -619791.250000 Penalty: 864.929932 Iteration 8Q: 3 clusters Score -619791.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -619840.500000 Penalty: 864.929932 Iteration 9Q: 3 clusters Score -619840.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -619875.750000 Penalty: 864.929932 Iteration 10Q: 3 clusters Score -619875.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -619906.312500 Penalty: 864.929932 Iteration 11Q: 3 clusters Score -619906.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -619936.687500 Penalty: 864.929932 Iteration 12Q: 3 clusters Score -619936.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -619963.625000 Penalty: 864.929932 Iteration 13Q: 3 clusters Score -619963.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -619981.875000 Penalty: 864.929932 Iteration 14Q: 3 clusters Score -619981.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -620000.125000 Penalty: 864.929932 Iteration 15Q: 3 clusters Score -620000.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -620020.625000 Penalty: 864.929932 Iteration 16Q: 3 clusters Score -620020.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -620037.687500 Penalty: 864.929932 Iteration 17Q: 3 clusters Score -620037.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -620059.375000 Penalty: 864.929932 Iteration 18Q: 3 clusters Score -620059.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -620079.687500 Penalty: 864.929932 Iteration 19Q: 3 clusters Score -620079.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -620109.250000 Penalty: 864.929932 Iteration 20F: 3 clusters Score -620109.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -620134.125000 Penalty: 864.929932 Iteration 21Q: 3 clusters Score -620134.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -620161.375000 Penalty: 864.929932 Iteration 22Q: 3 clusters Score -620161.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -620183.250000 Penalty: 864.929932 Iteration 23Q: 3 clusters Score -620183.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -620208.875000 Penalty: 864.929932 Iteration 24Q: 3 clusters Score -620208.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -620229.937500 Penalty: 864.929932 Iteration 25Q: 3 clusters Score -620229.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -620249.625000 Penalty: 864.929932 Iteration 26Q: 3 clusters Score -620249.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -620278.500000 Penalty: 864.929932 Iteration 27Q: 3 clusters Score -620278.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -620310.187500 Penalty: 864.929932 Iteration 28Q: 3 clusters Score -620310.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -620341.375000 Penalty: 864.929932 Iteration 29Q: 3 clusters Score -620341.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -620375.250000 Penalty: 864.929932 Iteration 30Q: 3 clusters Score -620375.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -620405.187500 Penalty: 864.929932 Iteration 31Q: 3 clusters Score -620405.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -620439.625000 Penalty: 864.929932 Iteration 32Q: 3 clusters Score -620439.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -620477.812500 Penalty: 864.929932 Iteration 33Q: 3 clusters Score -620477.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -620508.687500 Penalty: 864.929932 Iteration 34Q: 3 clusters Score -620508.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -620542.937500 Penalty: 864.929932 Iteration 35Q: 3 clusters Score -620542.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -620564.125000 Penalty: 864.929932 Iteration 36Q: 3 clusters Score -620564.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -620592.000000 Penalty: 864.929932 Iteration 37Q: 3 clusters Score -620592 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -620623.687500 Penalty: 864.929932 Iteration 38Q: 3 clusters Score -620623.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -620652.437500 Penalty: 864.929932 Iteration 39Q: 3 clusters Score -620652.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -620683.937500 Penalty: 864.929932 Iteration 40F: 3 clusters Score -620683.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -620718.875000 Penalty: 864.929932 Iteration 41Q: 3 clusters Score -620718.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -620748.250000 Penalty: 864.929932 Iteration 42Q: 3 clusters Score -620748.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -620777.062500 Penalty: 864.929932 Iteration 43Q: 3 clusters Score -620777.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -620804.062500 Penalty: 864.929932 Iteration 44Q: 3 clusters Score -620804.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -620830.062500 Penalty: 864.929932 Iteration 45Q: 3 clusters Score -620830.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -620852.437500 Penalty: 864.929932 Iteration 46Q: 3 clusters Score -620852.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -620881.125000 Penalty: 864.929932 Iteration 47Q: 3 clusters Score -620881.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -620918.375000 Penalty: 864.929932 Iteration 48Q: 3 clusters Score -620918.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -620945.875000 Penalty: 864.929932 Iteration 49Q: 3 clusters Score -620945.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -620967.125000 Penalty: 864.929932 Iteration 50Q: 3 clusters Score -620967.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -620978.500000 Penalty: 864.929932 Iteration 51Q: 3 clusters Score -620978.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -620991.250000 Penalty: 864.929932 Iteration 52Q: 3 clusters Score -620991.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -621010.500000 Penalty: 864.929932 Iteration 53Q: 3 clusters Score -621010.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -621031.062500 Penalty: 864.929932 Iteration 54Q: 3 clusters Score -621031.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -621047.562500 Penalty: 864.929932 Iteration 55Q: 3 clusters Score -621047.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -621067.812500 Penalty: 864.929932 Iteration 56Q: 3 clusters Score -621067.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12328 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -621091.312500 Penalty: 864.929932 Iteration 57Q: 3 clusters Score -621091.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -621110.250000 Penalty: 864.929932 Iteration 58Q: 3 clusters Score -621110.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -621125.750000 Penalty: 864.929932 Iteration 59Q: 3 clusters Score -621125.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -621137.187500 Penalty: 864.929932 Iteration 60F: 3 clusters Score -621137.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12509 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -621151.375000 Penalty: 864.929932 Iteration 61Q: 3 clusters Score -621151.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -621158.625000 Penalty: 864.929932 Iteration 62Q: 3 clusters Score -621158.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -621165.125000 Penalty: 864.929932 Iteration 63Q: 3 clusters Score -621165.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -621169.062500 Penalty: 864.929932 Iteration 64Q: 3 clusters Score -621169.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12599 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -621170.375000 Penalty: 864.929932 Iteration 65Q: 3 clusters Score -621170.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -621172.812500 Penalty: 864.929932 Iteration 66Q: 3 clusters Score -621172.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12612 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -621173.000000 Penalty: 864.929932 Iteration 67Q: 3 clusters Score -621173 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12618 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -621173.562500 Penalty: 864.929932 Iteration 68Q: 3 clusters Score -621173.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -621173.187500 Penalty: 864.929932 Iteration 69Q: 3 clusters Score -621173.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12628 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -621174.250000 Penalty: 864.929932 Iteration 70Q: 3 clusters Score -621174.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12638 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -621176.562500 Penalty: 864.929932 Iteration 71Q: 3 clusters Score -621176.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -621178.000000 Penalty: 864.929932 Iteration 72Q: 3 clusters Score -621178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -621178.625000 Penalty: 864.929932 Iteration 73Q: 3 clusters Score -621178.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -621179.125000 Penalty: 864.929932 Iteration 74Q: 3 clusters Score -621179.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -621179.062500 Penalty: 864.929932 Iteration 75Q: 3 clusters Score -621179.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -621179.375000 Penalty: 864.929932 Iteration 76Q: 3 clusters Score -621179.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -621180.000000 Penalty: 864.929932 Iteration 77Q: 3 clusters Score -621180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -621181.375000 Penalty: 864.929932 Iteration 78Q: 3 clusters Score -621181.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -621180.750000 Penalty: 864.929932 Iteration 79Q: 3 clusters Score -621180.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -621181.562500 Penalty: 864.929932 Iteration 80F: 3 clusters Score -621181.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -621183.125000 Penalty: 864.929932 Iteration 81Q: 3 clusters Score -621183.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12682 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -621184.187500 Penalty: 864.929932 Iteration 82Q: 3 clusters Score -621184.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12685 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -621184.750000 Penalty: 864.929932 Iteration 83Q: 3 clusters Score -621184.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -621184.250000 Penalty: 864.929932 Iteration 84Q: 3 clusters Score -621184.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -621184.625000 Penalty: 864.929932 Iteration 85Q: 3 clusters Score -621184.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -621184.812500 Penalty: 864.929932 Iteration 86Q: 3 clusters Score -621184.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12691 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -621185.500000 Penalty: 864.929932 Iteration 87Q: 3 clusters Score -621185.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -621185.437500 Penalty: 864.929932 Iteration 88Q: 3 clusters Score -621185.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -621186.625000 Penalty: 864.929932 Iteration 89Q: 3 clusters Score -621186.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -621187.625000 Penalty: 864.929932 Iteration 90Q: 3 clusters Score -621187.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -621188.937500 Penalty: 864.929932 Iteration 91Q: 3 clusters Score -621188.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -621190.812500 Penalty: 864.929932 Iteration 92Q: 3 clusters Score -621190.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -621196.375000 Penalty: 864.929932 Iteration 93Q: 3 clusters Score -621196.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -621196.437500 Penalty: 864.929932 Iteration 94Q: 3 clusters Score -621196.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -621199.562500 Penalty: 864.929932 Iteration 95Q: 3 clusters Score -621199.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -621199.250000 Penalty: 864.929932 Iteration 96Q: 3 clusters Score -621199.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -621199.250000 Penalty: 864.929932 Iteration 97F: 3 clusters Score -621199.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Entering Unmasked Estep Score: -69921.023438 Penalty: 343.243011 Iteration 0F: 2 clusters Score -69921.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -68562.304688 Penalty: 686.486023 Iteration 0F: 3 clusters Score -68562.3 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -69054.617188 Penalty: 686.486023 Iteration 1F: 3 clusters Score -69054.62 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -69161.914062 Penalty: 686.486023 Iteration 2F: 3 clusters Score -69161.91 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -69284.218750 Penalty: 686.486023 Iteration 3F: 3 clusters Score -69284.22 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -69431.992188 Penalty: 686.486023 Iteration 4F: 3 clusters Score -69431.99 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -69637.976562 Penalty: 686.486023 Iteration 5F: 3 clusters Score -69637.98 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -69776.195312 Penalty: 686.486023 Iteration 6F: 3 clusters Score -69776.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -69847.093750 Penalty: 686.486023 Iteration 7Q: 3 clusters Score -69847.09 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -69879.531250 Penalty: 686.486023 Iteration 8Q: 3 clusters Score -69879.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -69898.601562 Penalty: 686.486023 Iteration 9Q: 3 clusters Score -69898.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -69910.539062 Penalty: 686.486023 Iteration 10Q: 3 clusters Score -69910.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -69917.726562 Penalty: 686.486023 Iteration 11Q: 3 clusters Score -69917.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -69922.750000 Penalty: 686.486023 Iteration 12Q: 3 clusters Score -69922.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -69929.281250 Penalty: 686.486023 Iteration 13Q: 3 clusters Score -69929.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -69932.546875 Penalty: 686.486023 Iteration 14Q: 3 clusters Score -69932.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -69933.390625 Penalty: 686.486023 Iteration 15Q: 3 clusters Score -69933.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -69933.523438 Penalty: 686.486023 Iteration 16Q: 3 clusters Score -69933.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -69933.523438 Penalty: 686.486023 Iteration 17F: 3 clusters Score -69933.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3564 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 7087 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4672 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11984 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1040 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 7753 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 83873 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4920 members Mstep: Class 27 contains 1246 members Mstep: Class 28 contains 3020 members Mstep: Class 29 contains 849 members Entering Unmasked Estep Score: -8690813.000000 Penalty: 16139.112305 Splitting cluster 14 changes total score from -8690978.000000 to -8690813.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -13598.208008 Penalty: 277.257416 Iteration 0F: 2 clusters Score -13598.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13170.022461 Penalty: 554.514832 Iteration 0F: 3 clusters Score -13170.02 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -13299.085938 Penalty: 554.514832 Iteration 1F: 3 clusters Score -13299.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13333.446289 Penalty: 554.514832 Iteration 2F: 3 clusters Score -13333.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13351.606445 Penalty: 554.514832 Iteration 3F: 3 clusters Score -13351.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13360.755859 Penalty: 554.514832 Iteration 4Q: 3 clusters Score -13360.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -13367.618164 Penalty: 554.514832 Iteration 5Q: 3 clusters Score -13367.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13372.709961 Penalty: 554.514832 Iteration 6Q: 3 clusters Score -13372.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13387.025391 Penalty: 554.514832 Iteration 7Q: 3 clusters Score -13387.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13399.274414 Penalty: 554.514832 Iteration 8Q: 3 clusters Score -13399.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -13410.815430 Penalty: 554.514832 Iteration 9Q: 3 clusters Score -13410.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -13427.543945 Penalty: 554.514832 Iteration 10Q: 3 clusters Score -13427.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -13454.070312 Penalty: 554.514832 Iteration 11Q: 3 clusters Score -13454.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -13474.023438 Penalty: 554.514832 Iteration 12Q: 3 clusters Score -13474.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -13481.788086 Penalty: 554.514832 Iteration 13Q: 3 clusters Score -13481.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -13495.166016 Penalty: 554.514832 Iteration 14Q: 3 clusters Score -13495.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13506.805664 Penalty: 554.514832 Iteration 15Q: 3 clusters Score -13506.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13514.920898 Penalty: 554.514832 Iteration 16Q: 3 clusters Score -13514.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13514.920898 Penalty: 554.514832 Iteration 17F: 3 clusters Score -13514.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -2676.649170 Penalty: 215.497025 Iteration 0F: 2 clusters Score -2676.649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -2468.757324 Penalty: 430.994049 Iteration 0F: 3 clusters Score -2468.757 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2497.891113 Penalty: 430.994049 Iteration 1F: 3 clusters Score -2497.891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2509.695801 Penalty: 430.994049 Iteration 2F: 3 clusters Score -2509.696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2516.107910 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -2516.108 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2516.107910 Penalty: 430.994049 Iteration 4F: 3 clusters Score -2516.108 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Entering Unmasked Estep Score: -254180.359375 Penalty: 395.393585 Iteration 0F: 2 clusters Score -254180.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -250301.921875 Penalty: 790.787170 Iteration 0F: 3 clusters Score -250301.9 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -251974.171875 Penalty: 790.787170 Iteration 1F: 3 clusters Score -251974.2 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -252239.250000 Penalty: 790.787170 Iteration 2F: 3 clusters Score -252239.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -252478.062500 Penalty: 790.787170 Iteration 3F: 3 clusters Score -252478.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -252699.484375 Penalty: 790.787170 Iteration 4F: 3 clusters Score -252699.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -252921.562500 Penalty: 790.787170 Iteration 5F: 3 clusters Score -252921.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -253125.937500 Penalty: 790.787170 Iteration 6Q: 3 clusters Score -253125.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -253285.781250 Penalty: 790.787170 Iteration 7Q: 3 clusters Score -253285.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -253403.671875 Penalty: 790.787170 Iteration 8Q: 3 clusters Score -253403.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -253469.890625 Penalty: 790.787170 Iteration 9Q: 3 clusters Score -253469.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -253523.562500 Penalty: 790.787170 Iteration 10Q: 3 clusters Score -253523.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -253564.046875 Penalty: 790.787170 Iteration 11Q: 3 clusters Score -253564 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -253587.937500 Penalty: 790.787170 Iteration 12Q: 3 clusters Score -253587.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -253602.343750 Penalty: 790.787170 Iteration 13Q: 3 clusters Score -253602.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -253612.468750 Penalty: 790.787170 Iteration 14Q: 3 clusters Score -253612.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -253621.500000 Penalty: 790.787170 Iteration 15Q: 3 clusters Score -253621.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -253630.218750 Penalty: 790.787170 Iteration 16Q: 3 clusters Score -253630.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -253638.109375 Penalty: 790.787170 Iteration 17Q: 3 clusters Score -253638.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -253643.593750 Penalty: 790.787170 Iteration 18Q: 3 clusters Score -253643.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -253649.187500 Penalty: 790.787170 Iteration 19Q: 3 clusters Score -253649.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -253652.890625 Penalty: 790.787170 Iteration 20F: 3 clusters Score -253652.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -253658.265625 Penalty: 790.787170 Iteration 21Q: 3 clusters Score -253658.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -253661.500000 Penalty: 790.787170 Iteration 22Q: 3 clusters Score -253661.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -253664.562500 Penalty: 790.787170 Iteration 23Q: 3 clusters Score -253664.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -253666.843750 Penalty: 790.787170 Iteration 24Q: 3 clusters Score -253666.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -253668.656250 Penalty: 790.787170 Iteration 25Q: 3 clusters Score -253668.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -253670.406250 Penalty: 790.787170 Iteration 26Q: 3 clusters Score -253670.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -253675.140625 Penalty: 790.787170 Iteration 27Q: 3 clusters Score -253675.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -253678.875000 Penalty: 790.787170 Iteration 28Q: 3 clusters Score -253678.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -253681.062500 Penalty: 790.787170 Iteration 29Q: 3 clusters Score -253681.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -253682.921875 Penalty: 790.787170 Iteration 30Q: 3 clusters Score -253682.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -253683.875000 Penalty: 790.787170 Iteration 31Q: 3 clusters Score -253683.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -253684.953125 Penalty: 790.787170 Iteration 32Q: 3 clusters Score -253685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -253685.484375 Penalty: 790.787170 Iteration 33Q: 3 clusters Score -253685.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -253686.203125 Penalty: 790.787170 Iteration 34Q: 3 clusters Score -253686.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -253686.828125 Penalty: 790.787170 Iteration 35Q: 3 clusters Score -253686.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -253687.765625 Penalty: 790.787170 Iteration 36Q: 3 clusters Score -253687.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -253687.546875 Penalty: 790.787170 Iteration 37Q: 3 clusters Score -253687.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -253687.546875 Penalty: 790.787170 Iteration 38F: 3 clusters Score -253687.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Entering Unmasked Estep Score: -181244.859375 Penalty: 383.837219 Iteration 0F: 2 clusters Score -181244.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -178090.015625 Penalty: 767.674438 Iteration 0F: 3 clusters Score -178090 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -179484.843750 Penalty: 767.674438 Iteration 1F: 3 clusters Score -179484.8 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -179875.468750 Penalty: 767.674438 Iteration 2F: 3 clusters Score -179875.5 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -180210.453125 Penalty: 767.674438 Iteration 3F: 3 clusters Score -180210.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -180455.484375 Penalty: 767.674438 Iteration 4F: 3 clusters Score -180455.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -180636.875000 Penalty: 767.674438 Iteration 5F: 3 clusters Score -180636.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -180756.265625 Penalty: 767.674438 Iteration 6Q: 3 clusters Score -180756.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -180817.234375 Penalty: 767.674438 Iteration 7Q: 3 clusters Score -180817.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -180857.828125 Penalty: 767.674438 Iteration 8Q: 3 clusters Score -180857.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -180892.093750 Penalty: 767.674438 Iteration 9Q: 3 clusters Score -180892.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -180926.796875 Penalty: 767.674438 Iteration 10Q: 3 clusters Score -180926.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -180966.203125 Penalty: 767.674438 Iteration 11Q: 3 clusters Score -180966.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -181011.000000 Penalty: 767.674438 Iteration 12Q: 3 clusters Score -181011 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -181042.687500 Penalty: 767.674438 Iteration 13Q: 3 clusters Score -181042.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -181068.000000 Penalty: 767.674438 Iteration 14Q: 3 clusters Score -181068 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -181083.296875 Penalty: 767.674438 Iteration 15Q: 3 clusters Score -181083.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -181094.750000 Penalty: 767.674438 Iteration 16Q: 3 clusters Score -181094.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -181109.140625 Penalty: 767.674438 Iteration 17Q: 3 clusters Score -181109.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -181116.765625 Penalty: 767.674438 Iteration 18Q: 3 clusters Score -181116.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -181127.406250 Penalty: 767.674438 Iteration 19Q: 3 clusters Score -181127.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -181134.609375 Penalty: 767.674438 Iteration 20F: 3 clusters Score -181134.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -181143.390625 Penalty: 767.674438 Iteration 21Q: 3 clusters Score -181143.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -181153.750000 Penalty: 767.674438 Iteration 22Q: 3 clusters Score -181153.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -181163.187500 Penalty: 767.674438 Iteration 23Q: 3 clusters Score -181163.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -181165.796875 Penalty: 767.674438 Iteration 24Q: 3 clusters Score -181165.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -181167.078125 Penalty: 767.674438 Iteration 25Q: 3 clusters Score -181167.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -181168.390625 Penalty: 767.674438 Iteration 26Q: 3 clusters Score -181168.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -181169.156250 Penalty: 767.674438 Iteration 27Q: 3 clusters Score -181169.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -181169.781250 Penalty: 767.674438 Iteration 28Q: 3 clusters Score -181169.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -181169.781250 Penalty: 767.674438 Iteration 29F: 3 clusters Score -181169.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Entering Unmasked Estep Score: -337713.593750 Penalty: 407.490509 Iteration 0F: 2 clusters Score -337713.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -332583.062500 Penalty: 814.981018 Iteration 0F: 3 clusters Score -332583.1 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -334699.375000 Penalty: 814.981018 Iteration 1F: 3 clusters Score -334699.4 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -335052.312500 Penalty: 814.981018 Iteration 2F: 3 clusters Score -335052.3 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -335547.281250 Penalty: 814.981018 Iteration 3F: 3 clusters Score -335547.3 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -336034.750000 Penalty: 814.981018 Iteration 4F: 3 clusters Score -336034.8 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -336487.218750 Penalty: 814.981018 Iteration 5F: 3 clusters Score -336487.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -336820.687500 Penalty: 814.981018 Iteration 6Q: 3 clusters Score -336820.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -337047.468750 Penalty: 814.981018 Iteration 7Q: 3 clusters Score -337047.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -337189.468750 Penalty: 814.981018 Iteration 8Q: 3 clusters Score -337189.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -337275.531250 Penalty: 814.981018 Iteration 9Q: 3 clusters Score -337275.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -337350.968750 Penalty: 814.981018 Iteration 10Q: 3 clusters Score -337351 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -337417.656250 Penalty: 814.981018 Iteration 11Q: 3 clusters Score -337417.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -337467.531250 Penalty: 814.981018 Iteration 12Q: 3 clusters Score -337467.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -337503.218750 Penalty: 814.981018 Iteration 13Q: 3 clusters Score -337503.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -337534.437500 Penalty: 814.981018 Iteration 14Q: 3 clusters Score -337534.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -337554.156250 Penalty: 814.981018 Iteration 15Q: 3 clusters Score -337554.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -337566.843750 Penalty: 814.981018 Iteration 16Q: 3 clusters Score -337566.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -337575.375000 Penalty: 814.981018 Iteration 17Q: 3 clusters Score -337575.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -337580.062500 Penalty: 814.981018 Iteration 18Q: 3 clusters Score -337580.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -337582.812500 Penalty: 814.981018 Iteration 19Q: 3 clusters Score -337582.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -337585.062500 Penalty: 814.981018 Iteration 20F: 3 clusters Score -337585.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -337587.593750 Penalty: 814.981018 Iteration 21Q: 3 clusters Score -337587.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -337587.656250 Penalty: 814.981018 Iteration 22Q: 3 clusters Score -337587.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -337588.281250 Penalty: 814.981018 Iteration 23Q: 3 clusters Score -337588.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -337588.906250 Penalty: 814.981018 Iteration 24Q: 3 clusters Score -337588.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -337589.843750 Penalty: 814.981018 Iteration 25Q: 3 clusters Score -337589.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -337589.843750 Penalty: 814.981018 Iteration 26F: 3 clusters Score -337589.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -15410.528320 Penalty: 278.473541 Iteration 0F: 2 clusters Score -15410.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14988.724609 Penalty: 556.947083 Iteration 0F: 3 clusters Score -14988.72 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -15098.090820 Penalty: 556.947083 Iteration 1F: 3 clusters Score -15098.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15126.191406 Penalty: 556.947083 Iteration 2F: 3 clusters Score -15126.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -15140.355469 Penalty: 556.947083 Iteration 3Q: 3 clusters Score -15140.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -15146.806641 Penalty: 556.947083 Iteration 4Q: 3 clusters Score -15146.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -15154.126953 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -15154.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -15158.068359 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -15158.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -15158.571289 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -15158.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -15159.355469 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -15159.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -15160.400391 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -15160.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -15163.283203 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -15163.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -15166.144531 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -15166.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -15172.602539 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -15172.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -15179.929688 Penalty: 556.947083 Iteration 13Q: 3 clusters Score -15179.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15182.857422 Penalty: 556.947083 Iteration 14Q: 3 clusters Score -15182.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15183.466797 Penalty: 556.947083 Iteration 15Q: 3 clusters Score -15183.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15183.466797 Penalty: 556.947083 Iteration 16F: 3 clusters Score -15183.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Entering Unmasked Estep Score: -25508.767578 Penalty: 292.035614 Iteration 0F: 2 clusters Score -25508.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -24960.824219 Penalty: 584.071228 Iteration 0F: 3 clusters Score -24960.82 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25104.302734 Penalty: 584.071228 Iteration 1F: 3 clusters Score -25104.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -25151.845703 Penalty: 584.071228 Iteration 2F: 3 clusters Score -25151.85 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -25208.824219 Penalty: 584.071228 Iteration 3F: 3 clusters Score -25208.82 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -25244.033203 Penalty: 584.071228 Iteration 4Q: 3 clusters Score -25244.03 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -25281.857422 Penalty: 584.071228 Iteration 5F: 3 clusters Score -25281.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -25304.148438 Penalty: 584.071228 Iteration 6Q: 3 clusters Score -25304.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -25314.105469 Penalty: 584.071228 Iteration 7Q: 3 clusters Score -25314.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -25322.275391 Penalty: 584.071228 Iteration 8Q: 3 clusters Score -25322.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -25330.050781 Penalty: 584.071228 Iteration 9Q: 3 clusters Score -25330.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -25335.574219 Penalty: 584.071228 Iteration 10Q: 3 clusters Score -25335.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -25340.904297 Penalty: 584.071228 Iteration 11Q: 3 clusters Score -25340.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25346.193359 Penalty: 584.071228 Iteration 12Q: 3 clusters Score -25346.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -25349.347656 Penalty: 584.071228 Iteration 13Q: 3 clusters Score -25349.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -25351.339844 Penalty: 584.071228 Iteration 14Q: 3 clusters Score -25351.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -25352.548828 Penalty: 584.071228 Iteration 15Q: 3 clusters Score -25352.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -25353.824219 Penalty: 584.071228 Iteration 16Q: 3 clusters Score -25353.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -25354.164062 Penalty: 584.071228 Iteration 17Q: 3 clusters Score -25354.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -25354.722656 Penalty: 584.071228 Iteration 18Q: 3 clusters Score -25354.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -25355.048828 Penalty: 584.071228 Iteration 19Q: 3 clusters Score -25355.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -25355.285156 Penalty: 584.071228 Iteration 20F: 3 clusters Score -25355.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -25355.683594 Penalty: 584.071228 Iteration 21Q: 3 clusters Score -25355.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25356.746094 Penalty: 584.071228 Iteration 22Q: 3 clusters Score -25356.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -25358.890625 Penalty: 584.071228 Iteration 23Q: 3 clusters Score -25358.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -25362.152344 Penalty: 584.071228 Iteration 24Q: 3 clusters Score -25362.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -25362.529297 Penalty: 584.071228 Iteration 25Q: 3 clusters Score -25362.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -25362.607422 Penalty: 584.071228 Iteration 26Q: 3 clusters Score -25362.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -25362.607422 Penalty: 584.071228 Iteration 27F: 3 clusters Score -25362.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (32011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32011 members Entering Unmasked Estep Score: -1471795.750000 Penalty: 472.009460 Iteration 0F: 2 clusters Score -1471796 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16046 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -1450326.250000 Penalty: 944.018921 Iteration 0F: 3 clusters Score -1450326 nChanged 15308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 16087 members Entering Unmasked Estep Score: -1459604.250000 Penalty: 944.018921 Iteration 1F: 3 clusters Score -1459604 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15638 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -1460248.125000 Penalty: 944.018921 Iteration 2F: 3 clusters Score -1460248 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15321 members Mstep: Class 2 contains 16690 members Entering Unmasked Estep Score: -1460968.750000 Penalty: 944.018921 Iteration 3F: 3 clusters Score -1460969 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14942 members Mstep: Class 2 contains 17069 members Entering Unmasked Estep Score: -1461726.000000 Penalty: 944.018921 Iteration 4F: 3 clusters Score -1461726 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -1462453.250000 Penalty: 944.018921 Iteration 5F: 3 clusters Score -1462453 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 17596 members Entering Unmasked Estep Score: -1463041.000000 Penalty: 944.018921 Iteration 6Q: 3 clusters Score -1463041 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -1463508.250000 Penalty: 944.018921 Iteration 7Q: 3 clusters Score -1463508 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -1463911.875000 Penalty: 944.018921 Iteration 8Q: 3 clusters Score -1463912 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13656 members Mstep: Class 2 contains 18355 members Entering Unmasked Estep Score: -1464258.625000 Penalty: 944.018921 Iteration 9Q: 3 clusters Score -1464259 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 18642 members Entering Unmasked Estep Score: -1464629.000000 Penalty: 944.018921 Iteration 10Q: 3 clusters Score -1464629 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 18919 members Entering Unmasked Estep Score: -1465003.375000 Penalty: 944.018921 Iteration 11Q: 3 clusters Score -1465003 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -1465450.375000 Penalty: 944.018921 Iteration 12Q: 3 clusters Score -1465450 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 19499 members Entering Unmasked Estep Score: -1465877.750000 Penalty: 944.018921 Iteration 13Q: 3 clusters Score -1465878 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 19806 members Entering Unmasked Estep Score: -1466370.125000 Penalty: 944.018921 Iteration 14Q: 3 clusters Score -1466370 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 20126 members Entering Unmasked Estep Score: -1466776.125000 Penalty: 944.018921 Iteration 15Q: 3 clusters Score -1466776 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 20468 members Entering Unmasked Estep Score: -1467052.125000 Penalty: 944.018921 Iteration 16Q: 3 clusters Score -1467052 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 20864 members Entering Unmasked Estep Score: -1467241.875000 Penalty: 944.018921 Iteration 17Q: 3 clusters Score -1467242 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 21314 members Entering Unmasked Estep Score: -1467401.750000 Penalty: 944.018921 Iteration 18Q: 3 clusters Score -1467402 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -1467534.625000 Penalty: 944.018921 Iteration 19Q: 3 clusters Score -1467535 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -1467677.625000 Penalty: 944.018921 Iteration 20F: 3 clusters Score -1467678 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 22749 members Entering Unmasked Estep Score: -1467837.125000 Penalty: 944.018921 Iteration 21Q: 3 clusters Score -1467837 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 23275 members Entering Unmasked Estep Score: -1467996.750000 Penalty: 944.018921 Iteration 22Q: 3 clusters Score -1467997 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 23829 members Entering Unmasked Estep Score: -1468176.750000 Penalty: 944.018921 Iteration 23Q: 3 clusters Score -1468177 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 24383 members Entering Unmasked Estep Score: -1468362.875000 Penalty: 944.018921 Iteration 24Q: 3 clusters Score -1468363 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 24946 members Entering Unmasked Estep Score: -1468574.875000 Penalty: 944.018921 Iteration 25Q: 3 clusters Score -1468575 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -1468783.750000 Penalty: 944.018921 Iteration 26Q: 3 clusters Score -1468784 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 26079 members Entering Unmasked Estep Score: -1469027.375000 Penalty: 944.018921 Iteration 27Q: 3 clusters Score -1469027 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 26638 members Entering Unmasked Estep Score: -1469251.875000 Penalty: 944.018921 Iteration 28Q: 3 clusters Score -1469252 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 27171 members Entering Unmasked Estep Score: -1469468.125000 Penalty: 944.018921 Iteration 29Q: 3 clusters Score -1469468 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 27675 members Entering Unmasked Estep Score: -1469665.500000 Penalty: 944.018921 Iteration 30Q: 3 clusters Score -1469666 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 28185 members Entering Unmasked Estep Score: -1469888.250000 Penalty: 944.018921 Iteration 31Q: 3 clusters Score -1469888 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 28645 members Entering Unmasked Estep Score: -1470081.375000 Penalty: 944.018921 Iteration 32Q: 3 clusters Score -1470081 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 29074 members Entering Unmasked Estep Score: -1470261.500000 Penalty: 944.018921 Iteration 33Q: 3 clusters Score -1470262 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 29478 members Entering Unmasked Estep Score: -1470439.125000 Penalty: 944.018921 Iteration 34Q: 3 clusters Score -1470439 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 29807 members Entering Unmasked Estep Score: -1470569.875000 Penalty: 944.018921 Iteration 35Q: 3 clusters Score -1470570 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 30107 members Entering Unmasked Estep Score: -1470685.875000 Penalty: 944.018921 Iteration 36Q: 3 clusters Score -1470686 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 30368 members Entering Unmasked Estep Score: -1470794.375000 Penalty: 944.018921 Iteration 37Q: 3 clusters Score -1470794 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 30589 members Entering Unmasked Estep Score: -1470891.375000 Penalty: 944.018921 Iteration 38Q: 3 clusters Score -1470891 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 30771 members Entering Unmasked Estep Score: -1470970.250000 Penalty: 944.018921 Iteration 39Q: 3 clusters Score -1470970 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 30926 members Entering Unmasked Estep Score: -1471028.500000 Penalty: 944.018921 Iteration 40F: 3 clusters Score -1471028 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -1471081.625000 Penalty: 944.018921 Iteration 41Q: 3 clusters Score -1471082 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 31171 members Entering Unmasked Estep Score: -1471132.750000 Penalty: 944.018921 Iteration 42Q: 3 clusters Score -1471133 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 31263 members Entering Unmasked Estep Score: -1471161.750000 Penalty: 944.018921 Iteration 43Q: 3 clusters Score -1471162 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 31345 members Entering Unmasked Estep Score: -1471199.125000 Penalty: 944.018921 Iteration 44Q: 3 clusters Score -1471199 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 31430 members Entering Unmasked Estep Score: -1471240.250000 Penalty: 944.018921 Iteration 45Q: 3 clusters Score -1471240 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 31497 members Entering Unmasked Estep Score: -1471270.625000 Penalty: 944.018921 Iteration 46Q: 3 clusters Score -1471271 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 31555 members Entering Unmasked Estep Score: -1471295.375000 Penalty: 944.018921 Iteration 47Q: 3 clusters Score -1471295 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 31602 members Entering Unmasked Estep Score: -1471308.625000 Penalty: 944.018921 Iteration 48Q: 3 clusters Score -1471309 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 31641 members Entering Unmasked Estep Score: -1471330.500000 Penalty: 944.018921 Iteration 49Q: 3 clusters Score -1471330 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 31674 members Entering Unmasked Estep Score: -1471346.875000 Penalty: 944.018921 Iteration 50Q: 3 clusters Score -1471347 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 31701 members Entering Unmasked Estep Score: -1471361.250000 Penalty: 944.018921 Iteration 51Q: 3 clusters Score -1471361 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 31723 members Entering Unmasked Estep Score: -1471373.375000 Penalty: 944.018921 Iteration 52Q: 3 clusters Score -1471373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 31742 members Entering Unmasked Estep Score: -1471378.000000 Penalty: 944.018921 Iteration 53Q: 3 clusters Score -1471378 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 31754 members Entering Unmasked Estep Score: -1471381.375000 Penalty: 944.018921 Iteration 54Q: 3 clusters Score -1471381 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 31765 members Entering Unmasked Estep Score: -1471382.375000 Penalty: 944.018921 Iteration 55Q: 3 clusters Score -1471382 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 31780 members Entering Unmasked Estep Score: -1471394.375000 Penalty: 944.018921 Iteration 56Q: 3 clusters Score -1471394 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 31794 members Entering Unmasked Estep Score: -1471406.250000 Penalty: 944.018921 Iteration 57Q: 3 clusters Score -1471406 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 31805 members Entering Unmasked Estep Score: -1471411.500000 Penalty: 944.018921 Iteration 58Q: 3 clusters Score -1471412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 31808 members Entering Unmasked Estep Score: -1471416.125000 Penalty: 944.018921 Iteration 59Q: 3 clusters Score -1471416 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 31811 members Entering Unmasked Estep Score: -1471415.750000 Penalty: 944.018921 Iteration 60F: 3 clusters Score -1471416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 31812 members Entering Unmasked Estep Score: -1471416.875000 Penalty: 944.018921 Iteration 61Q: 3 clusters Score -1471417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 31815 members Entering Unmasked Estep Score: -1471417.000000 Penalty: 944.018921 Iteration 62Q: 3 clusters Score -1471417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 31816 members Entering Unmasked Estep Score: -1471418.500000 Penalty: 944.018921 Iteration 63Q: 3 clusters Score -1471418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 31818 members Entering Unmasked Estep Score: -1471420.375000 Penalty: 944.018921 Iteration 64Q: 3 clusters Score -1471420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -1471422.000000 Penalty: 944.018921 Iteration 65Q: 3 clusters Score -1471422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 31822 members Entering Unmasked Estep Score: -1471423.625000 Penalty: 944.018921 Iteration 66Q: 3 clusters Score -1471424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 31823 members Entering Unmasked Estep Score: -1471423.375000 Penalty: 944.018921 Iteration 67Q: 3 clusters Score -1471423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 31824 members Entering Unmasked Estep Score: -1471423.500000 Penalty: 944.018921 Iteration 68Q: 3 clusters Score -1471424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 31824 members Entering Unmasked Estep Score: -1471423.500000 Penalty: 944.018921 Iteration 69F: 3 clusters Score -1471424 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Entering Unmasked Estep Score: -86018.671875 Penalty: 348.513763 Iteration 0F: 2 clusters Score -86018.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -84502.000000 Penalty: 697.027527 Iteration 0F: 3 clusters Score -84502 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -85079.000000 Penalty: 697.027527 Iteration 1F: 3 clusters Score -85079 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -85142.820312 Penalty: 697.027527 Iteration 2F: 3 clusters Score -85142.82 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -85192.945312 Penalty: 697.027527 Iteration 3Q: 3 clusters Score -85192.95 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -85233.453125 Penalty: 697.027527 Iteration 4Q: 3 clusters Score -85233.45 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -85291.703125 Penalty: 697.027527 Iteration 5Q: 3 clusters Score -85291.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -85350.531250 Penalty: 697.027527 Iteration 6Q: 3 clusters Score -85350.53 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -85413.367188 Penalty: 697.027527 Iteration 7Q: 3 clusters Score -85413.37 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -85492.093750 Penalty: 697.027527 Iteration 8Q: 3 clusters Score -85492.09 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -85581.656250 Penalty: 697.027527 Iteration 9Q: 3 clusters Score -85581.66 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -85650.851562 Penalty: 697.027527 Iteration 10Q: 3 clusters Score -85650.85 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -85691.625000 Penalty: 697.027527 Iteration 11Q: 3 clusters Score -85691.62 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -85711.242188 Penalty: 697.027527 Iteration 12Q: 3 clusters Score -85711.24 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -85725.500000 Penalty: 697.027527 Iteration 13Q: 3 clusters Score -85725.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -85733.820312 Penalty: 697.027527 Iteration 14Q: 3 clusters Score -85733.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -85737.914062 Penalty: 697.027527 Iteration 15Q: 3 clusters Score -85737.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -85739.578125 Penalty: 697.027527 Iteration 16Q: 3 clusters Score -85739.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -85741.000000 Penalty: 697.027527 Iteration 17Q: 3 clusters Score -85741 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -85741.281250 Penalty: 697.027527 Iteration 18Q: 3 clusters Score -85741.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -85741.468750 Penalty: 697.027527 Iteration 19Q: 3 clusters Score -85741.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -85741.593750 Penalty: 697.027527 Iteration 20F: 3 clusters Score -85741.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (83873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83873 members Entering Unmasked Estep Score: -3826216.500000 Penalty: 515.836182 Iteration 0F: 2 clusters Score -3826216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41883 members Mstep: Class 2 contains 41990 members Entering Unmasked Estep Score: -3769486.250000 Penalty: 1031.672363 Iteration 0F: 3 clusters Score -3769486 nChanged 40872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41145 members Mstep: Class 2 contains 42728 members Entering Unmasked Estep Score: -3794880.250000 Penalty: 1031.672363 Iteration 1F: 3 clusters Score -3794880 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40672 members Mstep: Class 2 contains 43201 members Entering Unmasked Estep Score: -3796430.000000 Penalty: 1031.672363 Iteration 2Q: 3 clusters Score -3796430 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40133 members Mstep: Class 2 contains 43740 members Entering Unmasked Estep Score: -3798453.000000 Penalty: 1031.672363 Iteration 3F: 3 clusters Score -3798453 nChanged 4533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39534 members Mstep: Class 2 contains 44339 members Entering Unmasked Estep Score: -3801162.750000 Penalty: 1031.672363 Iteration 4F: 3 clusters Score -3801163 nChanged 5033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38903 members Mstep: Class 2 contains 44970 members Entering Unmasked Estep Score: -3804658.750000 Penalty: 1031.672363 Iteration 5F: 3 clusters Score -3804659 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38281 members Mstep: Class 2 contains 45592 members Entering Unmasked Estep Score: -3808382.750000 Penalty: 1031.672363 Iteration 6F: 3 clusters Score -3808383 nChanged 4800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37569 members Mstep: Class 2 contains 46304 members Entering Unmasked Estep Score: -3811335.500000 Penalty: 1031.672363 Iteration 7F: 3 clusters Score -3811336 nChanged 3744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36921 members Mstep: Class 2 contains 46952 members Entering Unmasked Estep Score: -3812962.500000 Penalty: 1031.672363 Iteration 8Q: 3 clusters Score -3812962 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36302 members Mstep: Class 2 contains 47571 members Entering Unmasked Estep Score: -3813774.500000 Penalty: 1031.672363 Iteration 9Q: 3 clusters Score -3813774 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35709 members Mstep: Class 2 contains 48164 members Entering Unmasked Estep Score: -3814183.250000 Penalty: 1031.672363 Iteration 10Q: 3 clusters Score -3814183 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35139 members Mstep: Class 2 contains 48734 members Entering Unmasked Estep Score: -3814427.250000 Penalty: 1031.672363 Iteration 11Q: 3 clusters Score -3814427 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34469 members Mstep: Class 2 contains 49404 members Entering Unmasked Estep Score: -3814647.500000 Penalty: 1031.672363 Iteration 12Q: 3 clusters Score -3814648 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33693 members Mstep: Class 2 contains 50180 members Entering Unmasked Estep Score: -3814869.500000 Penalty: 1031.672363 Iteration 13Q: 3 clusters Score -3814870 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32896 members Mstep: Class 2 contains 50977 members Entering Unmasked Estep Score: -3815090.500000 Penalty: 1031.672363 Iteration 14Q: 3 clusters Score -3815090 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32057 members Mstep: Class 2 contains 51816 members Entering Unmasked Estep Score: -3815335.500000 Penalty: 1031.672363 Iteration 15Q: 3 clusters Score -3815336 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31128 members Mstep: Class 2 contains 52745 members Entering Unmasked Estep Score: -3815588.250000 Penalty: 1031.672363 Iteration 16Q: 3 clusters Score -3815588 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 53716 members Entering Unmasked Estep Score: -3815876.500000 Penalty: 1031.672363 Iteration 17Q: 3 clusters Score -3815876 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29054 members Mstep: Class 2 contains 54819 members Entering Unmasked Estep Score: -3816189.000000 Penalty: 1031.672363 Iteration 18Q: 3 clusters Score -3816189 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27907 members Mstep: Class 2 contains 55966 members Entering Unmasked Estep Score: -3816501.500000 Penalty: 1031.672363 Iteration 19Q: 3 clusters Score -3816502 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 57165 members Entering Unmasked Estep Score: -3816863.000000 Penalty: 1031.672363 Iteration 20F: 3 clusters Score -3816863 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 58426 members Entering Unmasked Estep Score: -3817205.250000 Penalty: 1031.672363 Iteration 21Q: 3 clusters Score -3817205 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Mstep: Class 2 contains 59687 members Entering Unmasked Estep Score: -3817549.500000 Penalty: 1031.672363 Iteration 22Q: 3 clusters Score -3817550 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22850 members Mstep: Class 2 contains 61023 members Entering Unmasked Estep Score: -3817994.000000 Penalty: 1031.672363 Iteration 23Q: 3 clusters Score -3817994 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 62365 members Entering Unmasked Estep Score: -3818397.250000 Penalty: 1031.672363 Iteration 24Q: 3 clusters Score -3818397 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20133 members Mstep: Class 2 contains 63740 members Entering Unmasked Estep Score: -3818859.750000 Penalty: 1031.672363 Iteration 25Q: 3 clusters Score -3818860 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18773 members Mstep: Class 2 contains 65100 members Entering Unmasked Estep Score: -3819339.250000 Penalty: 1031.672363 Iteration 26Q: 3 clusters Score -3819339 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17376 members Mstep: Class 2 contains 66497 members Entering Unmasked Estep Score: -3819866.750000 Penalty: 1031.672363 Iteration 27Q: 3 clusters Score -3819867 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 67924 members Entering Unmasked Estep Score: -3820438.250000 Penalty: 1031.672363 Iteration 28Q: 3 clusters Score -3820438 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 69352 members Entering Unmasked Estep Score: -3821079.750000 Penalty: 1031.672363 Iteration 29Q: 3 clusters Score -3821080 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 70756 members Entering Unmasked Estep Score: -3821758.500000 Penalty: 1031.672363 Iteration 30Q: 3 clusters Score -3821758 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 72108 members Entering Unmasked Estep Score: -3822468.500000 Penalty: 1031.672363 Iteration 31Q: 3 clusters Score -3822468 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 73403 members Entering Unmasked Estep Score: -3823113.750000 Penalty: 1031.672363 Iteration 32Q: 3 clusters Score -3823114 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 74570 members Entering Unmasked Estep Score: -3823688.000000 Penalty: 1031.672363 Iteration 33Q: 3 clusters Score -3823688 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8227 members Mstep: Class 2 contains 75646 members Entering Unmasked Estep Score: -3824264.000000 Penalty: 1031.672363 Iteration 34Q: 3 clusters Score -3824264 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 76638 members Entering Unmasked Estep Score: -3824766.500000 Penalty: 1031.672363 Iteration 35Q: 3 clusters Score -3824766 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 77479 members Entering Unmasked Estep Score: -3825170.000000 Penalty: 1031.672363 Iteration 36Q: 3 clusters Score -3825170 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 78177 members Entering Unmasked Estep Score: -3825478.500000 Penalty: 1031.672363 Iteration 37Q: 3 clusters Score -3825478 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 78765 members Entering Unmasked Estep Score: -3825740.000000 Penalty: 1031.672363 Iteration 38Q: 3 clusters Score -3825740 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 79284 members Entering Unmasked Estep Score: -3825948.750000 Penalty: 1031.672363 Iteration 39Q: 3 clusters Score -3825949 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 79700 members Entering Unmasked Estep Score: -3826170.000000 Penalty: 1031.672363 Iteration 40F: 3 clusters Score -3826170 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 80047 members Entering Unmasked Estep Score: -3826280.000000 Penalty: 1031.672363 Iteration 41Q: 3 clusters Score -3826280 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 80325 members Entering Unmasked Estep Score: -3826371.250000 Penalty: 1031.672363 Iteration 42Q: 3 clusters Score -3826371 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 80554 members Entering Unmasked Estep Score: -3826441.750000 Penalty: 1031.672363 Iteration 43Q: 3 clusters Score -3826442 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 80754 members Entering Unmasked Estep Score: -3826494.250000 Penalty: 1031.672363 Iteration 44Q: 3 clusters Score -3826494 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 80906 members Entering Unmasked Estep Score: -3826545.000000 Penalty: 1031.672363 Iteration 45Q: 3 clusters Score -3826545 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 81023 members Entering Unmasked Estep Score: -3826568.250000 Penalty: 1031.672363 Iteration 46Q: 3 clusters Score -3826568 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 81124 members Entering Unmasked Estep Score: -3826578.250000 Penalty: 1031.672363 Iteration 47Q: 3 clusters Score -3826578 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 81195 members Entering Unmasked Estep Score: -3826590.000000 Penalty: 1031.672363 Iteration 48Q: 3 clusters Score -3826590 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 81249 members Entering Unmasked Estep Score: -3826594.000000 Penalty: 1031.672363 Iteration 49Q: 3 clusters Score -3826594 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 81295 members Entering Unmasked Estep Score: -3826595.500000 Penalty: 1031.672363 Iteration 50Q: 3 clusters Score -3826596 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 81329 members Entering Unmasked Estep Score: -3826599.000000 Penalty: 1031.672363 Iteration 51Q: 3 clusters Score -3826599 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 81357 members Entering Unmasked Estep Score: -3826606.750000 Penalty: 1031.672363 Iteration 52Q: 3 clusters Score -3826607 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 81376 members Entering Unmasked Estep Score: -3826605.000000 Penalty: 1031.672363 Iteration 53Q: 3 clusters Score -3826605 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 81394 members Entering Unmasked Estep Score: -3826609.750000 Penalty: 1031.672363 Iteration 54Q: 3 clusters Score -3826610 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 81413 members Entering Unmasked Estep Score: -3826610.000000 Penalty: 1031.672363 Iteration 55Q: 3 clusters Score -3826610 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 81430 members Entering Unmasked Estep Score: -3826612.500000 Penalty: 1031.672363 Iteration 56Q: 3 clusters Score -3826612 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 81444 members Entering Unmasked Estep Score: -3826614.000000 Penalty: 1031.672363 Iteration 57Q: 3 clusters Score -3826614 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 81455 members Entering Unmasked Estep Score: -3826614.750000 Penalty: 1031.672363 Iteration 58Q: 3 clusters Score -3826615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 81465 members Entering Unmasked Estep Score: -3826615.750000 Penalty: 1031.672363 Iteration 59Q: 3 clusters Score -3826616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 81475 members Entering Unmasked Estep Score: -3826613.000000 Penalty: 1031.672363 Iteration 60F: 3 clusters Score -3826613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 81483 members Entering Unmasked Estep Score: -3826607.750000 Penalty: 1031.672363 Iteration 61Q: 3 clusters Score -3826608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 81488 members Entering Unmasked Estep Score: -3826605.500000 Penalty: 1031.672363 Iteration 62Q: 3 clusters Score -3826606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 81490 members Entering Unmasked Estep Score: -3826605.000000 Penalty: 1031.672363 Iteration 63Q: 3 clusters Score -3826605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 81492 members Entering Unmasked Estep Score: -3826605.250000 Penalty: 1031.672363 Iteration 64Q: 3 clusters Score -3826605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 81493 members Entering Unmasked Estep Score: -3826606.750000 Penalty: 1031.672363 Iteration 65Q: 3 clusters Score -3826607 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 81495 members Entering Unmasked Estep Score: -3826609.750000 Penalty: 1031.672363 Iteration 66Q: 3 clusters Score -3826610 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 81501 members Entering Unmasked Estep Score: -3826608.750000 Penalty: 1031.672363 Iteration 67Q: 3 clusters Score -3826609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 81506 members Entering Unmasked Estep Score: -3826606.500000 Penalty: 1031.672363 Iteration 68Q: 3 clusters Score -3826606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 81507 members Entering Unmasked Estep Score: -3826607.500000 Penalty: 1031.672363 Iteration 69Q: 3 clusters Score -3826608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 81508 members Entering Unmasked Estep Score: -3826608.250000 Penalty: 1031.672363 Iteration 70Q: 3 clusters Score -3826608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 81509 members Entering Unmasked Estep Score: -3826611.000000 Penalty: 1031.672363 Iteration 71Q: 3 clusters Score -3826611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 81509 members Entering Unmasked Estep Score: -3826611.000000 Penalty: 1031.672363 Iteration 72F: 3 clusters Score -3826611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3564 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 7087 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4672 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11984 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 7753 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2364 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4920 members Mstep: Class 27 contains 1246 members Mstep: Class 28 contains 3020 members Mstep: Class 29 contains 81509 members Entering Unmasked Estep Score: -8691398.000000 Penalty: 16139.112305 Splitting cluster 24 changes total score from -8690978.000000 to -8691398.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 25 (4748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Entering Unmasked Estep Score: -173846.046875 Penalty: 385.179291 Iteration 0F: 2 clusters Score -173846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -170643.515625 Penalty: 770.358582 Iteration 0F: 3 clusters Score -170643.5 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -171911.546875 Penalty: 770.358582 Iteration 1F: 3 clusters Score -171911.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -172083.390625 Penalty: 770.358582 Iteration 2F: 3 clusters Score -172083.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -172207.437500 Penalty: 770.358582 Iteration 3F: 3 clusters Score -172207.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -172314.218750 Penalty: 770.358582 Iteration 4Q: 3 clusters Score -172314.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -172427.687500 Penalty: 770.358582 Iteration 5Q: 3 clusters Score -172427.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -172521.734375 Penalty: 770.358582 Iteration 6Q: 3 clusters Score -172521.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -172595.921875 Penalty: 770.358582 Iteration 7Q: 3 clusters Score -172595.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -172663.250000 Penalty: 770.358582 Iteration 8Q: 3 clusters Score -172663.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -172728.140625 Penalty: 770.358582 Iteration 9Q: 3 clusters Score -172728.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -172776.140625 Penalty: 770.358582 Iteration 10Q: 3 clusters Score -172776.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -172818.796875 Penalty: 770.358582 Iteration 11Q: 3 clusters Score -172818.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -172854.281250 Penalty: 770.358582 Iteration 12Q: 3 clusters Score -172854.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -172886.984375 Penalty: 770.358582 Iteration 13Q: 3 clusters Score -172887 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -172916.046875 Penalty: 770.358582 Iteration 14Q: 3 clusters Score -172916 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -172950.046875 Penalty: 770.358582 Iteration 15Q: 3 clusters Score -172950 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -172987.000000 Penalty: 770.358582 Iteration 16Q: 3 clusters Score -172987 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -173022.187500 Penalty: 770.358582 Iteration 17Q: 3 clusters Score -173022.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -173075.156250 Penalty: 770.358582 Iteration 18Q: 3 clusters Score -173075.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -173138.578125 Penalty: 770.358582 Iteration 19Q: 3 clusters Score -173138.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -173203.625000 Penalty: 770.358582 Iteration 20F: 3 clusters Score -173203.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -173267.468750 Penalty: 770.358582 Iteration 21Q: 3 clusters Score -173267.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -173332.109375 Penalty: 770.358582 Iteration 22Q: 3 clusters Score -173332.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -173388.125000 Penalty: 770.358582 Iteration 23Q: 3 clusters Score -173388.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -173432.406250 Penalty: 770.358582 Iteration 24Q: 3 clusters Score -173432.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -173466.921875 Penalty: 770.358582 Iteration 25Q: 3 clusters Score -173466.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -173498.546875 Penalty: 770.358582 Iteration 26Q: 3 clusters Score -173498.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -173527.312500 Penalty: 770.358582 Iteration 27Q: 3 clusters Score -173527.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -173543.718750 Penalty: 770.358582 Iteration 28Q: 3 clusters Score -173543.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -173551.984375 Penalty: 770.358582 Iteration 29Q: 3 clusters Score -173552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -173556.640625 Penalty: 770.358582 Iteration 30Q: 3 clusters Score -173556.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -173562.656250 Penalty: 770.358582 Iteration 31Q: 3 clusters Score -173562.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -173567.171875 Penalty: 770.358582 Iteration 32Q: 3 clusters Score -173567.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -173568.218750 Penalty: 770.358582 Iteration 33Q: 3 clusters Score -173568.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -173568.593750 Penalty: 770.358582 Iteration 34Q: 3 clusters Score -173568.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -173568.593750 Penalty: 770.358582 Iteration 35F: 3 clusters Score -173568.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (4920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Entering Unmasked Estep Score: -215976.703125 Penalty: 386.798370 Iteration 0F: 2 clusters Score -215976.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -212670.625000 Penalty: 773.596741 Iteration 0F: 3 clusters Score -212670.6 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -213898.593750 Penalty: 773.596741 Iteration 1F: 3 clusters Score -213898.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -214025.078125 Penalty: 773.596741 Iteration 2F: 3 clusters Score -214025.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -214180.859375 Penalty: 773.596741 Iteration 3F: 3 clusters Score -214180.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -214372.000000 Penalty: 773.596741 Iteration 4F: 3 clusters Score -214372 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -214595.687500 Penalty: 773.596741 Iteration 5F: 3 clusters Score -214595.7 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -214776.578125 Penalty: 773.596741 Iteration 6F: 3 clusters Score -214776.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -214926.546875 Penalty: 773.596741 Iteration 7F: 3 clusters Score -214926.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -215018.546875 Penalty: 773.596741 Iteration 8Q: 3 clusters Score -215018.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -215079.046875 Penalty: 773.596741 Iteration 9Q: 3 clusters Score -215079 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -215122.765625 Penalty: 773.596741 Iteration 10Q: 3 clusters Score -215122.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -215165.281250 Penalty: 773.596741 Iteration 11Q: 3 clusters Score -215165.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -215208.578125 Penalty: 773.596741 Iteration 12Q: 3 clusters Score -215208.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -215239.484375 Penalty: 773.596741 Iteration 13Q: 3 clusters Score -215239.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -215261.437500 Penalty: 773.596741 Iteration 14Q: 3 clusters Score -215261.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -215276.812500 Penalty: 773.596741 Iteration 15Q: 3 clusters Score -215276.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -215289.703125 Penalty: 773.596741 Iteration 16Q: 3 clusters Score -215289.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -215301.828125 Penalty: 773.596741 Iteration 17Q: 3 clusters Score -215301.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -215320.390625 Penalty: 773.596741 Iteration 18Q: 3 clusters Score -215320.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -215336.296875 Penalty: 773.596741 Iteration 19Q: 3 clusters Score -215336.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -215352.484375 Penalty: 773.596741 Iteration 20F: 3 clusters Score -215352.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -215366.515625 Penalty: 773.596741 Iteration 21Q: 3 clusters Score -215366.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -215379.046875 Penalty: 773.596741 Iteration 22Q: 3 clusters Score -215379 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -215391.343750 Penalty: 773.596741 Iteration 23Q: 3 clusters Score -215391.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -215398.406250 Penalty: 773.596741 Iteration 24Q: 3 clusters Score -215398.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -215401.968750 Penalty: 773.596741 Iteration 25Q: 3 clusters Score -215402 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -215406.484375 Penalty: 773.596741 Iteration 26Q: 3 clusters Score -215406.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -215412.421875 Penalty: 773.596741 Iteration 27Q: 3 clusters Score -215412.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -215417.265625 Penalty: 773.596741 Iteration 28Q: 3 clusters Score -215417.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -215421.187500 Penalty: 773.596741 Iteration 29Q: 3 clusters Score -215421.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -215423.015625 Penalty: 773.596741 Iteration 30Q: 3 clusters Score -215423 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -215424.421875 Penalty: 773.596741 Iteration 31Q: 3 clusters Score -215424.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -215426.562500 Penalty: 773.596741 Iteration 32Q: 3 clusters Score -215426.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -215428.125000 Penalty: 773.596741 Iteration 33Q: 3 clusters Score -215428.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -215429.578125 Penalty: 773.596741 Iteration 34Q: 3 clusters Score -215429.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -215430.406250 Penalty: 773.596741 Iteration 35Q: 3 clusters Score -215430.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -215431.125000 Penalty: 773.596741 Iteration 36Q: 3 clusters Score -215431.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -215431.265625 Penalty: 773.596741 Iteration 37Q: 3 clusters Score -215431.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -215431.265625 Penalty: 773.596741 Iteration 38F: 3 clusters Score -215431.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 3564 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 7087 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4672 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 11984 members Mstep: Class 13 contains 13423 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 443 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 5943 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 7753 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 32011 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2364 members Mstep: Class 25 contains 4748 members Mstep: Class 26 contains 4920 members Entering Unmasked Estep ConsiderDeletion Score: -8691869.000000 Penalty: 16139.112305 Iteration 119Q: 30 clusters Score -8691869 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2490 members Mstep: Class 3 contains 3561 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7300 members Mstep: Class 7 contains 3977 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4682 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12050 members Mstep: Class 13 contains 13499 members Mstep: Class 14 contains 1890 members Mstep: Class 15 contains 457 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6007 members Mstep: Class 18 contains 4614 members Mstep: Class 19 contains 7788 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31996 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2378 members Mstep: Class 25 contains 4750 members Mstep: Class 26 contains 4920 members Mstep: Class 27 contains 1251 members Mstep: Class 28 contains 2971 members Mstep: Class 29 contains 81027 members Entering Unmasked Estep ConsiderDeletion Score: -8692282.000000 Penalty: 16139.112305 Iteration 120F: 30 clusters Score -8692282 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2465 members Mstep: Class 3 contains 3560 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 518 members Mstep: Class 6 contains 7166 members Mstep: Class 7 contains 3962 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4668 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12029 members Mstep: Class 13 contains 13481 members Mstep: Class 14 contains 1893 members Mstep: Class 15 contains 462 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 4613 members Mstep: Class 19 contains 7746 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31990 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2394 members Mstep: Class 25 contains 4749 members Mstep: Class 26 contains 4922 members Mstep: Class 27 contains 1275 members Mstep: Class 28 contains 2928 members Mstep: Class 29 contains 81285 members Entering Unmasked Estep ConsiderDeletion Score: -8692392.000000 Penalty: 16139.112305 Iteration 121Q: 30 clusters Score -8692392 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2450 members Mstep: Class 3 contains 3557 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 7048 members Mstep: Class 7 contains 3960 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12026 members Mstep: Class 13 contains 13458 members Mstep: Class 14 contains 1897 members Mstep: Class 15 contains 465 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6036 members Mstep: Class 18 contains 4614 members Mstep: Class 19 contains 7714 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31988 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2414 members Mstep: Class 25 contains 4751 members Mstep: Class 26 contains 4923 members Mstep: Class 27 contains 1285 members Mstep: Class 28 contains 2902 members Mstep: Class 29 contains 81462 members Entering Unmasked Estep ConsiderDeletion Score: -8692450.000000 Penalty: 16139.112305 Iteration 122Q: 30 clusters Score -8692450 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2435 members Mstep: Class 3 contains 3555 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6950 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4648 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12039 members Mstep: Class 13 contains 13429 members Mstep: Class 14 contains 1898 members Mstep: Class 15 contains 464 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6047 members Mstep: Class 18 contains 4612 members Mstep: Class 19 contains 7693 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31987 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 4754 members Mstep: Class 26 contains 4923 members Mstep: Class 27 contains 1291 members Mstep: Class 28 contains 2882 members Mstep: Class 29 contains 81605 members Entering Unmasked Estep ConsiderDeletion Score: -8692482.000000 Penalty: 16139.112305 Iteration 123Q: 30 clusters Score -8692482 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2430 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6866 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4649 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12047 members Mstep: Class 13 contains 13395 members Mstep: Class 14 contains 1898 members Mstep: Class 15 contains 464 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6052 members Mstep: Class 18 contains 4603 members Mstep: Class 19 contains 7679 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2449 members Mstep: Class 25 contains 4758 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1296 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 81738 members Entering Unmasked Estep ConsiderDeletion Score: -8692482.000000 Penalty: 16139.112305 Iteration 124Q: 30 clusters Score -8692482 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2424 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6796 members Mstep: Class 7 contains 3964 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4649 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12059 members Mstep: Class 13 contains 13367 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 462 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6055 members Mstep: Class 18 contains 4598 members Mstep: Class 19 contains 7661 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2120 members Mstep: Class 24 contains 2460 members Mstep: Class 25 contains 4762 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1298 members Mstep: Class 28 contains 2840 members Mstep: Class 29 contains 81847 members Entering Unmasked Estep ConsiderDeletion Score: -8692486.000000 Penalty: 16139.112305 Iteration 125Q: 30 clusters Score -8692486 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2425 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6746 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4648 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 13348 members Mstep: Class 14 contains 1900 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6059 members Mstep: Class 18 contains 4589 members Mstep: Class 19 contains 7636 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2468 members Mstep: Class 25 contains 4764 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1299 members Mstep: Class 28 contains 2827 members Mstep: Class 29 contains 81922 members Entering Unmasked Estep ConsiderDeletion Score: -8692479.000000 Penalty: 16139.112305 Iteration 126Q: 30 clusters Score -8692479 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2425 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6715 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4649 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12114 members Mstep: Class 13 contains 13330 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6058 members Mstep: Class 18 contains 4579 members Mstep: Class 19 contains 7612 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31986 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2474 members Mstep: Class 25 contains 4771 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1301 members Mstep: Class 28 contains 2821 members Mstep: Class 29 contains 81967 members Entering Unmasked Estep ConsiderDeletion Score: -8692485.000000 Penalty: 16139.112305 Iteration 127Q: 30 clusters Score -8692485 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4647 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12148 members Mstep: Class 13 contains 13315 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6059 members Mstep: Class 18 contains 4571 members Mstep: Class 19 contains 7586 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 4775 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1304 members Mstep: Class 28 contains 2800 members Mstep: Class 29 contains 82010 members Entering Unmasked Estep ConsiderDeletion Score: -8692478.000000 Penalty: 16139.112305 Iteration 128Q: 30 clusters Score -8692478 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2423 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6677 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4647 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12189 members Mstep: Class 13 contains 13297 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 4556 members Mstep: Class 19 contains 7555 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2493 members Mstep: Class 25 contains 4776 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1305 members Mstep: Class 28 contains 2787 members Mstep: Class 29 contains 82054 members Entering Unmasked Estep ConsiderDeletion Score: -8692493.000000 Penalty: 16139.112305 Iteration 129Q: 30 clusters Score -8692493 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2424 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 636 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6666 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4644 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12226 members Mstep: Class 13 contains 13289 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6061 members Mstep: Class 18 contains 4541 members Mstep: Class 19 contains 7524 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 4776 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1305 members Mstep: Class 28 contains 2771 members Mstep: Class 29 contains 82094 members Entering Unmasked Estep ConsiderDeletion Score: -8692523.000000 Penalty: 16139.112305 Iteration 130Q: 30 clusters Score -8692523 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6646 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4643 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12257 members Mstep: Class 13 contains 13279 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 4537 members Mstep: Class 19 contains 7496 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 4774 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1305 members Mstep: Class 28 contains 2759 members Mstep: Class 29 contains 82127 members Entering Unmasked Estep ConsiderDeletion Score: -8692534.000000 Penalty: 16139.112305 Iteration 131Q: 30 clusters Score -8692534 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2420 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6633 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4643 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12290 members Mstep: Class 13 contains 13269 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 4530 members Mstep: Class 19 contains 7470 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2520 members Mstep: Class 25 contains 4777 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1305 members Mstep: Class 28 contains 2743 members Mstep: Class 29 contains 82162 members Entering Unmasked Estep ConsiderDeletion Score: -8692546.000000 Penalty: 16139.112305 Iteration 132Q: 30 clusters Score -8692546 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2418 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 633 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6624 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4644 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12312 members Mstep: Class 13 contains 13256 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 4524 members Mstep: Class 19 contains 7453 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2527 members Mstep: Class 25 contains 4777 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1307 members Mstep: Class 28 contains 2739 members Mstep: Class 29 contains 82184 members Entering Unmasked Estep ConsiderDeletion Score: -8692553.000000 Penalty: 16139.112305 Iteration 133Q: 30 clusters Score -8692553 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2418 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6613 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4645 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12326 members Mstep: Class 13 contains 13249 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 458 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 4515 members Mstep: Class 19 contains 7441 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2537 members Mstep: Class 25 contains 4778 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2728 members Mstep: Class 29 contains 82208 members Entering Unmasked Estep ConsiderDeletion Score: -8692553.000000 Penalty: 16139.112305 Iteration 134Q: 30 clusters Score -8692553 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2420 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6605 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12335 members Mstep: Class 13 contains 13242 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6064 members Mstep: Class 18 contains 4509 members Mstep: Class 19 contains 7434 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2540 members Mstep: Class 25 contains 4778 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2724 members Mstep: Class 29 contains 82223 members Entering Unmasked Estep ConsiderDeletion Score: -8692560.000000 Penalty: 16139.112305 Iteration 135Q: 30 clusters Score -8692560 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2420 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6601 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12348 members Mstep: Class 13 contains 13238 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6066 members Mstep: Class 18 contains 4501 members Mstep: Class 19 contains 7424 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2545 members Mstep: Class 25 contains 4778 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2715 members Mstep: Class 29 contains 82238 members Entering Unmasked Estep ConsiderDeletion Score: -8692561.000000 Penalty: 16139.112305 Iteration 136Q: 30 clusters Score -8692561 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6595 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12364 members Mstep: Class 13 contains 13236 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6068 members Mstep: Class 18 contains 4488 members Mstep: Class 19 contains 7415 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2551 members Mstep: Class 25 contains 4779 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2705 members Mstep: Class 29 contains 82252 members Entering Unmasked Estep ConsiderDeletion Score: -8692588.000000 Penalty: 16139.112305 Iteration 137Q: 30 clusters Score -8692588 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2423 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6589 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12383 members Mstep: Class 13 contains 13232 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6070 members Mstep: Class 18 contains 4478 members Mstep: Class 19 contains 7402 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2560 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2698 members Mstep: Class 29 contains 82263 members Entering Unmasked Estep ConsiderDeletion Score: -8692568.000000 Penalty: 16139.112305 Iteration 138Q: 30 clusters Score -8692568 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2423 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6587 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12399 members Mstep: Class 13 contains 13231 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6071 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 7389 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2566 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2690 members Mstep: Class 29 contains 82271 members Entering Unmasked Estep ConsiderDeletion Score: -8692586.000000 Penalty: 16139.112305 Iteration 139Q: 30 clusters Score -8692586 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12425 members Mstep: Class 13 contains 13228 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6073 members Mstep: Class 18 contains 4460 members Mstep: Class 19 contains 7376 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2566 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2690 members Mstep: Class 29 contains 82282 members Entering Unmasked Estep ConsiderDeletion Score: -8692571.000000 Penalty: 16139.112305 Iteration 140F: 30 clusters Score -8692571 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6575 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12452 members Mstep: Class 13 contains 13226 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6074 members Mstep: Class 18 contains 4450 members Mstep: Class 19 contains 7359 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2567 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2684 members Mstep: Class 29 contains 82291 members Entering Unmasked Estep ConsiderDeletion Score: -8692582.000000 Penalty: 16139.112305 Iteration 141Q: 30 clusters Score -8692582 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6572 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12479 members Mstep: Class 13 contains 13223 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4441 members Mstep: Class 19 contains 7341 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2569 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1308 members Mstep: Class 28 contains 2681 members Mstep: Class 29 contains 82296 members Entering Unmasked Estep ConsiderDeletion Score: -8692589.000000 Penalty: 16139.112305 Iteration 142Q: 30 clusters Score -8692589 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 6571 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12508 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4430 members Mstep: Class 19 contains 7325 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2576 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1307 members Mstep: Class 28 contains 2680 members Mstep: Class 29 contains 82292 members Entering Unmasked Estep ConsiderDeletion Score: -8692584.000000 Penalty: 16139.112305 Iteration 143Q: 30 clusters Score -8692584 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6570 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12541 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4415 members Mstep: Class 19 contains 7307 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2581 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2678 members Mstep: Class 29 contains 82289 members Entering Unmasked Estep ConsiderDeletion Score: -8692591.000000 Penalty: 16139.112305 Iteration 144Q: 30 clusters Score -8692591 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 632 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6570 members Mstep: Class 7 contains 3958 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12570 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6079 members Mstep: Class 18 contains 4405 members Mstep: Class 19 contains 7288 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2677 members Mstep: Class 29 contains 82284 members Entering Unmasked Estep ConsiderDeletion Score: -8692608.000000 Penalty: 16139.112305 Iteration 145Q: 30 clusters Score -8692608 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6570 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12594 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6078 members Mstep: Class 18 contains 4395 members Mstep: Class 19 contains 7278 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2676 members Mstep: Class 29 contains 82283 members Entering Unmasked Estep ConsiderDeletion Score: -8692596.000000 Penalty: 16139.112305 Iteration 146Q: 30 clusters Score -8692596 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2424 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6570 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12610 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4388 members Mstep: Class 19 contains 7270 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2673 members Mstep: Class 29 contains 82283 members Entering Unmasked Estep ConsiderDeletion Score: -8692596.000000 Penalty: 16139.112305 Iteration 147Q: 30 clusters Score -8692596 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2426 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6569 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4379 members Mstep: Class 19 contains 7251 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2671 members Mstep: Class 29 contains 82282 members Entering Unmasked Estep ConsiderDeletion Score: -8692602.000000 Penalty: 16139.112305 Iteration 148Q: 30 clusters Score -8692602 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2425 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6568 members Mstep: Class 7 contains 3962 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4646 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12661 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4364 members Mstep: Class 19 contains 7242 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2670 members Mstep: Class 29 contains 82285 members Entering Unmasked Estep ConsiderDeletion Score: -8692597.000000 Penalty: 16139.112305 Iteration 149Q: 30 clusters Score -8692597 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2424 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6568 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4645 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12683 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 7235 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2671 members Mstep: Class 29 contains 82285 members Entering Unmasked Estep ConsiderDeletion Score: -8692600.000000 Penalty: 16139.112305 Iteration 150Q: 30 clusters Score -8692600 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6566 members Mstep: Class 7 contains 3964 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4643 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12708 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4337 members Mstep: Class 19 contains 7221 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82287 members Entering Unmasked Estep ConsiderDeletion Score: -8692592.000000 Penalty: 16139.112305 Iteration 151Q: 30 clusters Score -8692592 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2421 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 631 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4641 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12733 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4323 members Mstep: Class 19 contains 7212 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2675 members Mstep: Class 29 contains 82287 members Entering Unmasked Estep ConsiderDeletion Score: -8692591.000000 Penalty: 16139.112305 Iteration 152Q: 30 clusters Score -8692591 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2424 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 630 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4642 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12751 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4313 members Mstep: Class 19 contains 7204 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2584 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82283 members Entering Unmasked Estep ConsiderDeletion Score: -8692589.000000 Penalty: 16139.112305 Iteration 153Q: 30 clusters Score -8692589 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2427 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 629 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3968 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4643 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12772 members Mstep: Class 13 contains 13220 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4303 members Mstep: Class 19 contains 7193 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2587 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82274 members Entering Unmasked Estep ConsiderDeletion Score: -8692595.000000 Penalty: 16139.112305 Iteration 154Q: 30 clusters Score -8692595 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2427 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 628 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4648 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12792 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4289 members Mstep: Class 19 contains 7184 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2593 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82265 members Entering Unmasked Estep ConsiderDeletion Score: -8692599.000000 Penalty: 16139.112305 Iteration 155Q: 30 clusters Score -8692599 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2427 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 627 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4653 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12807 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4282 members Mstep: Class 19 contains 7179 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2598 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82251 members Entering Unmasked Estep ConsiderDeletion Score: -8692608.000000 Penalty: 16139.112305 Iteration 156Q: 30 clusters Score -8692608 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2428 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3973 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4654 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12814 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4278 members Mstep: Class 19 contains 7172 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2601 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82248 members Entering Unmasked Estep ConsiderDeletion Score: -8692604.000000 Penalty: 16139.112305 Iteration 157Q: 30 clusters Score -8692604 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2432 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3973 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12818 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4276 members Mstep: Class 19 contains 7164 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2603 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82247 members Entering Unmasked Estep ConsiderDeletion Score: -8692612.000000 Penalty: 16139.112305 Iteration 158Q: 30 clusters Score -8692612 nChanged 18 Entering ConstructFrom: Score: -8692612.000000 Penalty: 16139.112305 Entering ConstructFrom: Trying to split cluster 1 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -11443.957031 Penalty: 268.817780 Iteration 0F: 2 clusters Score -11443.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -11027.310547 Penalty: 537.635559 Iteration 0F: 3 clusters Score -11027.31 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -11129.809570 Penalty: 537.635559 Iteration 1F: 3 clusters Score -11129.81 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -11162.845703 Penalty: 537.635559 Iteration 2F: 3 clusters Score -11162.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -11177.609375 Penalty: 537.635559 Iteration 3Q: 3 clusters Score -11177.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11192.736328 Penalty: 537.635559 Iteration 4Q: 3 clusters Score -11192.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -11205.534180 Penalty: 537.635559 Iteration 5Q: 3 clusters Score -11205.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -11208.832031 Penalty: 537.635559 Iteration 6Q: 3 clusters Score -11208.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -11210.529297 Penalty: 537.635559 Iteration 7Q: 3 clusters Score -11210.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -11211.975586 Penalty: 537.635559 Iteration 8Q: 3 clusters Score -11211.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11214.369141 Penalty: 537.635559 Iteration 9Q: 3 clusters Score -11214.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11214.790039 Penalty: 537.635559 Iteration 10Q: 3 clusters Score -11214.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -11215.838867 Penalty: 537.635559 Iteration 11Q: 3 clusters Score -11215.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11216.310547 Penalty: 537.635559 Iteration 12Q: 3 clusters Score -11216.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -11216.860352 Penalty: 537.635559 Iteration 13Q: 3 clusters Score -11216.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -11216.860352 Penalty: 537.635559 Iteration 14F: 3 clusters Score -11216.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -104507.617188 Penalty: 354.758057 Iteration 0F: 2 clusters Score -104507.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -102771.515625 Penalty: 709.516113 Iteration 0F: 3 clusters Score -102771.5 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -103346.085938 Penalty: 709.516113 Iteration 1F: 3 clusters Score -103346.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -103446.710938 Penalty: 709.516113 Iteration 2F: 3 clusters Score -103446.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -103569.406250 Penalty: 709.516113 Iteration 3F: 3 clusters Score -103569.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -103699.765625 Penalty: 709.516113 Iteration 4F: 3 clusters Score -103699.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -103807.625000 Penalty: 709.516113 Iteration 5F: 3 clusters Score -103807.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -103898.773438 Penalty: 709.516113 Iteration 6F: 3 clusters Score -103898.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -103974.328125 Penalty: 709.516113 Iteration 7Q: 3 clusters Score -103974.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -104014.507812 Penalty: 709.516113 Iteration 8Q: 3 clusters Score -104014.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -104041.742188 Penalty: 709.516113 Iteration 9Q: 3 clusters Score -104041.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -104063.382812 Penalty: 709.516113 Iteration 10Q: 3 clusters Score -104063.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -104074.125000 Penalty: 709.516113 Iteration 11Q: 3 clusters Score -104074.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -104085.007812 Penalty: 709.516113 Iteration 12Q: 3 clusters Score -104085 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -104093.781250 Penalty: 709.516113 Iteration 13Q: 3 clusters Score -104093.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -104104.734375 Penalty: 709.516113 Iteration 14Q: 3 clusters Score -104104.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -104113.468750 Penalty: 709.516113 Iteration 15Q: 3 clusters Score -104113.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -104120.546875 Penalty: 709.516113 Iteration 16Q: 3 clusters Score -104120.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -104124.953125 Penalty: 709.516113 Iteration 17Q: 3 clusters Score -104125 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -104131.773438 Penalty: 709.516113 Iteration 18Q: 3 clusters Score -104131.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -104141.523438 Penalty: 709.516113 Iteration 19Q: 3 clusters Score -104141.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -104150.031250 Penalty: 709.516113 Iteration 20F: 3 clusters Score -104150 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -104160.343750 Penalty: 709.516113 Iteration 21Q: 3 clusters Score -104160.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -104168.320312 Penalty: 709.516113 Iteration 22Q: 3 clusters Score -104168.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -104172.859375 Penalty: 709.516113 Iteration 23Q: 3 clusters Score -104172.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -104175.164062 Penalty: 709.516113 Iteration 24Q: 3 clusters Score -104175.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -104176.632812 Penalty: 709.516113 Iteration 25Q: 3 clusters Score -104176.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -104177.750000 Penalty: 709.516113 Iteration 26Q: 3 clusters Score -104177.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -104178.804688 Penalty: 709.516113 Iteration 27Q: 3 clusters Score -104178.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -104180.453125 Penalty: 709.516113 Iteration 28Q: 3 clusters Score -104180.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -104182.359375 Penalty: 709.516113 Iteration 29Q: 3 clusters Score -104182.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -104184.718750 Penalty: 709.516113 Iteration 30Q: 3 clusters Score -104184.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -104185.671875 Penalty: 709.516113 Iteration 31Q: 3 clusters Score -104185.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -104186.867188 Penalty: 709.516113 Iteration 32Q: 3 clusters Score -104186.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -104188.281250 Penalty: 709.516113 Iteration 33Q: 3 clusters Score -104188.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -104188.953125 Penalty: 709.516113 Iteration 34Q: 3 clusters Score -104189 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -104188.992188 Penalty: 709.516113 Iteration 35Q: 3 clusters Score -104189 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -104189.343750 Penalty: 709.516113 Iteration 36Q: 3 clusters Score -104189.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -104189.421875 Penalty: 709.516113 Iteration 37Q: 3 clusters Score -104189.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -104189.421875 Penalty: 709.516113 Iteration 38F: 3 clusters Score -104189.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Entering Unmasked Estep Score: -151824.031250 Penalty: 372.000214 Iteration 0F: 2 clusters Score -151824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -149378.281250 Penalty: 744.000427 Iteration 0F: 3 clusters Score -149378.3 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -150519.875000 Penalty: 744.000427 Iteration 1F: 3 clusters Score -150519.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -150791.859375 Penalty: 744.000427 Iteration 2F: 3 clusters Score -150791.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -151001.500000 Penalty: 744.000427 Iteration 3F: 3 clusters Score -151001.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -151135.875000 Penalty: 744.000427 Iteration 4Q: 3 clusters Score -151135.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -151228.312500 Penalty: 744.000427 Iteration 5Q: 3 clusters Score -151228.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -151281.671875 Penalty: 744.000427 Iteration 6Q: 3 clusters Score -151281.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -151314.187500 Penalty: 744.000427 Iteration 7Q: 3 clusters Score -151314.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -151337.546875 Penalty: 744.000427 Iteration 8Q: 3 clusters Score -151337.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -151359.875000 Penalty: 744.000427 Iteration 9Q: 3 clusters Score -151359.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -151375.375000 Penalty: 744.000427 Iteration 10Q: 3 clusters Score -151375.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -151390.390625 Penalty: 744.000427 Iteration 11Q: 3 clusters Score -151390.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -151403.437500 Penalty: 744.000427 Iteration 12Q: 3 clusters Score -151403.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -151413.609375 Penalty: 744.000427 Iteration 13Q: 3 clusters Score -151413.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -151424.234375 Penalty: 744.000427 Iteration 14Q: 3 clusters Score -151424.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -151437.468750 Penalty: 744.000427 Iteration 15Q: 3 clusters Score -151437.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -151449.687500 Penalty: 744.000427 Iteration 16Q: 3 clusters Score -151449.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -151460.390625 Penalty: 744.000427 Iteration 17Q: 3 clusters Score -151460.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -151471.156250 Penalty: 744.000427 Iteration 18Q: 3 clusters Score -151471.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -151483.703125 Penalty: 744.000427 Iteration 19Q: 3 clusters Score -151483.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -151490.765625 Penalty: 744.000427 Iteration 20F: 3 clusters Score -151490.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -151497.078125 Penalty: 744.000427 Iteration 21Q: 3 clusters Score -151497.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -151503.343750 Penalty: 744.000427 Iteration 22Q: 3 clusters Score -151503.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -151508.625000 Penalty: 744.000427 Iteration 23Q: 3 clusters Score -151508.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -151511.578125 Penalty: 744.000427 Iteration 24Q: 3 clusters Score -151511.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -151514.390625 Penalty: 744.000427 Iteration 25Q: 3 clusters Score -151514.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -151516.953125 Penalty: 744.000427 Iteration 26Q: 3 clusters Score -151517 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -151519.796875 Penalty: 744.000427 Iteration 27Q: 3 clusters Score -151519.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -151522.359375 Penalty: 744.000427 Iteration 28Q: 3 clusters Score -151522.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -151525.593750 Penalty: 744.000427 Iteration 29Q: 3 clusters Score -151525.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -151528.921875 Penalty: 744.000427 Iteration 30Q: 3 clusters Score -151528.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -151530.281250 Penalty: 744.000427 Iteration 31Q: 3 clusters Score -151530.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -151530.562500 Penalty: 744.000427 Iteration 32Q: 3 clusters Score -151530.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -151532.484375 Penalty: 744.000427 Iteration 33Q: 3 clusters Score -151532.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -151533.656250 Penalty: 744.000427 Iteration 34Q: 3 clusters Score -151533.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -151535.375000 Penalty: 744.000427 Iteration 35Q: 3 clusters Score -151535.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -151536.484375 Penalty: 744.000427 Iteration 36Q: 3 clusters Score -151536.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -151537.093750 Penalty: 744.000427 Iteration 37Q: 3 clusters Score -151537.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -151537.500000 Penalty: 744.000427 Iteration 38Q: 3 clusters Score -151537.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -151537.546875 Penalty: 744.000427 Iteration 39Q: 3 clusters Score -151537.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -151537.546875 Penalty: 744.000427 Iteration 40F: 3 clusters Score -151537.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -20866.404297 Penalty: 292.917694 Iteration 0F: 2 clusters Score -20866.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20286.810547 Penalty: 585.835388 Iteration 0F: 3 clusters Score -20286.81 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -20470.710938 Penalty: 585.835388 Iteration 1F: 3 clusters Score -20470.71 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -20524.550781 Penalty: 585.835388 Iteration 2F: 3 clusters Score -20524.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -20555.718750 Penalty: 585.835388 Iteration 3F: 3 clusters Score -20555.72 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -20576.269531 Penalty: 585.835388 Iteration 4Q: 3 clusters Score -20576.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -20590.732422 Penalty: 585.835388 Iteration 5Q: 3 clusters Score -20590.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -20595.484375 Penalty: 585.835388 Iteration 6Q: 3 clusters Score -20595.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -20600.136719 Penalty: 585.835388 Iteration 7Q: 3 clusters Score -20600.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20603.300781 Penalty: 585.835388 Iteration 8Q: 3 clusters Score -20603.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -20608.191406 Penalty: 585.835388 Iteration 9Q: 3 clusters Score -20608.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20611.140625 Penalty: 585.835388 Iteration 10Q: 3 clusters Score -20611.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -20612.042969 Penalty: 585.835388 Iteration 11Q: 3 clusters Score -20612.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -20612.792969 Penalty: 585.835388 Iteration 12Q: 3 clusters Score -20612.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -20614.009766 Penalty: 585.835388 Iteration 13Q: 3 clusters Score -20614.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -20614.744141 Penalty: 585.835388 Iteration 14Q: 3 clusters Score -20614.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -20615.537109 Penalty: 585.835388 Iteration 15Q: 3 clusters Score -20615.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -20616.445312 Penalty: 585.835388 Iteration 16Q: 3 clusters Score -20616.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -20616.445312 Penalty: 585.835388 Iteration 17F: 3 clusters Score -20616.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -20892.673828 Penalty: 284.549225 Iteration 0F: 2 clusters Score -20892.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -20398.949219 Penalty: 569.098450 Iteration 0F: 3 clusters Score -20398.95 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -20539.906250 Penalty: 569.098450 Iteration 1F: 3 clusters Score -20539.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -20582.417969 Penalty: 569.098450 Iteration 2F: 3 clusters Score -20582.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -20608.753906 Penalty: 569.098450 Iteration 3F: 3 clusters Score -20608.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -20623.863281 Penalty: 569.098450 Iteration 4Q: 3 clusters Score -20623.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20630.791016 Penalty: 569.098450 Iteration 5Q: 3 clusters Score -20630.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -20636.619141 Penalty: 569.098450 Iteration 6Q: 3 clusters Score -20636.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -20647.771484 Penalty: 569.098450 Iteration 7Q: 3 clusters Score -20647.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20659.148438 Penalty: 569.098450 Iteration 8Q: 3 clusters Score -20659.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20666.388672 Penalty: 569.098450 Iteration 9Q: 3 clusters Score -20666.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -20671.044922 Penalty: 569.098450 Iteration 10Q: 3 clusters Score -20671.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -20672.472656 Penalty: 569.098450 Iteration 11Q: 3 clusters Score -20672.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -20674.970703 Penalty: 569.098450 Iteration 12Q: 3 clusters Score -20674.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20675.330078 Penalty: 569.098450 Iteration 13Q: 3 clusters Score -20675.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20675.330078 Penalty: 569.098450 Iteration 14F: 3 clusters Score -20675.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Entering Unmasked Estep Score: -329506.437500 Penalty: 399.922607 Iteration 0F: 2 clusters Score -329506.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -325142.437500 Penalty: 799.845215 Iteration 0F: 3 clusters Score -325142.4 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -326945.093750 Penalty: 799.845215 Iteration 1F: 3 clusters Score -326945.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -327244.531250 Penalty: 799.845215 Iteration 2F: 3 clusters Score -327244.5 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -327569.937500 Penalty: 799.845215 Iteration 3F: 3 clusters Score -327569.9 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -327945.531250 Penalty: 799.845215 Iteration 4F: 3 clusters Score -327945.5 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -328321.687500 Penalty: 799.845215 Iteration 5F: 3 clusters Score -328321.7 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -328594.312500 Penalty: 799.845215 Iteration 6Q: 3 clusters Score -328594.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -328758.187500 Penalty: 799.845215 Iteration 7Q: 3 clusters Score -328758.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -328862.562500 Penalty: 799.845215 Iteration 8Q: 3 clusters Score -328862.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -328934.375000 Penalty: 799.845215 Iteration 9Q: 3 clusters Score -328934.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -328974.687500 Penalty: 799.845215 Iteration 10Q: 3 clusters Score -328974.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -328996.093750 Penalty: 799.845215 Iteration 11Q: 3 clusters Score -328996.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -329015.812500 Penalty: 799.845215 Iteration 12Q: 3 clusters Score -329015.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -329031.281250 Penalty: 799.845215 Iteration 13Q: 3 clusters Score -329031.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -329046.812500 Penalty: 799.845215 Iteration 14Q: 3 clusters Score -329046.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -329064.312500 Penalty: 799.845215 Iteration 15Q: 3 clusters Score -329064.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -329091.843750 Penalty: 799.845215 Iteration 16Q: 3 clusters Score -329091.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -329110.906250 Penalty: 799.845215 Iteration 17Q: 3 clusters Score -329110.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -329126.375000 Penalty: 799.845215 Iteration 18Q: 3 clusters Score -329126.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -329143.156250 Penalty: 799.845215 Iteration 19Q: 3 clusters Score -329143.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -329154.187500 Penalty: 799.845215 Iteration 20F: 3 clusters Score -329154.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -329159.687500 Penalty: 799.845215 Iteration 21Q: 3 clusters Score -329159.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -329162.625000 Penalty: 799.845215 Iteration 22Q: 3 clusters Score -329162.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -329163.937500 Penalty: 799.845215 Iteration 23Q: 3 clusters Score -329163.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -329163.687500 Penalty: 799.845215 Iteration 24Q: 3 clusters Score -329163.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -329163.687500 Penalty: 799.845215 Iteration 25F: 3 clusters Score -329163.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Entering Unmasked Estep Score: -145991.875000 Penalty: 377.048218 Iteration 0F: 2 clusters Score -145991.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -143296.656250 Penalty: 754.096436 Iteration 0F: 3 clusters Score -143296.7 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -144322.218750 Penalty: 754.096436 Iteration 1F: 3 clusters Score -144322.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -144490.546875 Penalty: 754.096436 Iteration 2F: 3 clusters Score -144490.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -144650.578125 Penalty: 754.096436 Iteration 3F: 3 clusters Score -144650.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -144818.109375 Penalty: 754.096436 Iteration 4F: 3 clusters Score -144818.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -144948.796875 Penalty: 754.096436 Iteration 5F: 3 clusters Score -144948.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -145044.781250 Penalty: 754.096436 Iteration 6Q: 3 clusters Score -145044.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -145118.046875 Penalty: 754.096436 Iteration 7Q: 3 clusters Score -145118 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -145159.375000 Penalty: 754.096436 Iteration 8Q: 3 clusters Score -145159.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -145178.453125 Penalty: 754.096436 Iteration 9Q: 3 clusters Score -145178.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -145189.156250 Penalty: 754.096436 Iteration 10Q: 3 clusters Score -145189.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -145197.109375 Penalty: 754.096436 Iteration 11Q: 3 clusters Score -145197.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -145204.218750 Penalty: 754.096436 Iteration 12Q: 3 clusters Score -145204.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -145208.437500 Penalty: 754.096436 Iteration 13Q: 3 clusters Score -145208.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -145211.156250 Penalty: 754.096436 Iteration 14Q: 3 clusters Score -145211.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -145212.546875 Penalty: 754.096436 Iteration 15Q: 3 clusters Score -145212.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -145213.843750 Penalty: 754.096436 Iteration 16Q: 3 clusters Score -145213.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -145214.812500 Penalty: 754.096436 Iteration 17Q: 3 clusters Score -145214.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -145216.390625 Penalty: 754.096436 Iteration 18Q: 3 clusters Score -145216.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -145217.953125 Penalty: 754.096436 Iteration 19Q: 3 clusters Score -145218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -145219.359375 Penalty: 754.096436 Iteration 20F: 3 clusters Score -145219.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -145219.953125 Penalty: 754.096436 Iteration 21Q: 3 clusters Score -145220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -145220.781250 Penalty: 754.096436 Iteration 22Q: 3 clusters Score -145220.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -145222.078125 Penalty: 754.096436 Iteration 23Q: 3 clusters Score -145222.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -145222.843750 Penalty: 754.096436 Iteration 24Q: 3 clusters Score -145222.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -145223.343750 Penalty: 754.096436 Iteration 25Q: 3 clusters Score -145223.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -145223.984375 Penalty: 754.096436 Iteration 26Q: 3 clusters Score -145224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -145224.015625 Penalty: 754.096436 Iteration 27Q: 3 clusters Score -145224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -145223.859375 Penalty: 754.096436 Iteration 28Q: 3 clusters Score -145223.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -145224.359375 Penalty: 754.096436 Iteration 29Q: 3 clusters Score -145224.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -145224.953125 Penalty: 754.096436 Iteration 30Q: 3 clusters Score -145225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -145226.203125 Penalty: 754.096436 Iteration 31Q: 3 clusters Score -145226.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -145227.265625 Penalty: 754.096436 Iteration 32Q: 3 clusters Score -145227.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -145229.000000 Penalty: 754.096436 Iteration 33Q: 3 clusters Score -145229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -145230.937500 Penalty: 754.096436 Iteration 34Q: 3 clusters Score -145230.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -145232.156250 Penalty: 754.096436 Iteration 35Q: 3 clusters Score -145232.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -145233.187500 Penalty: 754.096436 Iteration 36Q: 3 clusters Score -145233.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -145233.765625 Penalty: 754.096436 Iteration 37Q: 3 clusters Score -145233.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -145234.078125 Penalty: 754.096436 Iteration 38Q: 3 clusters Score -145234.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -145234.546875 Penalty: 754.096436 Iteration 39Q: 3 clusters Score -145234.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -145235.375000 Penalty: 754.096436 Iteration 40F: 3 clusters Score -145235.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -145237.156250 Penalty: 754.096436 Iteration 41Q: 3 clusters Score -145237.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -145238.203125 Penalty: 754.096436 Iteration 42Q: 3 clusters Score -145238.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -145240.234375 Penalty: 754.096436 Iteration 43Q: 3 clusters Score -145240.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -145241.625000 Penalty: 754.096436 Iteration 44Q: 3 clusters Score -145241.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -145243.781250 Penalty: 754.096436 Iteration 45Q: 3 clusters Score -145243.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -145246.875000 Penalty: 754.096436 Iteration 46Q: 3 clusters Score -145246.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -145253.562500 Penalty: 754.096436 Iteration 47Q: 3 clusters Score -145253.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -145257.328125 Penalty: 754.096436 Iteration 48Q: 3 clusters Score -145257.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -145260.171875 Penalty: 754.096436 Iteration 49Q: 3 clusters Score -145260.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -145262.046875 Penalty: 754.096436 Iteration 50Q: 3 clusters Score -145262 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -145263.000000 Penalty: 754.096436 Iteration 51Q: 3 clusters Score -145263 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -145264.171875 Penalty: 754.096436 Iteration 52Q: 3 clusters Score -145264.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -145265.140625 Penalty: 754.096436 Iteration 53Q: 3 clusters Score -145265.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -145265.265625 Penalty: 754.096436 Iteration 54Q: 3 clusters Score -145265.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -145265.250000 Penalty: 754.096436 Iteration 55Q: 3 clusters Score -145265.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -145265.390625 Penalty: 754.096436 Iteration 56Q: 3 clusters Score -145265.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -145265.718750 Penalty: 754.096436 Iteration 57Q: 3 clusters Score -145265.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -145266.406250 Penalty: 754.096436 Iteration 58Q: 3 clusters Score -145266.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -145266.843750 Penalty: 754.096436 Iteration 59Q: 3 clusters Score -145266.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -145267.484375 Penalty: 754.096436 Iteration 60F: 3 clusters Score -145267.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -145267.578125 Penalty: 754.096436 Iteration 61Q: 3 clusters Score -145267.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -145267.734375 Penalty: 754.096436 Iteration 62Q: 3 clusters Score -145267.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -145268.140625 Penalty: 754.096436 Iteration 63Q: 3 clusters Score -145268.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -145268.796875 Penalty: 754.096436 Iteration 64Q: 3 clusters Score -145268.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -145269.437500 Penalty: 754.096436 Iteration 65Q: 3 clusters Score -145269.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -145270.031250 Penalty: 754.096436 Iteration 66Q: 3 clusters Score -145270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -145271.406250 Penalty: 754.096436 Iteration 67Q: 3 clusters Score -145271.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -145273.625000 Penalty: 754.096436 Iteration 68Q: 3 clusters Score -145273.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -145273.921875 Penalty: 754.096436 Iteration 69Q: 3 clusters Score -145273.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -145274.218750 Penalty: 754.096436 Iteration 70Q: 3 clusters Score -145274.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -145274.296875 Penalty: 754.096436 Iteration 71Q: 3 clusters Score -145274.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -145274.671875 Penalty: 754.096436 Iteration 72Q: 3 clusters Score -145274.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -145274.875000 Penalty: 754.096436 Iteration 73Q: 3 clusters Score -145274.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -145275.093750 Penalty: 754.096436 Iteration 74Q: 3 clusters Score -145275.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -145275.046875 Penalty: 754.096436 Iteration 75Q: 3 clusters Score -145275 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -145275.484375 Penalty: 754.096436 Iteration 76Q: 3 clusters Score -145275.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -145275.343750 Penalty: 754.096436 Iteration 77Q: 3 clusters Score -145275.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -145275.343750 Penalty: 754.096436 Iteration 78F: 3 clusters Score -145275.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -15596.870117 Penalty: 288.244965 Iteration 0F: 2 clusters Score -15596.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -15053.394531 Penalty: 576.489929 Iteration 0F: 3 clusters Score -15053.39 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15237.839844 Penalty: 576.489929 Iteration 1F: 3 clusters Score -15237.84 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15282.009766 Penalty: 576.489929 Iteration 2F: 3 clusters Score -15282.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15298.363281 Penalty: 576.489929 Iteration 3Q: 3 clusters Score -15298.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -15307.957031 Penalty: 576.489929 Iteration 4Q: 3 clusters Score -15307.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15320.572266 Penalty: 576.489929 Iteration 5Q: 3 clusters Score -15320.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15323.473633 Penalty: 576.489929 Iteration 6Q: 3 clusters Score -15323.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -15326.021484 Penalty: 576.489929 Iteration 7Q: 3 clusters Score -15326.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15329.855469 Penalty: 576.489929 Iteration 8Q: 3 clusters Score -15329.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15333.735352 Penalty: 576.489929 Iteration 9Q: 3 clusters Score -15333.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15336.091797 Penalty: 576.489929 Iteration 10Q: 3 clusters Score -15336.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -15337.500000 Penalty: 576.489929 Iteration 11Q: 3 clusters Score -15337.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -15342.343750 Penalty: 576.489929 Iteration 12Q: 3 clusters Score -15342.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15346.596680 Penalty: 576.489929 Iteration 13Q: 3 clusters Score -15346.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15348.943359 Penalty: 576.489929 Iteration 14Q: 3 clusters Score -15348.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15348.943359 Penalty: 576.489929 Iteration 15F: 3 clusters Score -15348.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Entering Unmasked Estep Score: -30687.636719 Penalty: 298.139099 Iteration 0F: 2 clusters Score -30687.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -30069.035156 Penalty: 596.278198 Iteration 0F: 3 clusters Score -30069.04 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -30225.287109 Penalty: 596.278198 Iteration 1F: 3 clusters Score -30225.29 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -30265.382812 Penalty: 596.278198 Iteration 2F: 3 clusters Score -30265.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -30279.099609 Penalty: 596.278198 Iteration 3Q: 3 clusters Score -30279.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -30283.537109 Penalty: 596.278198 Iteration 4Q: 3 clusters Score -30283.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -30286.562500 Penalty: 596.278198 Iteration 5Q: 3 clusters Score -30286.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -30298.345703 Penalty: 596.278198 Iteration 6Q: 3 clusters Score -30298.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -30305.275391 Penalty: 596.278198 Iteration 7Q: 3 clusters Score -30305.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -30306.615234 Penalty: 596.278198 Iteration 8Q: 3 clusters Score -30306.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -30307.867188 Penalty: 596.278198 Iteration 9Q: 3 clusters Score -30307.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -30312.089844 Penalty: 596.278198 Iteration 10Q: 3 clusters Score -30312.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -30316.675781 Penalty: 596.278198 Iteration 11Q: 3 clusters Score -30316.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -30318.263672 Penalty: 596.278198 Iteration 12Q: 3 clusters Score -30318.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -30318.857422 Penalty: 596.278198 Iteration 13Q: 3 clusters Score -30318.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -30319.093750 Penalty: 596.278198 Iteration 14Q: 3 clusters Score -30319.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -30319.093750 Penalty: 596.278198 Iteration 15F: 3 clusters Score -30319.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Entering Unmasked Estep Score: -216527.171875 Penalty: 384.279205 Iteration 0F: 2 clusters Score -216527.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -213342.015625 Penalty: 768.558411 Iteration 0F: 3 clusters Score -213342 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -214599.937500 Penalty: 768.558411 Iteration 1F: 3 clusters Score -214599.9 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -214810.453125 Penalty: 768.558411 Iteration 2F: 3 clusters Score -214810.5 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -215013.718750 Penalty: 768.558411 Iteration 3F: 3 clusters Score -215013.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -215233.781250 Penalty: 768.558411 Iteration 4F: 3 clusters Score -215233.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -215404.203125 Penalty: 768.558411 Iteration 5F: 3 clusters Score -215404.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -215518.515625 Penalty: 768.558411 Iteration 6F: 3 clusters Score -215518.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -215575.859375 Penalty: 768.558411 Iteration 7Q: 3 clusters Score -215575.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -215619.500000 Penalty: 768.558411 Iteration 8Q: 3 clusters Score -215619.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -215642.046875 Penalty: 768.558411 Iteration 9Q: 3 clusters Score -215642 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -215656.250000 Penalty: 768.558411 Iteration 10Q: 3 clusters Score -215656.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -215667.812500 Penalty: 768.558411 Iteration 11Q: 3 clusters Score -215667.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -215676.750000 Penalty: 768.558411 Iteration 12Q: 3 clusters Score -215676.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -215686.937500 Penalty: 768.558411 Iteration 13Q: 3 clusters Score -215686.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -215694.484375 Penalty: 768.558411 Iteration 14Q: 3 clusters Score -215694.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -215700.546875 Penalty: 768.558411 Iteration 15Q: 3 clusters Score -215700.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -215704.234375 Penalty: 768.558411 Iteration 16Q: 3 clusters Score -215704.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -215709.671875 Penalty: 768.558411 Iteration 17Q: 3 clusters Score -215709.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -215713.500000 Penalty: 768.558411 Iteration 18Q: 3 clusters Score -215713.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -215720.031250 Penalty: 768.558411 Iteration 19Q: 3 clusters Score -215720 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -215729.703125 Penalty: 768.558411 Iteration 20F: 3 clusters Score -215729.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -215740.578125 Penalty: 768.558411 Iteration 21Q: 3 clusters Score -215740.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -215747.671875 Penalty: 768.558411 Iteration 22Q: 3 clusters Score -215747.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -215753.437500 Penalty: 768.558411 Iteration 23Q: 3 clusters Score -215753.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -215759.062500 Penalty: 768.558411 Iteration 24Q: 3 clusters Score -215759.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -215761.515625 Penalty: 768.558411 Iteration 25Q: 3 clusters Score -215761.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -215763.328125 Penalty: 768.558411 Iteration 26Q: 3 clusters Score -215763.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -215764.140625 Penalty: 768.558411 Iteration 27Q: 3 clusters Score -215764.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -215764.765625 Penalty: 768.558411 Iteration 28Q: 3 clusters Score -215764.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -215765.359375 Penalty: 768.558411 Iteration 29Q: 3 clusters Score -215765.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -215766.343750 Penalty: 768.558411 Iteration 30Q: 3 clusters Score -215766.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -215767.171875 Penalty: 768.558411 Iteration 31Q: 3 clusters Score -215767.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -215767.515625 Penalty: 768.558411 Iteration 32Q: 3 clusters Score -215767.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -215767.875000 Penalty: 768.558411 Iteration 33Q: 3 clusters Score -215767.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -215768.625000 Penalty: 768.558411 Iteration 34Q: 3 clusters Score -215768.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -215768.984375 Penalty: 768.558411 Iteration 35Q: 3 clusters Score -215769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -215769.187500 Penalty: 768.558411 Iteration 36Q: 3 clusters Score -215769.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -215769.953125 Penalty: 768.558411 Iteration 37Q: 3 clusters Score -215770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -215770.265625 Penalty: 768.558411 Iteration 38Q: 3 clusters Score -215770.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -215770.750000 Penalty: 768.558411 Iteration 39Q: 3 clusters Score -215770.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -215772.343750 Penalty: 768.558411 Iteration 40F: 3 clusters Score -215772.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -215774.296875 Penalty: 768.558411 Iteration 41Q: 3 clusters Score -215774.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -215776.562500 Penalty: 768.558411 Iteration 42Q: 3 clusters Score -215776.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -215779.281250 Penalty: 768.558411 Iteration 43Q: 3 clusters Score -215779.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -215782.156250 Penalty: 768.558411 Iteration 44Q: 3 clusters Score -215782.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -215785.906250 Penalty: 768.558411 Iteration 45Q: 3 clusters Score -215785.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -215789.000000 Penalty: 768.558411 Iteration 46Q: 3 clusters Score -215789 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -215795.546875 Penalty: 768.558411 Iteration 47Q: 3 clusters Score -215795.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -215800.906250 Penalty: 768.558411 Iteration 48Q: 3 clusters Score -215800.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -215806.390625 Penalty: 768.558411 Iteration 49Q: 3 clusters Score -215806.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -215810.796875 Penalty: 768.558411 Iteration 50Q: 3 clusters Score -215810.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -215816.250000 Penalty: 768.558411 Iteration 51Q: 3 clusters Score -215816.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -215820.359375 Penalty: 768.558411 Iteration 52Q: 3 clusters Score -215820.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -215821.437500 Penalty: 768.558411 Iteration 53Q: 3 clusters Score -215821.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -215823.218750 Penalty: 768.558411 Iteration 54Q: 3 clusters Score -215823.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -215824.531250 Penalty: 768.558411 Iteration 55Q: 3 clusters Score -215824.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -215824.906250 Penalty: 768.558411 Iteration 56Q: 3 clusters Score -215824.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -215826.187500 Penalty: 768.558411 Iteration 57Q: 3 clusters Score -215826.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -215826.453125 Penalty: 768.558411 Iteration 58Q: 3 clusters Score -215826.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -215827.250000 Penalty: 768.558411 Iteration 59Q: 3 clusters Score -215827.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -215827.984375 Penalty: 768.558411 Iteration 60F: 3 clusters Score -215828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -215827.656250 Penalty: 768.558411 Iteration 61Q: 3 clusters Score -215827.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -215827.562500 Penalty: 768.558411 Iteration 62Q: 3 clusters Score -215827.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -215827.562500 Penalty: 768.558411 Iteration 63F: 3 clusters Score -215827.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -61511.867188 Penalty: 328.427032 Iteration 0F: 2 clusters Score -61511.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -60472.546875 Penalty: 656.854065 Iteration 0F: 3 clusters Score -60472.55 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -60797.253906 Penalty: 656.854065 Iteration 1F: 3 clusters Score -60797.25 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -60865.429688 Penalty: 656.854065 Iteration 2F: 3 clusters Score -60865.43 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -60903.613281 Penalty: 656.854065 Iteration 3F: 3 clusters Score -60903.61 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -60940.175781 Penalty: 656.854065 Iteration 4Q: 3 clusters Score -60940.18 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -60971.574219 Penalty: 656.854065 Iteration 5Q: 3 clusters Score -60971.57 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -61001.917969 Penalty: 656.854065 Iteration 6Q: 3 clusters Score -61001.92 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -61031.734375 Penalty: 656.854065 Iteration 7Q: 3 clusters Score -61031.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -61062.003906 Penalty: 656.854065 Iteration 8Q: 3 clusters Score -61062 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -61090.339844 Penalty: 656.854065 Iteration 9Q: 3 clusters Score -61090.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -61102.703125 Penalty: 656.854065 Iteration 10Q: 3 clusters Score -61102.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -61110.207031 Penalty: 656.854065 Iteration 11Q: 3 clusters Score -61110.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -61116.574219 Penalty: 656.854065 Iteration 12Q: 3 clusters Score -61116.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -61124.753906 Penalty: 656.854065 Iteration 13Q: 3 clusters Score -61124.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -61131.070312 Penalty: 656.854065 Iteration 14Q: 3 clusters Score -61131.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -61137.714844 Penalty: 656.854065 Iteration 15Q: 3 clusters Score -61137.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -61140.781250 Penalty: 656.854065 Iteration 16Q: 3 clusters Score -61140.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -61145.910156 Penalty: 656.854065 Iteration 17Q: 3 clusters Score -61145.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -61152.785156 Penalty: 656.854065 Iteration 18Q: 3 clusters Score -61152.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -61167.296875 Penalty: 656.854065 Iteration 19Q: 3 clusters Score -61167.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -61182.593750 Penalty: 656.854065 Iteration 20F: 3 clusters Score -61182.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -61192.898438 Penalty: 656.854065 Iteration 21Q: 3 clusters Score -61192.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -61197.679688 Penalty: 656.854065 Iteration 22Q: 3 clusters Score -61197.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -61198.980469 Penalty: 656.854065 Iteration 23Q: 3 clusters Score -61198.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -61199.769531 Penalty: 656.854065 Iteration 24Q: 3 clusters Score -61199.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -61199.769531 Penalty: 656.854065 Iteration 25F: 3 clusters Score -61199.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Entering Unmasked Estep Score: -557732.125000 Penalty: 430.380737 Iteration 0F: 2 clusters Score -557732.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -549371.000000 Penalty: 860.761475 Iteration 0F: 3 clusters Score -549371 nChanged 5949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -552839.812500 Penalty: 860.761475 Iteration 1F: 3 clusters Score -552839.8 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -553212.312500 Penalty: 860.761475 Iteration 2F: 3 clusters Score -553212.3 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -553732.562500 Penalty: 860.761475 Iteration 3F: 3 clusters Score -553732.6 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -554430.500000 Penalty: 860.761475 Iteration 4F: 3 clusters Score -554430.5 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -555213.250000 Penalty: 860.761475 Iteration 5F: 3 clusters Score -555213.2 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -555987.562500 Penalty: 860.761475 Iteration 6F: 3 clusters Score -555987.6 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -556621.250000 Penalty: 860.761475 Iteration 7F: 3 clusters Score -556621.2 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -557007.062500 Penalty: 860.761475 Iteration 8Q: 3 clusters Score -557007.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -557216.125000 Penalty: 860.761475 Iteration 9Q: 3 clusters Score -557216.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 12708 members Entering Unmasked Estep Score: -557301.750000 Penalty: 860.761475 Iteration 10Q: 3 clusters Score -557301.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -557340.125000 Penalty: 860.761475 Iteration 11Q: 3 clusters Score -557340.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -557357.375000 Penalty: 860.761475 Iteration 12Q: 3 clusters Score -557357.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -557371.562500 Penalty: 860.761475 Iteration 13Q: 3 clusters Score -557371.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -557378.312500 Penalty: 860.761475 Iteration 14Q: 3 clusters Score -557378.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 12761 members Entering Unmasked Estep Score: -557388.500000 Penalty: 860.761475 Iteration 15Q: 3 clusters Score -557388.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -557397.562500 Penalty: 860.761475 Iteration 16Q: 3 clusters Score -557397.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -557399.500000 Penalty: 860.761475 Iteration 17Q: 3 clusters Score -557399.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -557399.500000 Penalty: 860.761475 Iteration 18F: 3 clusters Score -557399.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Entering Unmasked Estep Score: -612576.125000 Penalty: 431.778503 Iteration 0F: 2 clusters Score -612576.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -603744.687500 Penalty: 863.557007 Iteration 0F: 3 clusters Score -603744.7 nChanged 6172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -607349.187500 Penalty: 863.557007 Iteration 1F: 3 clusters Score -607349.2 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -607613.750000 Penalty: 863.557007 Iteration 2F: 3 clusters Score -607613.8 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -607882.062500 Penalty: 863.557007 Iteration 3Q: 3 clusters Score -607882.1 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -608212.937500 Penalty: 863.557007 Iteration 4Q: 3 clusters Score -608212.9 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -608669.062500 Penalty: 863.557007 Iteration 5F: 3 clusters Score -608669.1 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -609234.500000 Penalty: 863.557007 Iteration 6F: 3 clusters Score -609234.5 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -609762.500000 Penalty: 863.557007 Iteration 7F: 3 clusters Score -609762.5 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -610091.062500 Penalty: 863.557007 Iteration 8F: 3 clusters Score -610091.1 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -610223.125000 Penalty: 863.557007 Iteration 9Q: 3 clusters Score -610223.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -610283.062500 Penalty: 863.557007 Iteration 10Q: 3 clusters Score -610283.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -610317.812500 Penalty: 863.557007 Iteration 11Q: 3 clusters Score -610317.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -610351.625000 Penalty: 863.557007 Iteration 12Q: 3 clusters Score -610351.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -610383.125000 Penalty: 863.557007 Iteration 13Q: 3 clusters Score -610383.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -610423.375000 Penalty: 863.557007 Iteration 14Q: 3 clusters Score -610423.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -610457.375000 Penalty: 863.557007 Iteration 15Q: 3 clusters Score -610457.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -610501.000000 Penalty: 863.557007 Iteration 16Q: 3 clusters Score -610501 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -610545.375000 Penalty: 863.557007 Iteration 17Q: 3 clusters Score -610545.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -610584.375000 Penalty: 863.557007 Iteration 18Q: 3 clusters Score -610584.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -610626.312500 Penalty: 863.557007 Iteration 19Q: 3 clusters Score -610626.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -610665.812500 Penalty: 863.557007 Iteration 20F: 3 clusters Score -610665.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -610697.500000 Penalty: 863.557007 Iteration 21Q: 3 clusters Score -610697.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -610725.437500 Penalty: 863.557007 Iteration 22Q: 3 clusters Score -610725.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -610765.062500 Penalty: 863.557007 Iteration 23Q: 3 clusters Score -610765.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -610803.625000 Penalty: 863.557007 Iteration 24Q: 3 clusters Score -610803.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -610847.625000 Penalty: 863.557007 Iteration 25Q: 3 clusters Score -610847.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -610904.625000 Penalty: 863.557007 Iteration 26Q: 3 clusters Score -610904.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -610963.500000 Penalty: 863.557007 Iteration 27Q: 3 clusters Score -610963.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -611027.875000 Penalty: 863.557007 Iteration 28Q: 3 clusters Score -611027.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -611088.937500 Penalty: 863.557007 Iteration 29Q: 3 clusters Score -611088.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -611153.062500 Penalty: 863.557007 Iteration 30Q: 3 clusters Score -611153.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -611199.000000 Penalty: 863.557007 Iteration 31Q: 3 clusters Score -611199 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -611249.187500 Penalty: 863.557007 Iteration 32Q: 3 clusters Score -611249.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -611301.312500 Penalty: 863.557007 Iteration 33Q: 3 clusters Score -611301.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -611353.812500 Penalty: 863.557007 Iteration 34Q: 3 clusters Score -611353.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -611413.625000 Penalty: 863.557007 Iteration 35Q: 3 clusters Score -611413.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -611474.500000 Penalty: 863.557007 Iteration 36Q: 3 clusters Score -611474.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -611546.125000 Penalty: 863.557007 Iteration 37Q: 3 clusters Score -611546.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -611623.437500 Penalty: 863.557007 Iteration 38Q: 3 clusters Score -611623.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -611701.312500 Penalty: 863.557007 Iteration 39Q: 3 clusters Score -611701.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -611790.312500 Penalty: 863.557007 Iteration 40F: 3 clusters Score -611790.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -611865.687500 Penalty: 863.557007 Iteration 41Q: 3 clusters Score -611865.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -611927.437500 Penalty: 863.557007 Iteration 42Q: 3 clusters Score -611927.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -611991.312500 Penalty: 863.557007 Iteration 43Q: 3 clusters Score -611991.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -612052.812500 Penalty: 863.557007 Iteration 44Q: 3 clusters Score -612052.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -612097.875000 Penalty: 863.557007 Iteration 45Q: 3 clusters Score -612097.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -612123.812500 Penalty: 863.557007 Iteration 46Q: 3 clusters Score -612123.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -612141.687500 Penalty: 863.557007 Iteration 47Q: 3 clusters Score -612141.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -612152.687500 Penalty: 863.557007 Iteration 48Q: 3 clusters Score -612152.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12833 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -612162.062500 Penalty: 863.557007 Iteration 49Q: 3 clusters Score -612162.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -612177.000000 Penalty: 863.557007 Iteration 50Q: 3 clusters Score -612177 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -612188.062500 Penalty: 863.557007 Iteration 51Q: 3 clusters Score -612188.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12901 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -612191.562500 Penalty: 863.557007 Iteration 52Q: 3 clusters Score -612191.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12910 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -612195.500000 Penalty: 863.557007 Iteration 53Q: 3 clusters Score -612195.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -612198.562500 Penalty: 863.557007 Iteration 54Q: 3 clusters Score -612198.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -612199.437500 Penalty: 863.557007 Iteration 55Q: 3 clusters Score -612199.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -612201.250000 Penalty: 863.557007 Iteration 56Q: 3 clusters Score -612201.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -612202.812500 Penalty: 863.557007 Iteration 57Q: 3 clusters Score -612202.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12933 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -612205.062500 Penalty: 863.557007 Iteration 58Q: 3 clusters Score -612205.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -612208.125000 Penalty: 863.557007 Iteration 59Q: 3 clusters Score -612208.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -612211.937500 Penalty: 863.557007 Iteration 60F: 3 clusters Score -612211.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -612213.375000 Penalty: 863.557007 Iteration 61Q: 3 clusters Score -612213.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12955 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -612214.750000 Penalty: 863.557007 Iteration 62Q: 3 clusters Score -612214.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12958 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -612216.000000 Penalty: 863.557007 Iteration 63Q: 3 clusters Score -612216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -612216.125000 Penalty: 863.557007 Iteration 64Q: 3 clusters Score -612216.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12960 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -612216.500000 Penalty: 863.557007 Iteration 65Q: 3 clusters Score -612216.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -612217.437500 Penalty: 863.557007 Iteration 66Q: 3 clusters Score -612217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -612218.375000 Penalty: 863.557007 Iteration 67Q: 3 clusters Score -612218.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -612219.000000 Penalty: 863.557007 Iteration 68Q: 3 clusters Score -612219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -612219.000000 Penalty: 863.557007 Iteration 69F: 3 clusters Score -612219 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Entering Unmasked Estep Score: -70365.648438 Penalty: 343.531158 Iteration 0F: 2 clusters Score -70365.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -68976.898438 Penalty: 687.062317 Iteration 0F: 3 clusters Score -68976.9 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -69422.179688 Penalty: 687.062317 Iteration 1F: 3 clusters Score -69422.18 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -69536.210938 Penalty: 687.062317 Iteration 2F: 3 clusters Score -69536.21 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -69623.343750 Penalty: 687.062317 Iteration 3F: 3 clusters Score -69623.34 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -69681.609375 Penalty: 687.062317 Iteration 4F: 3 clusters Score -69681.61 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -69749.312500 Penalty: 687.062317 Iteration 5Q: 3 clusters Score -69749.31 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -69813.218750 Penalty: 687.062317 Iteration 6Q: 3 clusters Score -69813.22 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -69864.554688 Penalty: 687.062317 Iteration 7Q: 3 clusters Score -69864.55 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -69911.781250 Penalty: 687.062317 Iteration 8Q: 3 clusters Score -69911.78 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -69943.914062 Penalty: 687.062317 Iteration 9Q: 3 clusters Score -69943.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -69961.859375 Penalty: 687.062317 Iteration 10Q: 3 clusters Score -69961.86 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -69973.007812 Penalty: 687.062317 Iteration 11Q: 3 clusters Score -69973.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -69977.835938 Penalty: 687.062317 Iteration 12Q: 3 clusters Score -69977.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -69980.210938 Penalty: 687.062317 Iteration 13Q: 3 clusters Score -69980.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -69982.343750 Penalty: 687.062317 Iteration 14Q: 3 clusters Score -69982.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -69983.437500 Penalty: 687.062317 Iteration 15Q: 3 clusters Score -69983.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -69984.507812 Penalty: 687.062317 Iteration 16Q: 3 clusters Score -69984.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -69985.398438 Penalty: 687.062317 Iteration 17Q: 3 clusters Score -69985.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -69986.414062 Penalty: 687.062317 Iteration 18Q: 3 clusters Score -69986.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -69987.359375 Penalty: 687.062317 Iteration 19Q: 3 clusters Score -69987.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -69988.492188 Penalty: 687.062317 Iteration 20F: 3 clusters Score -69988.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -69989.765625 Penalty: 687.062317 Iteration 21Q: 3 clusters Score -69989.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -69990.632812 Penalty: 687.062317 Iteration 22Q: 3 clusters Score -69990.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -69990.632812 Penalty: 687.062317 Iteration 23F: 3 clusters Score -69990.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Entering Unmasked Estep Score: -14206.145508 Penalty: 278.970795 Iteration 0F: 2 clusters Score -14206.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13765.753906 Penalty: 557.941589 Iteration 0F: 3 clusters Score -13765.75 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -13890.666016 Penalty: 557.941589 Iteration 1F: 3 clusters Score -13890.67 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13937.099609 Penalty: 557.941589 Iteration 2F: 3 clusters Score -13937.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13957.662109 Penalty: 557.941589 Iteration 3Q: 3 clusters Score -13957.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -13965.827148 Penalty: 557.941589 Iteration 4Q: 3 clusters Score -13965.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -13972.286133 Penalty: 557.941589 Iteration 5Q: 3 clusters Score -13972.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -13976.264648 Penalty: 557.941589 Iteration 6Q: 3 clusters Score -13976.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -13978.818359 Penalty: 557.941589 Iteration 7Q: 3 clusters Score -13978.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -13980.727539 Penalty: 557.941589 Iteration 8Q: 3 clusters Score -13980.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -13984.816406 Penalty: 557.941589 Iteration 9Q: 3 clusters Score -13984.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -13987.092773 Penalty: 557.941589 Iteration 10Q: 3 clusters Score -13987.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13990.544922 Penalty: 557.941589 Iteration 11Q: 3 clusters Score -13990.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13996.319336 Penalty: 557.941589 Iteration 12Q: 3 clusters Score -13996.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13998.657227 Penalty: 557.941589 Iteration 13Q: 3 clusters Score -13998.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13999.448242 Penalty: 557.941589 Iteration 14Q: 3 clusters Score -13999.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -14001.121094 Penalty: 557.941589 Iteration 15Q: 3 clusters Score -14001.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -14002.551758 Penalty: 557.941589 Iteration 16Q: 3 clusters Score -14002.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14003.474609 Penalty: 557.941589 Iteration 17Q: 3 clusters Score -14003.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -14004.470703 Penalty: 557.941589 Iteration 18Q: 3 clusters Score -14004.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -14006.783203 Penalty: 557.941589 Iteration 19Q: 3 clusters Score -14006.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -14009.878906 Penalty: 557.941589 Iteration 20F: 3 clusters Score -14009.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -14011.761719 Penalty: 557.941589 Iteration 21Q: 3 clusters Score -14011.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -14015.283203 Penalty: 557.941589 Iteration 22Q: 3 clusters Score -14015.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -14022.670898 Penalty: 557.941589 Iteration 23Q: 3 clusters Score -14022.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -14025.561523 Penalty: 557.941589 Iteration 24Q: 3 clusters Score -14025.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -14027.428711 Penalty: 557.941589 Iteration 25Q: 3 clusters Score -14027.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -14029.597656 Penalty: 557.941589 Iteration 26Q: 3 clusters Score -14029.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -14039.533203 Penalty: 557.941589 Iteration 27Q: 3 clusters Score -14039.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -14043.797852 Penalty: 557.941589 Iteration 28Q: 3 clusters Score -14043.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -14047.628906 Penalty: 557.941589 Iteration 29Q: 3 clusters Score -14047.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -14049.260742 Penalty: 557.941589 Iteration 30Q: 3 clusters Score -14049.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -14050.103516 Penalty: 557.941589 Iteration 31Q: 3 clusters Score -14050.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -14053.436523 Penalty: 557.941589 Iteration 32Q: 3 clusters Score -14053.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -14061.853516 Penalty: 557.941589 Iteration 33Q: 3 clusters Score -14061.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -14067.585938 Penalty: 557.941589 Iteration 34Q: 3 clusters Score -14067.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -14069.441406 Penalty: 557.941589 Iteration 35Q: 3 clusters Score -14069.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -14069.808594 Penalty: 557.941589 Iteration 36Q: 3 clusters Score -14069.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -14069.917969 Penalty: 557.941589 Iteration 37Q: 3 clusters Score -14069.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -14069.917969 Penalty: 557.941589 Iteration 38F: 3 clusters Score -14069.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -2676.649170 Penalty: 215.497025 Iteration 0F: 2 clusters Score -2676.649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -2468.833008 Penalty: 430.994049 Iteration 0F: 3 clusters Score -2468.833 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2507.594971 Penalty: 430.994049 Iteration 1F: 3 clusters Score -2507.595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2522.188965 Penalty: 430.994049 Iteration 2F: 3 clusters Score -2522.189 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2534.538086 Penalty: 430.994049 Iteration 3F: 3 clusters Score -2534.538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2546.874756 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -2546.875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2552.538086 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -2552.538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2576.480225 Penalty: 430.994049 Iteration 6Q: 3 clusters Score -2576.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2576.480225 Penalty: 430.994049 Iteration 7F: 3 clusters Score -2576.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Entering Unmasked Estep Score: -260187.453125 Penalty: 396.400635 Iteration 0F: 2 clusters Score -260187.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -256098.906250 Penalty: 792.801270 Iteration 0F: 3 clusters Score -256098.9 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -257693.203125 Penalty: 792.801270 Iteration 1F: 3 clusters Score -257693.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -257871.562500 Penalty: 792.801270 Iteration 2F: 3 clusters Score -257871.6 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -258050.906250 Penalty: 792.801270 Iteration 3F: 3 clusters Score -258050.9 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -258239.828125 Penalty: 792.801270 Iteration 4F: 3 clusters Score -258239.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -258444.703125 Penalty: 792.801270 Iteration 5F: 3 clusters Score -258444.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -258634.203125 Penalty: 792.801270 Iteration 6Q: 3 clusters Score -258634.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -258814.750000 Penalty: 792.801270 Iteration 7Q: 3 clusters Score -258814.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -258986.625000 Penalty: 792.801270 Iteration 8Q: 3 clusters Score -258986.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -259082.593750 Penalty: 792.801270 Iteration 9Q: 3 clusters Score -259082.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -259144.765625 Penalty: 792.801270 Iteration 10Q: 3 clusters Score -259144.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -259203.593750 Penalty: 792.801270 Iteration 11Q: 3 clusters Score -259203.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -259268.718750 Penalty: 792.801270 Iteration 12Q: 3 clusters Score -259268.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -259328.718750 Penalty: 792.801270 Iteration 13Q: 3 clusters Score -259328.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -259391.718750 Penalty: 792.801270 Iteration 14Q: 3 clusters Score -259391.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -259445.859375 Penalty: 792.801270 Iteration 15Q: 3 clusters Score -259445.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -259497.359375 Penalty: 792.801270 Iteration 16Q: 3 clusters Score -259497.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -259552.125000 Penalty: 792.801270 Iteration 17Q: 3 clusters Score -259552.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -259596.312500 Penalty: 792.801270 Iteration 18Q: 3 clusters Score -259596.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -259633.062500 Penalty: 792.801270 Iteration 19Q: 3 clusters Score -259633.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -259661.000000 Penalty: 792.801270 Iteration 20F: 3 clusters Score -259661 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -259687.078125 Penalty: 792.801270 Iteration 21Q: 3 clusters Score -259687.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -259708.640625 Penalty: 792.801270 Iteration 22Q: 3 clusters Score -259708.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -259732.531250 Penalty: 792.801270 Iteration 23Q: 3 clusters Score -259732.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -259754.812500 Penalty: 792.801270 Iteration 24Q: 3 clusters Score -259754.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -259769.015625 Penalty: 792.801270 Iteration 25Q: 3 clusters Score -259769 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -259782.546875 Penalty: 792.801270 Iteration 26Q: 3 clusters Score -259782.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -259795.656250 Penalty: 792.801270 Iteration 27Q: 3 clusters Score -259795.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -259805.796875 Penalty: 792.801270 Iteration 28Q: 3 clusters Score -259805.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -259811.812500 Penalty: 792.801270 Iteration 29Q: 3 clusters Score -259811.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -259815.484375 Penalty: 792.801270 Iteration 30Q: 3 clusters Score -259815.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -259817.109375 Penalty: 792.801270 Iteration 31Q: 3 clusters Score -259817.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -259818.406250 Penalty: 792.801270 Iteration 32Q: 3 clusters Score -259818.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -259820.515625 Penalty: 792.801270 Iteration 33Q: 3 clusters Score -259820.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -259822.359375 Penalty: 792.801270 Iteration 34Q: 3 clusters Score -259822.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -259825.000000 Penalty: 792.801270 Iteration 35Q: 3 clusters Score -259825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -259826.765625 Penalty: 792.801270 Iteration 36Q: 3 clusters Score -259826.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -259827.265625 Penalty: 792.801270 Iteration 37Q: 3 clusters Score -259827.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -259827.828125 Penalty: 792.801270 Iteration 38Q: 3 clusters Score -259827.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -259827.906250 Penalty: 792.801270 Iteration 39Q: 3 clusters Score -259827.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -259827.906250 Penalty: 792.801270 Iteration 40F: 3 clusters Score -259827.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Entering Unmasked Estep Score: -167050.406250 Penalty: 380.383240 Iteration 0F: 2 clusters Score -167050.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -164111.187500 Penalty: 760.766479 Iteration 0F: 3 clusters Score -164111.2 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -165237.078125 Penalty: 760.766479 Iteration 1F: 3 clusters Score -165237.1 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -165504.421875 Penalty: 760.766479 Iteration 2F: 3 clusters Score -165504.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -165820.546875 Penalty: 760.766479 Iteration 3F: 3 clusters Score -165820.5 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -166088.375000 Penalty: 760.766479 Iteration 4F: 3 clusters Score -166088.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -166236.093750 Penalty: 760.766479 Iteration 5F: 3 clusters Score -166236.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -166339.703125 Penalty: 760.766479 Iteration 6Q: 3 clusters Score -166339.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -166411.000000 Penalty: 760.766479 Iteration 7Q: 3 clusters Score -166411 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -166444.421875 Penalty: 760.766479 Iteration 8Q: 3 clusters Score -166444.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -166469.593750 Penalty: 760.766479 Iteration 9Q: 3 clusters Score -166469.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -166490.171875 Penalty: 760.766479 Iteration 10Q: 3 clusters Score -166490.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -166503.234375 Penalty: 760.766479 Iteration 11Q: 3 clusters Score -166503.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -166513.843750 Penalty: 760.766479 Iteration 12Q: 3 clusters Score -166513.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -166525.343750 Penalty: 760.766479 Iteration 13Q: 3 clusters Score -166525.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -166534.359375 Penalty: 760.766479 Iteration 14Q: 3 clusters Score -166534.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -166542.703125 Penalty: 760.766479 Iteration 15Q: 3 clusters Score -166542.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -166550.312500 Penalty: 760.766479 Iteration 16Q: 3 clusters Score -166550.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -166556.671875 Penalty: 760.766479 Iteration 17Q: 3 clusters Score -166556.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -166563.890625 Penalty: 760.766479 Iteration 18Q: 3 clusters Score -166563.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -166573.515625 Penalty: 760.766479 Iteration 19Q: 3 clusters Score -166573.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -166584.921875 Penalty: 760.766479 Iteration 20F: 3 clusters Score -166584.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -166590.265625 Penalty: 760.766479 Iteration 21Q: 3 clusters Score -166590.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -166593.312500 Penalty: 760.766479 Iteration 22Q: 3 clusters Score -166593.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -166594.796875 Penalty: 760.766479 Iteration 23Q: 3 clusters Score -166594.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -166595.171875 Penalty: 760.766479 Iteration 24Q: 3 clusters Score -166595.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -166595.578125 Penalty: 760.766479 Iteration 25Q: 3 clusters Score -166595.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -166596.468750 Penalty: 760.766479 Iteration 26Q: 3 clusters Score -166596.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -166596.593750 Penalty: 760.766479 Iteration 27Q: 3 clusters Score -166596.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -166597.187500 Penalty: 760.766479 Iteration 28Q: 3 clusters Score -166597.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -166597.515625 Penalty: 760.766479 Iteration 29Q: 3 clusters Score -166597.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -166597.437500 Penalty: 760.766479 Iteration 30Q: 3 clusters Score -166597.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -166598.328125 Penalty: 760.766479 Iteration 31Q: 3 clusters Score -166598.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -166598.093750 Penalty: 760.766479 Iteration 32Q: 3 clusters Score -166598.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -166598.062500 Penalty: 760.766479 Iteration 33Q: 3 clusters Score -166598.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -166598.421875 Penalty: 760.766479 Iteration 34Q: 3 clusters Score -166598.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -166598.375000 Penalty: 760.766479 Iteration 35Q: 3 clusters Score -166598.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -166599.843750 Penalty: 760.766479 Iteration 36Q: 3 clusters Score -166599.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -166600.687500 Penalty: 760.766479 Iteration 37Q: 3 clusters Score -166600.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -166601.390625 Penalty: 760.766479 Iteration 38Q: 3 clusters Score -166601.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -166601.875000 Penalty: 760.766479 Iteration 39Q: 3 clusters Score -166601.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -166602.640625 Penalty: 760.766479 Iteration 40F: 3 clusters Score -166602.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -166602.718750 Penalty: 760.766479 Iteration 41Q: 3 clusters Score -166602.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -166603.125000 Penalty: 760.766479 Iteration 42Q: 3 clusters Score -166603.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -166603.234375 Penalty: 760.766479 Iteration 43Q: 3 clusters Score -166603.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -166603.453125 Penalty: 760.766479 Iteration 44Q: 3 clusters Score -166603.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -166603.453125 Penalty: 760.766479 Iteration 45F: 3 clusters Score -166603.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Entering Unmasked Estep Score: -312290.562500 Penalty: 403.863708 Iteration 0F: 2 clusters Score -312290.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -307414.125000 Penalty: 807.727417 Iteration 0F: 3 clusters Score -307414.1 nChanged 3317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -309319.812500 Penalty: 807.727417 Iteration 1F: 3 clusters Score -309319.8 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -309565.250000 Penalty: 807.727417 Iteration 2F: 3 clusters Score -309565.2 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -309810.875000 Penalty: 807.727417 Iteration 3F: 3 clusters Score -309810.9 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -310113.218750 Penalty: 807.727417 Iteration 4F: 3 clusters Score -310113.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -310459.593750 Penalty: 807.727417 Iteration 5F: 3 clusters Score -310459.6 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -310781.562500 Penalty: 807.727417 Iteration 6F: 3 clusters Score -310781.6 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -311006.125000 Penalty: 807.727417 Iteration 7F: 3 clusters Score -311006.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -311127.625000 Penalty: 807.727417 Iteration 8Q: 3 clusters Score -311127.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -311196.781250 Penalty: 807.727417 Iteration 9Q: 3 clusters Score -311196.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -311243.062500 Penalty: 807.727417 Iteration 10Q: 3 clusters Score -311243.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -311278.218750 Penalty: 807.727417 Iteration 11Q: 3 clusters Score -311278.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -311310.468750 Penalty: 807.727417 Iteration 12Q: 3 clusters Score -311310.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -311340.531250 Penalty: 807.727417 Iteration 13Q: 3 clusters Score -311340.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -311366.875000 Penalty: 807.727417 Iteration 14Q: 3 clusters Score -311366.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -311390.906250 Penalty: 807.727417 Iteration 15Q: 3 clusters Score -311390.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -311410.281250 Penalty: 807.727417 Iteration 16Q: 3 clusters Score -311410.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -311430.500000 Penalty: 807.727417 Iteration 17Q: 3 clusters Score -311430.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -311448.156250 Penalty: 807.727417 Iteration 18Q: 3 clusters Score -311448.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -311461.812500 Penalty: 807.727417 Iteration 19Q: 3 clusters Score -311461.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -311474.468750 Penalty: 807.727417 Iteration 20F: 3 clusters Score -311474.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -311486.593750 Penalty: 807.727417 Iteration 21Q: 3 clusters Score -311486.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -311494.281250 Penalty: 807.727417 Iteration 22Q: 3 clusters Score -311494.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -311500.093750 Penalty: 807.727417 Iteration 23Q: 3 clusters Score -311500.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -311503.281250 Penalty: 807.727417 Iteration 24Q: 3 clusters Score -311503.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -311506.906250 Penalty: 807.727417 Iteration 25Q: 3 clusters Score -311506.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -311509.375000 Penalty: 807.727417 Iteration 26Q: 3 clusters Score -311509.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -311512.000000 Penalty: 807.727417 Iteration 27Q: 3 clusters Score -311512 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -311515.687500 Penalty: 807.727417 Iteration 28Q: 3 clusters Score -311515.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -311519.687500 Penalty: 807.727417 Iteration 29Q: 3 clusters Score -311519.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -311522.687500 Penalty: 807.727417 Iteration 30Q: 3 clusters Score -311522.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -311525.875000 Penalty: 807.727417 Iteration 31Q: 3 clusters Score -311525.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -311527.937500 Penalty: 807.727417 Iteration 32Q: 3 clusters Score -311527.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -311531.406250 Penalty: 807.727417 Iteration 33Q: 3 clusters Score -311531.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -311531.937500 Penalty: 807.727417 Iteration 34Q: 3 clusters Score -311531.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -311532.906250 Penalty: 807.727417 Iteration 35Q: 3 clusters Score -311532.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -311533.687500 Penalty: 807.727417 Iteration 36Q: 3 clusters Score -311533.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -311535.687500 Penalty: 807.727417 Iteration 37Q: 3 clusters Score -311535.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -311539.875000 Penalty: 807.727417 Iteration 38Q: 3 clusters Score -311539.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -311545.812500 Penalty: 807.727417 Iteration 39Q: 3 clusters Score -311545.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -311547.500000 Penalty: 807.727417 Iteration 40F: 3 clusters Score -311547.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -311551.093750 Penalty: 807.727417 Iteration 41Q: 3 clusters Score -311551.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -311554.656250 Penalty: 807.727417 Iteration 42Q: 3 clusters Score -311554.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -311559.125000 Penalty: 807.727417 Iteration 43Q: 3 clusters Score -311559.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -311561.937500 Penalty: 807.727417 Iteration 44Q: 3 clusters Score -311561.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -311565.906250 Penalty: 807.727417 Iteration 45Q: 3 clusters Score -311565.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -311570.312500 Penalty: 807.727417 Iteration 46Q: 3 clusters Score -311570.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -311576.437500 Penalty: 807.727417 Iteration 47Q: 3 clusters Score -311576.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -311581.000000 Penalty: 807.727417 Iteration 48Q: 3 clusters Score -311581 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -311586.468750 Penalty: 807.727417 Iteration 49Q: 3 clusters Score -311586.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -311591.125000 Penalty: 807.727417 Iteration 50Q: 3 clusters Score -311591.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -311595.531250 Penalty: 807.727417 Iteration 51Q: 3 clusters Score -311595.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -311600.375000 Penalty: 807.727417 Iteration 52Q: 3 clusters Score -311600.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -311607.750000 Penalty: 807.727417 Iteration 53Q: 3 clusters Score -311607.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -311613.656250 Penalty: 807.727417 Iteration 54Q: 3 clusters Score -311613.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -311621.906250 Penalty: 807.727417 Iteration 55Q: 3 clusters Score -311621.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -311631.031250 Penalty: 807.727417 Iteration 56Q: 3 clusters Score -311631 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -311645.781250 Penalty: 807.727417 Iteration 57Q: 3 clusters Score -311645.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -311656.625000 Penalty: 807.727417 Iteration 58Q: 3 clusters Score -311656.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -311671.812500 Penalty: 807.727417 Iteration 59Q: 3 clusters Score -311671.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -311685.718750 Penalty: 807.727417 Iteration 60F: 3 clusters Score -311685.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -311699.312500 Penalty: 807.727417 Iteration 61Q: 3 clusters Score -311699.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -311717.843750 Penalty: 807.727417 Iteration 62Q: 3 clusters Score -311717.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -311732.562500 Penalty: 807.727417 Iteration 63Q: 3 clusters Score -311732.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -311748.937500 Penalty: 807.727417 Iteration 64Q: 3 clusters Score -311748.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -311770.343750 Penalty: 807.727417 Iteration 65Q: 3 clusters Score -311770.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -311798.781250 Penalty: 807.727417 Iteration 66Q: 3 clusters Score -311798.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -311822.250000 Penalty: 807.727417 Iteration 67Q: 3 clusters Score -311822.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -311840.062500 Penalty: 807.727417 Iteration 68Q: 3 clusters Score -311840.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -311852.406250 Penalty: 807.727417 Iteration 69Q: 3 clusters Score -311852.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -311866.843750 Penalty: 807.727417 Iteration 70Q: 3 clusters Score -311866.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -311879.781250 Penalty: 807.727417 Iteration 71Q: 3 clusters Score -311879.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -311894.312500 Penalty: 807.727417 Iteration 72Q: 3 clusters Score -311894.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -311902.593750 Penalty: 807.727417 Iteration 73Q: 3 clusters Score -311902.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -311908.718750 Penalty: 807.727417 Iteration 74Q: 3 clusters Score -311908.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -311914.062500 Penalty: 807.727417 Iteration 75Q: 3 clusters Score -311914.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -311919.406250 Penalty: 807.727417 Iteration 76Q: 3 clusters Score -311919.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -311925.312500 Penalty: 807.727417 Iteration 77Q: 3 clusters Score -311925.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -311933.875000 Penalty: 807.727417 Iteration 78Q: 3 clusters Score -311933.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -311942.281250 Penalty: 807.727417 Iteration 79Q: 3 clusters Score -311942.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -311948.562500 Penalty: 807.727417 Iteration 80F: 3 clusters Score -311948.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -311953.031250 Penalty: 807.727417 Iteration 81Q: 3 clusters Score -311953 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -311958.687500 Penalty: 807.727417 Iteration 82Q: 3 clusters Score -311958.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -311962.250000 Penalty: 807.727417 Iteration 83Q: 3 clusters Score -311962.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -311966.000000 Penalty: 807.727417 Iteration 84Q: 3 clusters Score -311966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -311967.406250 Penalty: 807.727417 Iteration 85Q: 3 clusters Score -311967.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -311969.562500 Penalty: 807.727417 Iteration 86Q: 3 clusters Score -311969.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -311971.781250 Penalty: 807.727417 Iteration 87Q: 3 clusters Score -311971.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -311975.968750 Penalty: 807.727417 Iteration 88Q: 3 clusters Score -311976 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -311979.812500 Penalty: 807.727417 Iteration 89Q: 3 clusters Score -311979.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -311982.250000 Penalty: 807.727417 Iteration 90Q: 3 clusters Score -311982.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -311984.531250 Penalty: 807.727417 Iteration 91Q: 3 clusters Score -311984.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -311985.000000 Penalty: 807.727417 Iteration 92Q: 3 clusters Score -311985 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -311986.093750 Penalty: 807.727417 Iteration 93Q: 3 clusters Score -311986.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -311987.531250 Penalty: 807.727417 Iteration 94Q: 3 clusters Score -311987.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -311989.843750 Penalty: 807.727417 Iteration 95Q: 3 clusters Score -311989.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -311993.468750 Penalty: 807.727417 Iteration 96Q: 3 clusters Score -311993.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -311994.187500 Penalty: 807.727417 Iteration 97Q: 3 clusters Score -311994.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -311996.906250 Penalty: 807.727417 Iteration 98Q: 3 clusters Score -311996.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -312000.125000 Penalty: 807.727417 Iteration 99Q: 3 clusters Score -312000.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -312005.250000 Penalty: 807.727417 Iteration 100F: 3 clusters Score -312005.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -312008.593750 Penalty: 807.727417 Iteration 101Q: 3 clusters Score -312008.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -312012.281250 Penalty: 807.727417 Iteration 102Q: 3 clusters Score -312012.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -312012.968750 Penalty: 807.727417 Iteration 103Q: 3 clusters Score -312013 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -312014.000000 Penalty: 807.727417 Iteration 104Q: 3 clusters Score -312014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -312016.468750 Penalty: 807.727417 Iteration 105Q: 3 clusters Score -312016.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -312021.468750 Penalty: 807.727417 Iteration 106Q: 3 clusters Score -312021.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -312024.812500 Penalty: 807.727417 Iteration 107Q: 3 clusters Score -312024.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -312030.937500 Penalty: 807.727417 Iteration 108Q: 3 clusters Score -312030.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -312036.250000 Penalty: 807.727417 Iteration 109Q: 3 clusters Score -312036.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -312040.593750 Penalty: 807.727417 Iteration 110Q: 3 clusters Score -312040.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -312045.750000 Penalty: 807.727417 Iteration 111Q: 3 clusters Score -312045.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -312048.781250 Penalty: 807.727417 Iteration 112Q: 3 clusters Score -312048.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -312051.437500 Penalty: 807.727417 Iteration 113Q: 3 clusters Score -312051.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -312053.437500 Penalty: 807.727417 Iteration 114Q: 3 clusters Score -312053.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -312054.468750 Penalty: 807.727417 Iteration 115Q: 3 clusters Score -312054.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -312054.718750 Penalty: 807.727417 Iteration 116Q: 3 clusters Score -312054.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -312056.281250 Penalty: 807.727417 Iteration 117Q: 3 clusters Score -312056.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -312056.625000 Penalty: 807.727417 Iteration 118Q: 3 clusters Score -312056.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -312056.343750 Penalty: 807.727417 Iteration 119Q: 3 clusters Score -312056.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -312057.281250 Penalty: 807.727417 Iteration 120F: 3 clusters Score -312057.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -312057.312500 Penalty: 807.727417 Iteration 121Q: 3 clusters Score -312057.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -312056.625000 Penalty: 807.727417 Iteration 122Q: 3 clusters Score -312056.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -312057.625000 Penalty: 807.727417 Iteration 123Q: 3 clusters Score -312057.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -312057.718750 Penalty: 807.727417 Iteration 124Q: 3 clusters Score -312057.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -312058.062500 Penalty: 807.727417 Iteration 125Q: 3 clusters Score -312058.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -312057.968750 Penalty: 807.727417 Iteration 126Q: 3 clusters Score -312058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -312057.968750 Penalty: 807.727417 Iteration 127F: 3 clusters Score -312058 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -15477.499023 Penalty: 278.673096 Iteration 0F: 2 clusters Score -15477.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -15044.326172 Penalty: 557.346191 Iteration 0F: 3 clusters Score -15044.33 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15189.333008 Penalty: 557.346191 Iteration 1F: 3 clusters Score -15189.33 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -15261.990234 Penalty: 557.346191 Iteration 2F: 3 clusters Score -15261.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -15291.144531 Penalty: 557.346191 Iteration 3F: 3 clusters Score -15291.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -15301.632812 Penalty: 557.346191 Iteration 4Q: 3 clusters Score -15301.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15304.930664 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -15304.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -15306.192383 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -15306.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -15308.342773 Penalty: 557.346191 Iteration 7Q: 3 clusters Score -15308.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15309.203125 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -15309.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -15310.558594 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -15310.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15311.471680 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -15311.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15311.471680 Penalty: 557.346191 Iteration 11F: 3 clusters Score -15311.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Entering Unmasked Estep Score: -25508.767578 Penalty: 292.035614 Iteration 0F: 2 clusters Score -25508.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -24941.875000 Penalty: 584.071228 Iteration 0F: 3 clusters Score -24941.88 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -25070.384766 Penalty: 584.071228 Iteration 1F: 3 clusters Score -25070.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -25100.201172 Penalty: 584.071228 Iteration 2F: 3 clusters Score -25100.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -25124.486328 Penalty: 584.071228 Iteration 3Q: 3 clusters Score -25124.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -25139.189453 Penalty: 584.071228 Iteration 4Q: 3 clusters Score -25139.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25147.001953 Penalty: 584.071228 Iteration 5Q: 3 clusters Score -25147 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25153.630859 Penalty: 584.071228 Iteration 6Q: 3 clusters Score -25153.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25158.498047 Penalty: 584.071228 Iteration 7Q: 3 clusters Score -25158.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25160.970703 Penalty: 584.071228 Iteration 8Q: 3 clusters Score -25160.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25164.474609 Penalty: 584.071228 Iteration 9Q: 3 clusters Score -25164.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -25166.470703 Penalty: 584.071228 Iteration 10Q: 3 clusters Score -25166.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -25168.337891 Penalty: 584.071228 Iteration 11Q: 3 clusters Score -25168.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25171.966797 Penalty: 584.071228 Iteration 12Q: 3 clusters Score -25171.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -25176.482422 Penalty: 584.071228 Iteration 13Q: 3 clusters Score -25176.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -25182.414062 Penalty: 584.071228 Iteration 14Q: 3 clusters Score -25182.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -25184.460938 Penalty: 584.071228 Iteration 15Q: 3 clusters Score -25184.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25185.863281 Penalty: 584.071228 Iteration 16Q: 3 clusters Score -25185.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -25186.595703 Penalty: 584.071228 Iteration 17Q: 3 clusters Score -25186.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25186.966797 Penalty: 584.071228 Iteration 18Q: 3 clusters Score -25186.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25188.238281 Penalty: 584.071228 Iteration 19Q: 3 clusters Score -25188.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -25190.367188 Penalty: 584.071228 Iteration 20F: 3 clusters Score -25190.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25190.958984 Penalty: 584.071228 Iteration 21Q: 3 clusters Score -25190.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25191.513672 Penalty: 584.071228 Iteration 22Q: 3 clusters Score -25191.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25191.861328 Penalty: 584.071228 Iteration 23Q: 3 clusters Score -25191.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25191.861328 Penalty: 584.071228 Iteration 24F: 3 clusters Score -25191.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (31985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31985 members Entering Unmasked Estep Score: -1470774.625000 Penalty: 471.972504 Iteration 0F: 2 clusters Score -1470775 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16011 members Mstep: Class 2 contains 15974 members Entering Unmasked Estep Score: -1449381.625000 Penalty: 943.945007 Iteration 0F: 3 clusters Score -1449382 nChanged 15362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17107 members Mstep: Class 2 contains 14878 members Entering Unmasked Estep Score: -1459185.125000 Penalty: 943.945007 Iteration 1F: 3 clusters Score -1459185 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17990 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -1460185.875000 Penalty: 943.945007 Iteration 2F: 3 clusters Score -1460186 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19016 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -1461236.125000 Penalty: 943.945007 Iteration 3F: 3 clusters Score -1461236 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20131 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -1462211.750000 Penalty: 943.945007 Iteration 4F: 3 clusters Score -1462212 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21247 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -1463068.875000 Penalty: 943.945007 Iteration 5F: 3 clusters Score -1463069 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22456 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -1463857.375000 Penalty: 943.945007 Iteration 6F: 3 clusters Score -1463857 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23719 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1464615.000000 Penalty: 943.945007 Iteration 7Q: 3 clusters Score -1464615 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25056 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1465444.500000 Penalty: 943.945007 Iteration 8Q: 3 clusters Score -1465444 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26468 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1466353.125000 Penalty: 943.945007 Iteration 9Q: 3 clusters Score -1466353 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27847 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1467334.375000 Penalty: 943.945007 Iteration 10Q: 3 clusters Score -1467334 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29101 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1468286.500000 Penalty: 943.945007 Iteration 11Q: 3 clusters Score -1468286 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30097 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1469055.750000 Penalty: 943.945007 Iteration 12Q: 3 clusters Score -1469056 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30810 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1469589.125000 Penalty: 943.945007 Iteration 13Q: 3 clusters Score -1469589 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31262 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1469942.375000 Penalty: 943.945007 Iteration 14Q: 3 clusters Score -1469942 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31514 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1470150.625000 Penalty: 943.945007 Iteration 15Q: 3 clusters Score -1470151 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -1470264.750000 Penalty: 943.945007 Iteration 16Q: 3 clusters Score -1470265 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31716 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1470326.375000 Penalty: 943.945007 Iteration 17Q: 3 clusters Score -1470326 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1470362.000000 Penalty: 943.945007 Iteration 18Q: 3 clusters Score -1470362 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31763 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1470386.000000 Penalty: 943.945007 Iteration 19Q: 3 clusters Score -1470386 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31784 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1470405.625000 Penalty: 943.945007 Iteration 20F: 3 clusters Score -1470406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31792 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1470418.500000 Penalty: 943.945007 Iteration 21Q: 3 clusters Score -1470418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31801 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -1470421.625000 Penalty: 943.945007 Iteration 22Q: 3 clusters Score -1470422 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31809 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1470430.625000 Penalty: 943.945007 Iteration 23Q: 3 clusters Score -1470431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31815 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1470435.000000 Penalty: 943.945007 Iteration 24Q: 3 clusters Score -1470435 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31817 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1470436.750000 Penalty: 943.945007 Iteration 25Q: 3 clusters Score -1470437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31818 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1470436.000000 Penalty: 943.945007 Iteration 26Q: 3 clusters Score -1470436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31818 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1470440.875000 Penalty: 943.945007 Iteration 27Q: 3 clusters Score -1470441 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31816 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1470441.000000 Penalty: 943.945007 Iteration 28Q: 3 clusters Score -1470441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31816 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1470441.000000 Penalty: 943.945007 Iteration 29F: 3 clusters Score -1470441 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Entering Unmasked Estep Score: -85920.773438 Penalty: 348.449341 Iteration 0F: 2 clusters Score -85920.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -84439.289062 Penalty: 696.898682 Iteration 0F: 3 clusters Score -84439.29 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -84938.312500 Penalty: 696.898682 Iteration 1F: 3 clusters Score -84938.31 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -85022.164062 Penalty: 696.898682 Iteration 2F: 3 clusters Score -85022.16 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -85100.960938 Penalty: 696.898682 Iteration 3F: 3 clusters Score -85100.96 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -85190.265625 Penalty: 696.898682 Iteration 4F: 3 clusters Score -85190.27 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -85275.148438 Penalty: 696.898682 Iteration 5F: 3 clusters Score -85275.15 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -85353.203125 Penalty: 696.898682 Iteration 6F: 3 clusters Score -85353.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -85425.046875 Penalty: 696.898682 Iteration 7Q: 3 clusters Score -85425.05 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -85481.515625 Penalty: 696.898682 Iteration 8Q: 3 clusters Score -85481.52 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -85513.718750 Penalty: 696.898682 Iteration 9Q: 3 clusters Score -85513.72 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -85531.210938 Penalty: 696.898682 Iteration 10Q: 3 clusters Score -85531.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -85540.304688 Penalty: 696.898682 Iteration 11Q: 3 clusters Score -85540.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -85549.718750 Penalty: 696.898682 Iteration 12Q: 3 clusters Score -85549.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -85560.570312 Penalty: 696.898682 Iteration 13Q: 3 clusters Score -85560.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -85570.335938 Penalty: 696.898682 Iteration 14Q: 3 clusters Score -85570.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -85576.117188 Penalty: 696.898682 Iteration 15Q: 3 clusters Score -85576.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -85581.929688 Penalty: 696.898682 Iteration 16Q: 3 clusters Score -85581.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -85586.992188 Penalty: 696.898682 Iteration 17Q: 3 clusters Score -85586.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -85591.453125 Penalty: 696.898682 Iteration 18Q: 3 clusters Score -85591.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -85595.164062 Penalty: 696.898682 Iteration 19Q: 3 clusters Score -85595.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -85599.875000 Penalty: 696.898682 Iteration 20F: 3 clusters Score -85599.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -85602.976562 Penalty: 696.898682 Iteration 21Q: 3 clusters Score -85602.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -85604.765625 Penalty: 696.898682 Iteration 22Q: 3 clusters Score -85604.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -85605.890625 Penalty: 696.898682 Iteration 23Q: 3 clusters Score -85605.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -85606.750000 Penalty: 696.898682 Iteration 24Q: 3 clusters Score -85606.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -85607.570312 Penalty: 696.898682 Iteration 25Q: 3 clusters Score -85607.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -85608.343750 Penalty: 696.898682 Iteration 26Q: 3 clusters Score -85608.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -85609.296875 Penalty: 696.898682 Iteration 27Q: 3 clusters Score -85609.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -85610.015625 Penalty: 696.898682 Iteration 28Q: 3 clusters Score -85610.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -85611.304688 Penalty: 696.898682 Iteration 29Q: 3 clusters Score -85611.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -85612.601562 Penalty: 696.898682 Iteration 30Q: 3 clusters Score -85612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -85613.054688 Penalty: 696.898682 Iteration 31Q: 3 clusters Score -85613.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -85613.359375 Penalty: 696.898682 Iteration 32Q: 3 clusters Score -85613.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -85613.640625 Penalty: 696.898682 Iteration 33Q: 3 clusters Score -85613.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -85613.640625 Penalty: 696.898682 Iteration 34F: 3 clusters Score -85613.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Entering Unmasked Estep Score: -128653.078125 Penalty: 357.883514 Iteration 0F: 2 clusters Score -128653.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -126818.703125 Penalty: 715.767029 Iteration 0F: 3 clusters Score -126818.7 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -127496.453125 Penalty: 715.767029 Iteration 1F: 3 clusters Score -127496.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -127680.226562 Penalty: 715.767029 Iteration 2F: 3 clusters Score -127680.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -127868.601562 Penalty: 715.767029 Iteration 3F: 3 clusters Score -127868.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -128044.648438 Penalty: 715.767029 Iteration 4F: 3 clusters Score -128044.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -128195.445312 Penalty: 715.767029 Iteration 5F: 3 clusters Score -128195.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -128271.640625 Penalty: 715.767029 Iteration 6Q: 3 clusters Score -128271.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -128308.789062 Penalty: 715.767029 Iteration 7Q: 3 clusters Score -128308.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -128331.820312 Penalty: 715.767029 Iteration 8Q: 3 clusters Score -128331.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -128349.039062 Penalty: 715.767029 Iteration 9Q: 3 clusters Score -128349 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -128361.171875 Penalty: 715.767029 Iteration 10Q: 3 clusters Score -128361.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -128370.250000 Penalty: 715.767029 Iteration 11Q: 3 clusters Score -128370.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -128381.632812 Penalty: 715.767029 Iteration 12Q: 3 clusters Score -128381.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -128396.679688 Penalty: 715.767029 Iteration 13Q: 3 clusters Score -128396.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -128414.304688 Penalty: 715.767029 Iteration 14Q: 3 clusters Score -128414.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -128429.210938 Penalty: 715.767029 Iteration 15Q: 3 clusters Score -128429.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -128445.976562 Penalty: 715.767029 Iteration 16Q: 3 clusters Score -128446 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -128455.015625 Penalty: 715.767029 Iteration 17Q: 3 clusters Score -128455 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -128461.945312 Penalty: 715.767029 Iteration 18Q: 3 clusters Score -128461.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -128467.695312 Penalty: 715.767029 Iteration 19Q: 3 clusters Score -128467.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -128470.218750 Penalty: 715.767029 Iteration 20F: 3 clusters Score -128470.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -128473.000000 Penalty: 715.767029 Iteration 21Q: 3 clusters Score -128473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -128473.531250 Penalty: 715.767029 Iteration 22Q: 3 clusters Score -128473.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -128474.578125 Penalty: 715.767029 Iteration 23Q: 3 clusters Score -128474.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -128476.750000 Penalty: 715.767029 Iteration 24Q: 3 clusters Score -128476.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -128478.531250 Penalty: 715.767029 Iteration 25Q: 3 clusters Score -128478.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -128480.351562 Penalty: 715.767029 Iteration 26Q: 3 clusters Score -128480.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -128482.460938 Penalty: 715.767029 Iteration 27Q: 3 clusters Score -128482.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -128483.765625 Penalty: 715.767029 Iteration 28Q: 3 clusters Score -128483.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -128484.648438 Penalty: 715.767029 Iteration 29Q: 3 clusters Score -128484.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -128485.210938 Penalty: 715.767029 Iteration 30Q: 3 clusters Score -128485.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -128485.468750 Penalty: 715.767029 Iteration 31Q: 3 clusters Score -128485.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -128485.515625 Penalty: 715.767029 Iteration 32Q: 3 clusters Score -128485.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -128485.851562 Penalty: 715.767029 Iteration 33Q: 3 clusters Score -128485.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -128485.851562 Penalty: 715.767029 Iteration 34F: 3 clusters Score -128485.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Entering Unmasked Estep Score: -175216.171875 Penalty: 385.503937 Iteration 0F: 2 clusters Score -175216.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -171983.218750 Penalty: 771.007874 Iteration 0F: 3 clusters Score -171983.2 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -173288.218750 Penalty: 771.007874 Iteration 1F: 3 clusters Score -173288.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -173446.390625 Penalty: 771.007874 Iteration 2F: 3 clusters Score -173446.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -173552.109375 Penalty: 771.007874 Iteration 3F: 3 clusters Score -173552.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -173649.843750 Penalty: 771.007874 Iteration 4Q: 3 clusters Score -173649.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -173722.812500 Penalty: 771.007874 Iteration 5Q: 3 clusters Score -173722.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -173791.890625 Penalty: 771.007874 Iteration 6Q: 3 clusters Score -173791.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -173876.281250 Penalty: 771.007874 Iteration 7Q: 3 clusters Score -173876.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -173954.281250 Penalty: 771.007874 Iteration 8Q: 3 clusters Score -173954.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -174027.171875 Penalty: 771.007874 Iteration 9Q: 3 clusters Score -174027.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -174089.031250 Penalty: 771.007874 Iteration 10Q: 3 clusters Score -174089 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -174154.796875 Penalty: 771.007874 Iteration 11Q: 3 clusters Score -174154.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -174229.359375 Penalty: 771.007874 Iteration 12Q: 3 clusters Score -174229.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -174318.937500 Penalty: 771.007874 Iteration 13Q: 3 clusters Score -174318.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -174416.890625 Penalty: 771.007874 Iteration 14Q: 3 clusters Score -174416.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -174547.812500 Penalty: 771.007874 Iteration 15Q: 3 clusters Score -174547.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -174699.828125 Penalty: 771.007874 Iteration 16Q: 3 clusters Score -174699.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -174794.140625 Penalty: 771.007874 Iteration 17Q: 3 clusters Score -174794.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -174859.015625 Penalty: 771.007874 Iteration 18Q: 3 clusters Score -174859 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -174886.578125 Penalty: 771.007874 Iteration 19Q: 3 clusters Score -174886.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -174905.312500 Penalty: 771.007874 Iteration 20F: 3 clusters Score -174905.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -174917.781250 Penalty: 771.007874 Iteration 21Q: 3 clusters Score -174917.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -174931.671875 Penalty: 771.007874 Iteration 22Q: 3 clusters Score -174931.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -174948.625000 Penalty: 771.007874 Iteration 23Q: 3 clusters Score -174948.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -174964.265625 Penalty: 771.007874 Iteration 24Q: 3 clusters Score -174964.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -174982.078125 Penalty: 771.007874 Iteration 25Q: 3 clusters Score -174982.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -174997.828125 Penalty: 771.007874 Iteration 26Q: 3 clusters Score -174997.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -175005.265625 Penalty: 771.007874 Iteration 27Q: 3 clusters Score -175005.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -175010.046875 Penalty: 771.007874 Iteration 28Q: 3 clusters Score -175010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -175014.968750 Penalty: 771.007874 Iteration 29Q: 3 clusters Score -175015 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -175019.406250 Penalty: 771.007874 Iteration 30Q: 3 clusters Score -175019.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -175022.828125 Penalty: 771.007874 Iteration 31Q: 3 clusters Score -175022.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -175025.812500 Penalty: 771.007874 Iteration 32Q: 3 clusters Score -175025.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -175027.593750 Penalty: 771.007874 Iteration 33Q: 3 clusters Score -175027.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -175028.640625 Penalty: 771.007874 Iteration 34Q: 3 clusters Score -175028.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -175029.203125 Penalty: 771.007874 Iteration 35Q: 3 clusters Score -175029.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -175029.796875 Penalty: 771.007874 Iteration 36Q: 3 clusters Score -175029.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -175030.750000 Penalty: 771.007874 Iteration 37Q: 3 clusters Score -175030.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -175031.640625 Penalty: 771.007874 Iteration 38Q: 3 clusters Score -175031.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -175031.750000 Penalty: 771.007874 Iteration 39Q: 3 clusters Score -175031.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -175032.531250 Penalty: 771.007874 Iteration 40F: 3 clusters Score -175032.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -175034.281250 Penalty: 771.007874 Iteration 41Q: 3 clusters Score -175034.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -175035.453125 Penalty: 771.007874 Iteration 42Q: 3 clusters Score -175035.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -175035.875000 Penalty: 771.007874 Iteration 43Q: 3 clusters Score -175035.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -175037.250000 Penalty: 771.007874 Iteration 44Q: 3 clusters Score -175037.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -175038.000000 Penalty: 771.007874 Iteration 45Q: 3 clusters Score -175038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -175038.000000 Penalty: 771.007874 Iteration 46F: 3 clusters Score -175038 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (4924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Entering Unmasked Estep Score: -216141.000000 Penalty: 386.835388 Iteration 0F: 2 clusters Score -216141 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -212894.750000 Penalty: 773.670776 Iteration 0F: 3 clusters Score -212894.8 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -214317.093750 Penalty: 773.670776 Iteration 1F: 3 clusters Score -214317.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -214548.421875 Penalty: 773.670776 Iteration 2F: 3 clusters Score -214548.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -214783.500000 Penalty: 773.670776 Iteration 3F: 3 clusters Score -214783.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -214953.843750 Penalty: 773.670776 Iteration 4F: 3 clusters Score -214953.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -215088.843750 Penalty: 773.670776 Iteration 5Q: 3 clusters Score -215088.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -215194.093750 Penalty: 773.670776 Iteration 6Q: 3 clusters Score -215194.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -215273.984375 Penalty: 773.670776 Iteration 7Q: 3 clusters Score -215274 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -215340.140625 Penalty: 773.670776 Iteration 8Q: 3 clusters Score -215340.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -215394.453125 Penalty: 773.670776 Iteration 9Q: 3 clusters Score -215394.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -215439.562500 Penalty: 773.670776 Iteration 10Q: 3 clusters Score -215439.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -215487.062500 Penalty: 773.670776 Iteration 11Q: 3 clusters Score -215487.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -215530.203125 Penalty: 773.670776 Iteration 12Q: 3 clusters Score -215530.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -215565.671875 Penalty: 773.670776 Iteration 13Q: 3 clusters Score -215565.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -215589.140625 Penalty: 773.670776 Iteration 14Q: 3 clusters Score -215589.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -215603.046875 Penalty: 773.670776 Iteration 15Q: 3 clusters Score -215603 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -215611.890625 Penalty: 773.670776 Iteration 16Q: 3 clusters Score -215611.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -215620.515625 Penalty: 773.670776 Iteration 17Q: 3 clusters Score -215620.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -215627.328125 Penalty: 773.670776 Iteration 18Q: 3 clusters Score -215627.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -215639.000000 Penalty: 773.670776 Iteration 19Q: 3 clusters Score -215639 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -215657.093750 Penalty: 773.670776 Iteration 20F: 3 clusters Score -215657.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -215668.859375 Penalty: 773.670776 Iteration 21Q: 3 clusters Score -215668.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -215681.468750 Penalty: 773.670776 Iteration 22Q: 3 clusters Score -215681.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -215714.703125 Penalty: 773.670776 Iteration 23Q: 3 clusters Score -215714.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -215765.515625 Penalty: 773.670776 Iteration 24Q: 3 clusters Score -215765.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -215808.687500 Penalty: 773.670776 Iteration 25Q: 3 clusters Score -215808.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -215831.546875 Penalty: 773.670776 Iteration 26Q: 3 clusters Score -215831.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -215847.781250 Penalty: 773.670776 Iteration 27Q: 3 clusters Score -215847.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -215864.937500 Penalty: 773.670776 Iteration 28Q: 3 clusters Score -215864.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -215879.640625 Penalty: 773.670776 Iteration 29Q: 3 clusters Score -215879.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -215890.046875 Penalty: 773.670776 Iteration 30Q: 3 clusters Score -215890 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -215894.687500 Penalty: 773.670776 Iteration 31Q: 3 clusters Score -215894.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -215896.218750 Penalty: 773.670776 Iteration 32Q: 3 clusters Score -215896.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -215898.359375 Penalty: 773.670776 Iteration 33Q: 3 clusters Score -215898.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -215898.031250 Penalty: 773.670776 Iteration 34Q: 3 clusters Score -215898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -215898.453125 Penalty: 773.670776 Iteration 35Q: 3 clusters Score -215898.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -215899.062500 Penalty: 773.670776 Iteration 36Q: 3 clusters Score -215899.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -215899.015625 Penalty: 773.670776 Iteration 37Q: 3 clusters Score -215899 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -215899.484375 Penalty: 773.670776 Iteration 38Q: 3 clusters Score -215899.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -215899.812500 Penalty: 773.670776 Iteration 39Q: 3 clusters Score -215899.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -215900.500000 Penalty: 773.670776 Iteration 40F: 3 clusters Score -215900.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -215900.671875 Penalty: 773.670776 Iteration 41Q: 3 clusters Score -215900.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -215900.640625 Penalty: 773.670776 Iteration 42Q: 3 clusters Score -215900.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -215900.921875 Penalty: 773.670776 Iteration 43Q: 3 clusters Score -215900.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -215900.921875 Penalty: 773.670776 Iteration 44F: 3 clusters Score -215900.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Entering Unmasked Estep Score: -52546.050781 Penalty: 326.449951 Iteration 0F: 2 clusters Score -52546.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -51580.625000 Penalty: 652.899902 Iteration 0F: 3 clusters Score -51580.62 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -51948.511719 Penalty: 652.899902 Iteration 1F: 3 clusters Score -51948.51 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -52043.550781 Penalty: 652.899902 Iteration 2F: 3 clusters Score -52043.55 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -52108.449219 Penalty: 652.899902 Iteration 3F: 3 clusters Score -52108.45 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -52155.125000 Penalty: 652.899902 Iteration 4Q: 3 clusters Score -52155.12 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -52197.199219 Penalty: 652.899902 Iteration 5Q: 3 clusters Score -52197.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -52237.375000 Penalty: 652.899902 Iteration 6Q: 3 clusters Score -52237.38 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -52298.285156 Penalty: 652.899902 Iteration 7Q: 3 clusters Score -52298.29 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -52369.828125 Penalty: 652.899902 Iteration 8Q: 3 clusters Score -52369.83 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52417.050781 Penalty: 652.899902 Iteration 9Q: 3 clusters Score -52417.05 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -52453.082031 Penalty: 652.899902 Iteration 10Q: 3 clusters Score -52453.08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -52483.882812 Penalty: 652.899902 Iteration 11Q: 3 clusters Score -52483.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -52499.246094 Penalty: 652.899902 Iteration 12Q: 3 clusters Score -52499.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52510.566406 Penalty: 652.899902 Iteration 13Q: 3 clusters Score -52510.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -52518.562500 Penalty: 652.899902 Iteration 14Q: 3 clusters Score -52518.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52522.628906 Penalty: 652.899902 Iteration 15Q: 3 clusters Score -52522.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52525.425781 Penalty: 652.899902 Iteration 16Q: 3 clusters Score -52525.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -52526.707031 Penalty: 652.899902 Iteration 17Q: 3 clusters Score -52526.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -52527.449219 Penalty: 652.899902 Iteration 18Q: 3 clusters Score -52527.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -52527.664062 Penalty: 652.899902 Iteration 19Q: 3 clusters Score -52527.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -52527.761719 Penalty: 652.899902 Iteration 20F: 3 clusters Score -52527.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Entering Unmasked Estep Score: -132291.906250 Penalty: 359.055542 Iteration 0F: 2 clusters Score -132291.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -130415.531250 Penalty: 718.111084 Iteration 0F: 3 clusters Score -130415.5 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -131007.085938 Penalty: 718.111084 Iteration 1F: 3 clusters Score -131007.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -131085.593750 Penalty: 718.111084 Iteration 2F: 3 clusters Score -131085.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -131155.781250 Penalty: 718.111084 Iteration 3F: 3 clusters Score -131155.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -131221.250000 Penalty: 718.111084 Iteration 4Q: 3 clusters Score -131221.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -131294.640625 Penalty: 718.111084 Iteration 5F: 3 clusters Score -131294.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -131397.250000 Penalty: 718.111084 Iteration 6F: 3 clusters Score -131397.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -131548.562500 Penalty: 718.111084 Iteration 7F: 3 clusters Score -131548.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -131712.515625 Penalty: 718.111084 Iteration 8F: 3 clusters Score -131712.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -131851.781250 Penalty: 718.111084 Iteration 9F: 3 clusters Score -131851.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -131930.578125 Penalty: 718.111084 Iteration 10Q: 3 clusters Score -131930.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -131975.546875 Penalty: 718.111084 Iteration 11Q: 3 clusters Score -131975.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -131997.453125 Penalty: 718.111084 Iteration 12Q: 3 clusters Score -131997.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -132015.484375 Penalty: 718.111084 Iteration 13Q: 3 clusters Score -132015.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -132029.687500 Penalty: 718.111084 Iteration 14Q: 3 clusters Score -132029.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -132034.046875 Penalty: 718.111084 Iteration 15Q: 3 clusters Score -132034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -132038.140625 Penalty: 718.111084 Iteration 16Q: 3 clusters Score -132038.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -132041.546875 Penalty: 718.111084 Iteration 17Q: 3 clusters Score -132041.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -132042.843750 Penalty: 718.111084 Iteration 18Q: 3 clusters Score -132042.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -132043.203125 Penalty: 718.111084 Iteration 19Q: 3 clusters Score -132043.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -132043.203125 Penalty: 718.111084 Iteration 20F: 3 clusters Score -132043.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (82250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82250 members Entering Unmasked Estep Score: -3756879.000000 Penalty: 514.947083 Iteration 0F: 2 clusters Score -3756879 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41013 members Mstep: Class 2 contains 41237 members Entering Unmasked Estep Score: -3701505.750000 Penalty: 1029.894165 Iteration 0F: 3 clusters Score -3701506 nChanged 40075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35444 members Mstep: Class 2 contains 46806 members Entering Unmasked Estep Score: -3726529.500000 Penalty: 1029.894165 Iteration 1F: 3 clusters Score -3726530 nChanged 4765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31855 members Mstep: Class 2 contains 50395 members Entering Unmasked Estep Score: -3728892.250000 Penalty: 1029.894165 Iteration 2F: 3 clusters Score -3728892 nChanged 5789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27038 members Mstep: Class 2 contains 55212 members Entering Unmasked Estep Score: -3732703.000000 Penalty: 1029.894165 Iteration 3F: 3 clusters Score -3732703 nChanged 6292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 60798 members Entering Unmasked Estep Score: -3737902.000000 Penalty: 1029.894165 Iteration 4F: 3 clusters Score -3737902 nChanged 5852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16188 members Mstep: Class 2 contains 66062 members Entering Unmasked Estep Score: -3743650.250000 Penalty: 1029.894165 Iteration 5F: 3 clusters Score -3743650 nChanged 4379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 69903 members Entering Unmasked Estep Score: -3748109.750000 Penalty: 1029.894165 Iteration 6F: 3 clusters Score -3748110 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 72071 members Entering Unmasked Estep Score: -3750652.250000 Penalty: 1029.894165 Iteration 7Q: 3 clusters Score -3750652 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 73344 members Entering Unmasked Estep Score: -3752028.250000 Penalty: 1029.894165 Iteration 8Q: 3 clusters Score -3752028 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 74339 members Entering Unmasked Estep Score: -3752848.500000 Penalty: 1029.894165 Iteration 9Q: 3 clusters Score -3752848 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 75192 members Entering Unmasked Estep Score: -3753334.000000 Penalty: 1029.894165 Iteration 10Q: 3 clusters Score -3753334 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 75957 members Entering Unmasked Estep Score: -3753713.000000 Penalty: 1029.894165 Iteration 11Q: 3 clusters Score -3753713 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 76659 members Entering Unmasked Estep Score: -3754033.500000 Penalty: 1029.894165 Iteration 12Q: 3 clusters Score -3754034 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 77262 members Entering Unmasked Estep Score: -3754302.500000 Penalty: 1029.894165 Iteration 13Q: 3 clusters Score -3754302 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 77825 members Entering Unmasked Estep Score: -3754563.750000 Penalty: 1029.894165 Iteration 14Q: 3 clusters Score -3754564 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 78345 members Entering Unmasked Estep Score: -3754787.000000 Penalty: 1029.894165 Iteration 15Q: 3 clusters Score -3754787 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 78823 members Entering Unmasked Estep Score: -3754978.000000 Penalty: 1029.894165 Iteration 16Q: 3 clusters Score -3754978 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 79265 members Entering Unmasked Estep Score: -3755187.750000 Penalty: 1029.894165 Iteration 17Q: 3 clusters Score -3755188 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 79674 members Entering Unmasked Estep Score: -3755375.500000 Penalty: 1029.894165 Iteration 18Q: 3 clusters Score -3755376 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 80044 members Entering Unmasked Estep Score: -3755584.750000 Penalty: 1029.894165 Iteration 19Q: 3 clusters Score -3755585 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 80390 members Entering Unmasked Estep Score: -3755773.250000 Penalty: 1029.894165 Iteration 20F: 3 clusters Score -3755773 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 80669 members Entering Unmasked Estep Score: -3755937.000000 Penalty: 1029.894165 Iteration 21Q: 3 clusters Score -3755937 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 80889 members Entering Unmasked Estep Score: -3756065.500000 Penalty: 1029.894165 Iteration 22Q: 3 clusters Score -3756066 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 81059 members Entering Unmasked Estep Score: -3756153.000000 Penalty: 1029.894165 Iteration 23Q: 3 clusters Score -3756153 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 81197 members Entering Unmasked Estep Score: -3756208.250000 Penalty: 1029.894165 Iteration 24Q: 3 clusters Score -3756208 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 81317 members Entering Unmasked Estep Score: -3756267.250000 Penalty: 1029.894165 Iteration 25Q: 3 clusters Score -3756267 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 81409 members Entering Unmasked Estep Score: -3756323.000000 Penalty: 1029.894165 Iteration 26Q: 3 clusters Score -3756323 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 81483 members Entering Unmasked Estep Score: -3756352.750000 Penalty: 1029.894165 Iteration 27Q: 3 clusters Score -3756353 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 81545 members Entering Unmasked Estep Score: -3756370.000000 Penalty: 1029.894165 Iteration 28Q: 3 clusters Score -3756370 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 81598 members Entering Unmasked Estep Score: -3756390.250000 Penalty: 1029.894165 Iteration 29Q: 3 clusters Score -3756390 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 81648 members Entering Unmasked Estep Score: -3756416.750000 Penalty: 1029.894165 Iteration 30Q: 3 clusters Score -3756417 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 81690 members Entering Unmasked Estep Score: -3756426.250000 Penalty: 1029.894165 Iteration 31Q: 3 clusters Score -3756426 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 81727 members Entering Unmasked Estep Score: -3756448.000000 Penalty: 1029.894165 Iteration 32Q: 3 clusters Score -3756448 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 81750 members Entering Unmasked Estep Score: -3756450.750000 Penalty: 1029.894165 Iteration 33Q: 3 clusters Score -3756451 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 81775 members Entering Unmasked Estep Score: -3756456.250000 Penalty: 1029.894165 Iteration 34Q: 3 clusters Score -3756456 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 81798 members Entering Unmasked Estep Score: -3756468.750000 Penalty: 1029.894165 Iteration 35Q: 3 clusters Score -3756469 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 81814 members Entering Unmasked Estep Score: -3756475.750000 Penalty: 1029.894165 Iteration 36Q: 3 clusters Score -3756476 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 81832 members Entering Unmasked Estep Score: -3756476.000000 Penalty: 1029.894165 Iteration 37Q: 3 clusters Score -3756476 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 81841 members Entering Unmasked Estep Score: -3756472.500000 Penalty: 1029.894165 Iteration 38Q: 3 clusters Score -3756472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 81848 members Entering Unmasked Estep Score: -3756475.250000 Penalty: 1029.894165 Iteration 39Q: 3 clusters Score -3756475 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 81853 members Entering Unmasked Estep Score: -3756477.250000 Penalty: 1029.894165 Iteration 40F: 3 clusters Score -3756477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 81862 members Entering Unmasked Estep Score: -3756477.500000 Penalty: 1029.894165 Iteration 41Q: 3 clusters Score -3756478 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 81870 members Entering Unmasked Estep Score: -3756479.250000 Penalty: 1029.894165 Iteration 42Q: 3 clusters Score -3756479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 81877 members Entering Unmasked Estep Score: -3756486.750000 Penalty: 1029.894165 Iteration 43Q: 3 clusters Score -3756487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 81883 members Entering Unmasked Estep Score: -3756483.000000 Penalty: 1029.894165 Iteration 44Q: 3 clusters Score -3756483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 81886 members Entering Unmasked Estep Score: -3756483.250000 Penalty: 1029.894165 Iteration 45Q: 3 clusters Score -3756483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 81889 members Entering Unmasked Estep Score: -3756487.000000 Penalty: 1029.894165 Iteration 46Q: 3 clusters Score -3756487 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 81890 members Entering Unmasked Estep Score: -3756486.250000 Penalty: 1029.894165 Iteration 47Q: 3 clusters Score -3756486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 81893 members Entering Unmasked Estep Score: -3756491.250000 Penalty: 1029.894165 Iteration 48Q: 3 clusters Score -3756491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 81898 members Entering Unmasked Estep Score: -3756492.500000 Penalty: 1029.894165 Iteration 49Q: 3 clusters Score -3756492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 81904 members Entering Unmasked Estep Score: -3756493.500000 Penalty: 1029.894165 Iteration 50Q: 3 clusters Score -3756494 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 81909 members Entering Unmasked Estep Score: -3756499.250000 Penalty: 1029.894165 Iteration 51Q: 3 clusters Score -3756499 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 81916 members Entering Unmasked Estep Score: -3756500.000000 Penalty: 1029.894165 Iteration 52Q: 3 clusters Score -3756500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 81919 members Entering Unmasked Estep Score: -3756498.500000 Penalty: 1029.894165 Iteration 53Q: 3 clusters Score -3756498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 81924 members Entering Unmasked Estep Score: -3756502.750000 Penalty: 1029.894165 Iteration 54Q: 3 clusters Score -3756503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 81927 members Entering Unmasked Estep Score: -3756505.500000 Penalty: 1029.894165 Iteration 55Q: 3 clusters Score -3756506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 81933 members Entering Unmasked Estep Score: -3756509.750000 Penalty: 1029.894165 Iteration 56Q: 3 clusters Score -3756510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 81941 members Entering Unmasked Estep Score: -3756512.500000 Penalty: 1029.894165 Iteration 57Q: 3 clusters Score -3756512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 81942 members Entering Unmasked Estep Score: -3756517.000000 Penalty: 1029.894165 Iteration 58Q: 3 clusters Score -3756517 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 81947 members Entering Unmasked Estep Score: -3756519.000000 Penalty: 1029.894165 Iteration 59Q: 3 clusters Score -3756519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 81948 members Entering Unmasked Estep Score: -3756519.500000 Penalty: 1029.894165 Iteration 60F: 3 clusters Score -3756520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2433 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12822 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4273 members Mstep: Class 19 contains 7159 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2606 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82250 members Entering Unmasked Estep ConsiderDeletion Score: -8692617.000000 Penalty: 16139.112305 Iteration 159Q: 30 clusters Score -8692617 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2433 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12825 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4271 members Mstep: Class 19 contains 7153 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2609 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1307 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82252 members Entering Unmasked Estep ConsiderDeletion Score: -8692615.000000 Penalty: 16139.112305 Iteration 160F: 30 clusters Score -8692615 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2433 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12831 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4269 members Mstep: Class 19 contains 7146 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2611 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1307 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82253 members Entering Unmasked Estep ConsiderDeletion Score: -8692605.000000 Penalty: 16139.112305 Iteration 161Q: 30 clusters Score -8692605 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2433 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6564 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12843 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4266 members Mstep: Class 19 contains 7137 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2612 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1307 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82253 members Entering Unmasked Estep ConsiderDeletion Score: -8692608.000000 Penalty: 16139.112305 Iteration 162Q: 30 clusters Score -8692608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2433 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12854 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4265 members Mstep: Class 19 contains 7127 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82256 members Entering Unmasked Estep ConsiderDeletion Score: -8692595.000000 Penalty: 16139.112305 Iteration 163Q: 30 clusters Score -8692595 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2434 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12865 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4262 members Mstep: Class 19 contains 7119 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82255 members Entering Unmasked Estep ConsiderDeletion Score: -8692592.000000 Penalty: 16139.112305 Iteration 164Q: 30 clusters Score -8692592 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2434 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12878 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4259 members Mstep: Class 19 contains 7111 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82253 members Entering Unmasked Estep ConsiderDeletion Score: -8692588.000000 Penalty: 16139.112305 Iteration 165Q: 30 clusters Score -8692588 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2435 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12887 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4255 members Mstep: Class 19 contains 7105 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82253 members Entering Unmasked Estep ConsiderDeletion Score: -8692573.000000 Penalty: 16139.112305 Iteration 166Q: 30 clusters Score -8692573 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2437 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12901 members Mstep: Class 13 contains 13222 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4252 members Mstep: Class 19 contains 7090 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82254 members Entering Unmasked Estep ConsiderDeletion Score: -8692589.000000 Penalty: 16139.112305 Iteration 167Q: 30 clusters Score -8692589 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2437 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4251 members Mstep: Class 19 contains 7081 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82256 members Entering Unmasked Estep ConsiderDeletion Score: -8692602.000000 Penalty: 16139.112305 Iteration 168Q: 30 clusters Score -8692602 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2437 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12926 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82258 members Entering Unmasked Estep ConsiderDeletion Score: -8692603.000000 Penalty: 16139.112305 Iteration 169Q: 30 clusters Score -8692603 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3970 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12942 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4249 members Mstep: Class 19 contains 7052 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82256 members Entering Unmasked Estep ConsiderDeletion Score: -8692618.000000 Penalty: 16139.112305 Iteration 170Q: 30 clusters Score -8692618 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 624 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3970 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12947 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 7042 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82260 members Entering Unmasked Estep ConsiderDeletion Score: -8692610.000000 Penalty: 16139.112305 Iteration 171Q: 30 clusters Score -8692610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3970 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12949 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4249 members Mstep: Class 19 contains 7033 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82266 members Entering Unmasked Estep ConsiderDeletion Score: -8692608.000000 Penalty: 16139.112305 Iteration 172Q: 30 clusters Score -8692608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2439 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 625 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3970 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12951 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 7027 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82268 members Entering Unmasked Estep ConsiderDeletion Score: -8692601.000000 Penalty: 16139.112305 Iteration 173Q: 30 clusters Score -8692601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12952 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 7024 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82268 members Entering Unmasked Estep ConsiderDeletion Score: -8692607.000000 Penalty: 16139.112305 Iteration 174Q: 30 clusters Score -8692607 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2444 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12954 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4252 members Mstep: Class 19 contains 7021 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2674 members Mstep: Class 29 contains 82267 members Entering Unmasked Estep ConsiderDeletion Score: -8692628.000000 Penalty: 16139.112305 Iteration 175Q: 30 clusters Score -8692628 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2445 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3967 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12957 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4255 members Mstep: Class 19 contains 7012 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2673 members Mstep: Class 29 contains 82269 members Entering Unmasked Estep ConsiderDeletion Score: -8692626.000000 Penalty: 16139.112305 Iteration 176Q: 30 clusters Score -8692626 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2448 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12962 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4256 members Mstep: Class 19 contains 7007 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2671 members Mstep: Class 29 contains 82269 members Entering Unmasked Estep ConsiderDeletion Score: -8692614.000000 Penalty: 16139.112305 Iteration 177Q: 30 clusters Score -8692614 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3964 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12964 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4258 members Mstep: Class 19 contains 6996 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2668 members Mstep: Class 29 contains 82273 members Entering Unmasked Estep ConsiderDeletion Score: -8692622.000000 Penalty: 16139.112305 Iteration 178Q: 30 clusters Score -8692622 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2456 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12969 members Mstep: Class 13 contains 13221 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4257 members Mstep: Class 19 contains 6990 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82275 members Entering Unmasked Estep ConsiderDeletion Score: -8692617.000000 Penalty: 16139.112305 Iteration 179Q: 30 clusters Score -8692617 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2464 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4657 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12975 members Mstep: Class 13 contains 13219 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4254 members Mstep: Class 19 contains 6984 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82276 members Entering Unmasked Estep ConsiderDeletion Score: -8692624.000000 Penalty: 16139.112305 Iteration 180F: 30 clusters Score -8692624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2470 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4657 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12982 members Mstep: Class 13 contains 13218 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4252 members Mstep: Class 19 contains 6978 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82275 members Entering Unmasked Estep ConsiderDeletion Score: -8692622.000000 Penalty: 16139.112305 Iteration 181Q: 30 clusters Score -8692622 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2473 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4657 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12988 members Mstep: Class 13 contains 13218 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6075 members Mstep: Class 18 contains 4251 members Mstep: Class 19 contains 6972 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82273 members Entering Unmasked Estep ConsiderDeletion Score: -8692630.000000 Penalty: 16139.112305 Iteration 182Q: 30 clusters Score -8692630 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2474 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 3957 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4657 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 12993 members Mstep: Class 13 contains 13218 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 6966 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82273 members Entering Unmasked Estep ConsiderDeletion Score: -8692621.000000 Penalty: 16139.112305 Iteration 183Q: 30 clusters Score -8692621 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2472 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3956 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13005 members Mstep: Class 13 contains 13217 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4247 members Mstep: Class 19 contains 6956 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82280 members Entering Unmasked Estep ConsiderDeletion Score: -8692631.000000 Penalty: 16139.112305 Iteration 184Q: 30 clusters Score -8692631 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2468 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13009 members Mstep: Class 13 contains 13217 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4245 members Mstep: Class 19 contains 6947 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82288 members Entering Unmasked Estep ConsiderDeletion Score: -8692622.000000 Penalty: 16139.112305 Iteration 185Q: 30 clusters Score -8692622 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2470 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3961 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13015 members Mstep: Class 13 contains 13215 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4244 members Mstep: Class 19 contains 6936 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82292 members Entering Unmasked Estep ConsiderDeletion Score: -8692625.000000 Penalty: 16139.112305 Iteration 186Q: 30 clusters Score -8692625 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2474 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3962 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13022 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4242 members Mstep: Class 19 contains 6919 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4782 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82300 members Entering Unmasked Estep ConsiderDeletion Score: -8692636.000000 Penalty: 16139.112305 Iteration 187Q: 30 clusters Score -8692636 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2473 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13029 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6912 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2613 members Mstep: Class 25 contains 4781 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82303 members Entering Unmasked Estep ConsiderDeletion Score: -8692628.000000 Penalty: 16139.112305 Iteration 188Q: 30 clusters Score -8692628 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2472 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13030 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6909 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82304 members Entering Unmasked Estep ConsiderDeletion Score: -8692643.000000 Penalty: 16139.112305 Iteration 189Q: 30 clusters Score -8692643 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2471 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13030 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6909 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82304 members Entering Unmasked Estep ConsiderDeletion Score: -8692640.000000 Penalty: 16139.112305 Iteration 190Q: 30 clusters Score -8692640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2471 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13030 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6908 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82305 members Entering Unmasked Estep ConsiderDeletion Score: -8692635.000000 Penalty: 16139.112305 Iteration 191Q: 30 clusters Score -8692635 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2471 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13032 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6905 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82305 members Entering Unmasked Estep ConsiderDeletion Score: -8692633.000000 Penalty: 16139.112305 Iteration 192Q: 30 clusters Score -8692633 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2471 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13033 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6904 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82305 members Entering Unmasked Estep ConsiderDeletion Score: -8692637.000000 Penalty: 16139.112305 Iteration 193Q: 30 clusters Score -8692637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2471 members Mstep: Class 3 contains 3554 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 701 members Mstep: Class 10 contains 4656 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 13033 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 1901 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 6077 members Mstep: Class 18 contains 4240 members Mstep: Class 19 contains 6904 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 31985 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2614 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 4924 members Mstep: Class 27 contains 1306 members Mstep: Class 28 contains 2667 members Mstep: Class 29 contains 82305 members Entering Unmasked Estep ConsiderDeletion Score: -8692637.000000 Penalty: 16139.112305 Iteration 194F: 30 clusters Score -8692637 nChanged 0 Entering ConstructFrom: Score: -8692637.000000 Penalty: 16139.112305 Entering ConstructFrom: Trying to split cluster 1 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -11443.957031 Penalty: 268.817780 Iteration 0F: 2 clusters Score -11443.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11062.284180 Penalty: 537.635559 Iteration 0F: 3 clusters Score -11062.28 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -11172.886719 Penalty: 537.635559 Iteration 1F: 3 clusters Score -11172.89 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11200.475586 Penalty: 537.635559 Iteration 2F: 3 clusters Score -11200.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -11218.809570 Penalty: 537.635559 Iteration 3Q: 3 clusters Score -11218.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -11224.935547 Penalty: 537.635559 Iteration 4Q: 3 clusters Score -11224.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -11232.094727 Penalty: 537.635559 Iteration 5Q: 3 clusters Score -11232.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -11235.815430 Penalty: 537.635559 Iteration 6Q: 3 clusters Score -11235.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -11239.914062 Penalty: 537.635559 Iteration 7Q: 3 clusters Score -11239.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -11243.029297 Penalty: 537.635559 Iteration 8Q: 3 clusters Score -11243.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -11245.660156 Penalty: 537.635559 Iteration 9Q: 3 clusters Score -11245.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11248.255859 Penalty: 537.635559 Iteration 10Q: 3 clusters Score -11248.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -11250.808594 Penalty: 537.635559 Iteration 11Q: 3 clusters Score -11250.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -11251.213867 Penalty: 537.635559 Iteration 12Q: 3 clusters Score -11251.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -11251.213867 Penalty: 537.635559 Iteration 13F: 3 clusters Score -11251.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Entering Unmasked Estep Score: -106141.515625 Penalty: 355.463226 Iteration 0F: 2 clusters Score -106141.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -104373.367188 Penalty: 710.926453 Iteration 0F: 3 clusters Score -104373.4 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -104968.140625 Penalty: 710.926453 Iteration 1F: 3 clusters Score -104968.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -105058.023438 Penalty: 710.926453 Iteration 2F: 3 clusters Score -105058 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -105133.804688 Penalty: 710.926453 Iteration 3F: 3 clusters Score -105133.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -105217.914062 Penalty: 710.926453 Iteration 4F: 3 clusters Score -105217.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -105308.585938 Penalty: 710.926453 Iteration 5F: 3 clusters Score -105308.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -105382.226562 Penalty: 710.926453 Iteration 6Q: 3 clusters Score -105382.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -105452.804688 Penalty: 710.926453 Iteration 7Q: 3 clusters Score -105452.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -105537.695312 Penalty: 710.926453 Iteration 8Q: 3 clusters Score -105537.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -105599.304688 Penalty: 710.926453 Iteration 9Q: 3 clusters Score -105599.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -105637.234375 Penalty: 710.926453 Iteration 10Q: 3 clusters Score -105637.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -105666.523438 Penalty: 710.926453 Iteration 11Q: 3 clusters Score -105666.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -105686.734375 Penalty: 710.926453 Iteration 12Q: 3 clusters Score -105686.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -105695.781250 Penalty: 710.926453 Iteration 13Q: 3 clusters Score -105695.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -105701.812500 Penalty: 710.926453 Iteration 14Q: 3 clusters Score -105701.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -105710.023438 Penalty: 710.926453 Iteration 15Q: 3 clusters Score -105710 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -105716.789062 Penalty: 710.926453 Iteration 16Q: 3 clusters Score -105716.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -105721.570312 Penalty: 710.926453 Iteration 17Q: 3 clusters Score -105721.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -105725.093750 Penalty: 710.926453 Iteration 18Q: 3 clusters Score -105725.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -105728.843750 Penalty: 710.926453 Iteration 19Q: 3 clusters Score -105728.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -105731.085938 Penalty: 710.926453 Iteration 20F: 3 clusters Score -105731.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -105733.500000 Penalty: 710.926453 Iteration 21Q: 3 clusters Score -105733.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -105736.437500 Penalty: 710.926453 Iteration 22Q: 3 clusters Score -105736.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -105740.671875 Penalty: 710.926453 Iteration 23Q: 3 clusters Score -105740.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -105744.812500 Penalty: 710.926453 Iteration 24Q: 3 clusters Score -105744.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -105749.640625 Penalty: 710.926453 Iteration 25Q: 3 clusters Score -105749.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -105752.945312 Penalty: 710.926453 Iteration 26Q: 3 clusters Score -105752.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -105754.960938 Penalty: 710.926453 Iteration 27Q: 3 clusters Score -105755 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -105756.429688 Penalty: 710.926453 Iteration 28Q: 3 clusters Score -105756.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -105759.570312 Penalty: 710.926453 Iteration 29Q: 3 clusters Score -105759.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -105768.164062 Penalty: 710.926453 Iteration 30Q: 3 clusters Score -105768.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -105779.031250 Penalty: 710.926453 Iteration 31Q: 3 clusters Score -105779 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -105791.921875 Penalty: 710.926453 Iteration 32Q: 3 clusters Score -105791.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -105802.921875 Penalty: 710.926453 Iteration 33Q: 3 clusters Score -105802.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -105810.945312 Penalty: 710.926453 Iteration 34Q: 3 clusters Score -105810.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -105820.781250 Penalty: 710.926453 Iteration 35Q: 3 clusters Score -105820.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -105824.867188 Penalty: 710.926453 Iteration 36Q: 3 clusters Score -105824.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -105825.609375 Penalty: 710.926453 Iteration 37Q: 3 clusters Score -105825.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -105825.617188 Penalty: 710.926453 Iteration 38Q: 3 clusters Score -105825.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -105826.250000 Penalty: 710.926453 Iteration 39Q: 3 clusters Score -105826.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -105827.125000 Penalty: 710.926453 Iteration 40F: 3 clusters Score -105827.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -105827.601562 Penalty: 710.926453 Iteration 41Q: 3 clusters Score -105827.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -105828.351562 Penalty: 710.926453 Iteration 42Q: 3 clusters Score -105828.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -105828.773438 Penalty: 710.926453 Iteration 43Q: 3 clusters Score -105828.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -105828.773438 Penalty: 710.926453 Iteration 44F: 3 clusters Score -105828.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Entering Unmasked Estep Score: -151824.031250 Penalty: 372.000214 Iteration 0F: 2 clusters Score -151824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -149384.000000 Penalty: 744.000427 Iteration 0F: 3 clusters Score -149384 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -150267.250000 Penalty: 744.000427 Iteration 1F: 3 clusters Score -150267.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -150365.531250 Penalty: 744.000427 Iteration 2F: 3 clusters Score -150365.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -150471.593750 Penalty: 744.000427 Iteration 3F: 3 clusters Score -150471.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -150572.968750 Penalty: 744.000427 Iteration 4F: 3 clusters Score -150573 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -150684.921875 Penalty: 744.000427 Iteration 5F: 3 clusters Score -150684.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -150818.812500 Penalty: 744.000427 Iteration 6F: 3 clusters Score -150818.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -150929.687500 Penalty: 744.000427 Iteration 7F: 3 clusters Score -150929.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -151030.031250 Penalty: 744.000427 Iteration 8Q: 3 clusters Score -151030 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -151101.750000 Penalty: 744.000427 Iteration 9Q: 3 clusters Score -151101.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -151142.890625 Penalty: 744.000427 Iteration 10Q: 3 clusters Score -151142.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -151163.218750 Penalty: 744.000427 Iteration 11Q: 3 clusters Score -151163.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -151185.750000 Penalty: 744.000427 Iteration 12Q: 3 clusters Score -151185.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -151211.781250 Penalty: 744.000427 Iteration 13Q: 3 clusters Score -151211.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -151233.921875 Penalty: 744.000427 Iteration 14Q: 3 clusters Score -151233.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -151260.921875 Penalty: 744.000427 Iteration 15Q: 3 clusters Score -151260.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -151288.781250 Penalty: 744.000427 Iteration 16Q: 3 clusters Score -151288.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -151310.531250 Penalty: 744.000427 Iteration 17Q: 3 clusters Score -151310.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -151334.812500 Penalty: 744.000427 Iteration 18Q: 3 clusters Score -151334.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -151359.093750 Penalty: 744.000427 Iteration 19Q: 3 clusters Score -151359.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -151389.328125 Penalty: 744.000427 Iteration 20F: 3 clusters Score -151389.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -151410.843750 Penalty: 744.000427 Iteration 21Q: 3 clusters Score -151410.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -151425.671875 Penalty: 744.000427 Iteration 22Q: 3 clusters Score -151425.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -151435.671875 Penalty: 744.000427 Iteration 23Q: 3 clusters Score -151435.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -151442.984375 Penalty: 744.000427 Iteration 24Q: 3 clusters Score -151443 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -151446.000000 Penalty: 744.000427 Iteration 25Q: 3 clusters Score -151446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -151448.078125 Penalty: 744.000427 Iteration 26Q: 3 clusters Score -151448.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -151452.406250 Penalty: 744.000427 Iteration 27Q: 3 clusters Score -151452.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -151457.671875 Penalty: 744.000427 Iteration 28Q: 3 clusters Score -151457.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -151462.875000 Penalty: 744.000427 Iteration 29Q: 3 clusters Score -151462.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -151467.578125 Penalty: 744.000427 Iteration 30Q: 3 clusters Score -151467.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -151469.203125 Penalty: 744.000427 Iteration 31Q: 3 clusters Score -151469.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -151471.671875 Penalty: 744.000427 Iteration 32Q: 3 clusters Score -151471.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -151478.296875 Penalty: 744.000427 Iteration 33Q: 3 clusters Score -151478.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -151482.015625 Penalty: 744.000427 Iteration 34Q: 3 clusters Score -151482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -151486.468750 Penalty: 744.000427 Iteration 35Q: 3 clusters Score -151486.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -151492.640625 Penalty: 744.000427 Iteration 36Q: 3 clusters Score -151492.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -151496.953125 Penalty: 744.000427 Iteration 37Q: 3 clusters Score -151497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -151500.000000 Penalty: 744.000427 Iteration 38Q: 3 clusters Score -151500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -151502.421875 Penalty: 744.000427 Iteration 39Q: 3 clusters Score -151502.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -151504.843750 Penalty: 744.000427 Iteration 40F: 3 clusters Score -151504.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -151507.140625 Penalty: 744.000427 Iteration 41Q: 3 clusters Score -151507.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -151508.156250 Penalty: 744.000427 Iteration 42Q: 3 clusters Score -151508.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -151508.406250 Penalty: 744.000427 Iteration 43Q: 3 clusters Score -151508.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -151508.406250 Penalty: 744.000427 Iteration 44F: 3 clusters Score -151508.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Entering Unmasked Estep Score: -20905.058594 Penalty: 292.990417 Iteration 0F: 2 clusters Score -20905.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -20334.605469 Penalty: 585.980835 Iteration 0F: 3 clusters Score -20334.61 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -20482.814453 Penalty: 585.980835 Iteration 1F: 3 clusters Score -20482.81 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -20550.343750 Penalty: 585.980835 Iteration 2F: 3 clusters Score -20550.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -20599.804688 Penalty: 585.980835 Iteration 3F: 3 clusters Score -20599.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -20625.232422 Penalty: 585.980835 Iteration 4F: 3 clusters Score -20625.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20642.367188 Penalty: 585.980835 Iteration 5Q: 3 clusters Score -20642.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -20646.406250 Penalty: 585.980835 Iteration 6Q: 3 clusters Score -20646.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -20647.394531 Penalty: 585.980835 Iteration 7Q: 3 clusters Score -20647.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -20648.140625 Penalty: 585.980835 Iteration 8Q: 3 clusters Score -20648.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -20649.367188 Penalty: 585.980835 Iteration 9Q: 3 clusters Score -20649.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -20649.515625 Penalty: 585.980835 Iteration 10Q: 3 clusters Score -20649.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -20650.466797 Penalty: 585.980835 Iteration 11Q: 3 clusters Score -20650.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -20650.603516 Penalty: 585.980835 Iteration 12Q: 3 clusters Score -20650.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -20650.603516 Penalty: 585.980835 Iteration 13F: 3 clusters Score -20650.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -20892.673828 Penalty: 284.549225 Iteration 0F: 2 clusters Score -20892.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -20413.925781 Penalty: 569.098450 Iteration 0F: 3 clusters Score -20413.93 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -20546.574219 Penalty: 569.098450 Iteration 1F: 3 clusters Score -20546.57 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -20583.617188 Penalty: 569.098450 Iteration 2F: 3 clusters Score -20583.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -20598.457031 Penalty: 569.098450 Iteration 3Q: 3 clusters Score -20598.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -20603.531250 Penalty: 569.098450 Iteration 4Q: 3 clusters Score -20603.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -20605.544922 Penalty: 569.098450 Iteration 5Q: 3 clusters Score -20605.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -20607.298828 Penalty: 569.098450 Iteration 6Q: 3 clusters Score -20607.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -20610.015625 Penalty: 569.098450 Iteration 7Q: 3 clusters Score -20610.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -20612.470703 Penalty: 569.098450 Iteration 8Q: 3 clusters Score -20612.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -20616.001953 Penalty: 569.098450 Iteration 9Q: 3 clusters Score -20616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -20619.039062 Penalty: 569.098450 Iteration 10Q: 3 clusters Score -20619.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -20620.572266 Penalty: 569.098450 Iteration 11Q: 3 clusters Score -20620.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -20621.722656 Penalty: 569.098450 Iteration 12Q: 3 clusters Score -20621.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -20622.302734 Penalty: 569.098450 Iteration 13Q: 3 clusters Score -20622.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -20622.513672 Penalty: 569.098450 Iteration 14Q: 3 clusters Score -20622.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -20622.919922 Penalty: 569.098450 Iteration 15Q: 3 clusters Score -20622.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -20622.919922 Penalty: 569.098450 Iteration 16F: 3 clusters Score -20622.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Entering Unmasked Estep Score: -329309.343750 Penalty: 399.894867 Iteration 0F: 2 clusters Score -329309.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -324924.843750 Penalty: 799.789734 Iteration 0F: 3 clusters Score -324924.8 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -326650.125000 Penalty: 799.789734 Iteration 1F: 3 clusters Score -326650.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -326924.250000 Penalty: 799.789734 Iteration 2F: 3 clusters Score -326924.2 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -327265.125000 Penalty: 799.789734 Iteration 3F: 3 clusters Score -327265.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -327717.468750 Penalty: 799.789734 Iteration 4F: 3 clusters Score -327717.5 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -328164.156250 Penalty: 799.789734 Iteration 5F: 3 clusters Score -328164.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -328444.687500 Penalty: 799.789734 Iteration 6Q: 3 clusters Score -328444.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -328618.281250 Penalty: 799.789734 Iteration 7Q: 3 clusters Score -328618.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -328727.000000 Penalty: 799.789734 Iteration 8Q: 3 clusters Score -328727 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -328790.125000 Penalty: 799.789734 Iteration 9Q: 3 clusters Score -328790.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -328841.343750 Penalty: 799.789734 Iteration 10Q: 3 clusters Score -328841.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -328875.468750 Penalty: 799.789734 Iteration 11Q: 3 clusters Score -328875.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -328906.750000 Penalty: 799.789734 Iteration 12Q: 3 clusters Score -328906.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -328927.656250 Penalty: 799.789734 Iteration 13Q: 3 clusters Score -328927.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -328941.625000 Penalty: 799.789734 Iteration 14Q: 3 clusters Score -328941.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -328955.968750 Penalty: 799.789734 Iteration 15Q: 3 clusters Score -328956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -328968.281250 Penalty: 799.789734 Iteration 16Q: 3 clusters Score -328968.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -328979.656250 Penalty: 799.789734 Iteration 17Q: 3 clusters Score -328979.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -328986.062500 Penalty: 799.789734 Iteration 18Q: 3 clusters Score -328986.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -328990.500000 Penalty: 799.789734 Iteration 19Q: 3 clusters Score -328990.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -328995.312500 Penalty: 799.789734 Iteration 20F: 3 clusters Score -328995.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -328999.968750 Penalty: 799.789734 Iteration 21Q: 3 clusters Score -329000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -329002.437500 Penalty: 799.789734 Iteration 22Q: 3 clusters Score -329002.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -329005.468750 Penalty: 799.789734 Iteration 23Q: 3 clusters Score -329005.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -329007.750000 Penalty: 799.789734 Iteration 24Q: 3 clusters Score -329007.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -329008.593750 Penalty: 799.789734 Iteration 25Q: 3 clusters Score -329008.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -329010.625000 Penalty: 799.789734 Iteration 26Q: 3 clusters Score -329010.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -329011.687500 Penalty: 799.789734 Iteration 27Q: 3 clusters Score -329011.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -329012.593750 Penalty: 799.789734 Iteration 28Q: 3 clusters Score -329012.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -329014.468750 Penalty: 799.789734 Iteration 29Q: 3 clusters Score -329014.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -329017.156250 Penalty: 799.789734 Iteration 30Q: 3 clusters Score -329017.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -329019.593750 Penalty: 799.789734 Iteration 31Q: 3 clusters Score -329019.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -329020.781250 Penalty: 799.789734 Iteration 32Q: 3 clusters Score -329020.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -329021.625000 Penalty: 799.789734 Iteration 33Q: 3 clusters Score -329021.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -329021.625000 Penalty: 799.789734 Iteration 34F: 3 clusters Score -329021.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Entering Unmasked Estep Score: -145773.125000 Penalty: 376.990845 Iteration 0F: 2 clusters Score -145773.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -143019.890625 Penalty: 753.981689 Iteration 0F: 3 clusters Score -143019.9 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -144075.734375 Penalty: 753.981689 Iteration 1F: 3 clusters Score -144075.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -144188.640625 Penalty: 753.981689 Iteration 2F: 3 clusters Score -144188.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -144304.296875 Penalty: 753.981689 Iteration 3F: 3 clusters Score -144304.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -144411.906250 Penalty: 753.981689 Iteration 4F: 3 clusters Score -144411.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -144511.093750 Penalty: 753.981689 Iteration 5Q: 3 clusters Score -144511.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -144598.859375 Penalty: 753.981689 Iteration 6Q: 3 clusters Score -144598.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -144667.500000 Penalty: 753.981689 Iteration 7Q: 3 clusters Score -144667.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -144723.968750 Penalty: 753.981689 Iteration 8Q: 3 clusters Score -144724 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -144784.015625 Penalty: 753.981689 Iteration 9Q: 3 clusters Score -144784 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -144843.171875 Penalty: 753.981689 Iteration 10Q: 3 clusters Score -144843.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -144875.656250 Penalty: 753.981689 Iteration 11Q: 3 clusters Score -144875.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -144892.953125 Penalty: 753.981689 Iteration 12Q: 3 clusters Score -144893 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -144901.500000 Penalty: 753.981689 Iteration 13Q: 3 clusters Score -144901.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -144911.140625 Penalty: 753.981689 Iteration 14Q: 3 clusters Score -144911.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -144917.234375 Penalty: 753.981689 Iteration 15Q: 3 clusters Score -144917.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -144921.421875 Penalty: 753.981689 Iteration 16Q: 3 clusters Score -144921.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -144925.078125 Penalty: 753.981689 Iteration 17Q: 3 clusters Score -144925.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -144928.859375 Penalty: 753.981689 Iteration 18Q: 3 clusters Score -144928.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -144931.796875 Penalty: 753.981689 Iteration 19Q: 3 clusters Score -144931.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -144934.500000 Penalty: 753.981689 Iteration 20F: 3 clusters Score -144934.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -144937.312500 Penalty: 753.981689 Iteration 21Q: 3 clusters Score -144937.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -144943.375000 Penalty: 753.981689 Iteration 22Q: 3 clusters Score -144943.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -144951.046875 Penalty: 753.981689 Iteration 23Q: 3 clusters Score -144951 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -144959.078125 Penalty: 753.981689 Iteration 24Q: 3 clusters Score -144959.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -144967.656250 Penalty: 753.981689 Iteration 25Q: 3 clusters Score -144967.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -144975.062500 Penalty: 753.981689 Iteration 26Q: 3 clusters Score -144975.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -144981.390625 Penalty: 753.981689 Iteration 27Q: 3 clusters Score -144981.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -144989.359375 Penalty: 753.981689 Iteration 28Q: 3 clusters Score -144989.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -144996.531250 Penalty: 753.981689 Iteration 29Q: 3 clusters Score -144996.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -145003.343750 Penalty: 753.981689 Iteration 30Q: 3 clusters Score -145003.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -145010.921875 Penalty: 753.981689 Iteration 31Q: 3 clusters Score -145010.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -145018.421875 Penalty: 753.981689 Iteration 32Q: 3 clusters Score -145018.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -145023.703125 Penalty: 753.981689 Iteration 33Q: 3 clusters Score -145023.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -145028.078125 Penalty: 753.981689 Iteration 34Q: 3 clusters Score -145028.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -145033.062500 Penalty: 753.981689 Iteration 35Q: 3 clusters Score -145033.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -145037.515625 Penalty: 753.981689 Iteration 36Q: 3 clusters Score -145037.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -145041.718750 Penalty: 753.981689 Iteration 37Q: 3 clusters Score -145041.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -145046.015625 Penalty: 753.981689 Iteration 38Q: 3 clusters Score -145046 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -145050.187500 Penalty: 753.981689 Iteration 39Q: 3 clusters Score -145050.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -145055.328125 Penalty: 753.981689 Iteration 40F: 3 clusters Score -145055.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -145063.984375 Penalty: 753.981689 Iteration 41Q: 3 clusters Score -145064 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -145069.578125 Penalty: 753.981689 Iteration 42Q: 3 clusters Score -145069.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -145073.171875 Penalty: 753.981689 Iteration 43Q: 3 clusters Score -145073.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -145075.968750 Penalty: 753.981689 Iteration 44Q: 3 clusters Score -145076 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -145078.531250 Penalty: 753.981689 Iteration 45Q: 3 clusters Score -145078.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -145081.328125 Penalty: 753.981689 Iteration 46Q: 3 clusters Score -145081.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -145083.281250 Penalty: 753.981689 Iteration 47Q: 3 clusters Score -145083.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -145084.281250 Penalty: 753.981689 Iteration 48Q: 3 clusters Score -145084.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -145084.921875 Penalty: 753.981689 Iteration 49Q: 3 clusters Score -145084.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -145084.953125 Penalty: 753.981689 Iteration 50Q: 3 clusters Score -145085 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -145085.625000 Penalty: 753.981689 Iteration 51Q: 3 clusters Score -145085.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -145086.234375 Penalty: 753.981689 Iteration 52Q: 3 clusters Score -145086.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -145086.187500 Penalty: 753.981689 Iteration 53Q: 3 clusters Score -145086.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -145086.765625 Penalty: 753.981689 Iteration 54Q: 3 clusters Score -145086.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -145087.203125 Penalty: 753.981689 Iteration 55Q: 3 clusters Score -145087.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -145087.125000 Penalty: 753.981689 Iteration 56Q: 3 clusters Score -145087.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -145087.265625 Penalty: 753.981689 Iteration 57Q: 3 clusters Score -145087.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -145087.671875 Penalty: 753.981689 Iteration 58Q: 3 clusters Score -145087.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -145087.671875 Penalty: 753.981689 Iteration 59Q: 3 clusters Score -145087.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -145087.984375 Penalty: 753.981689 Iteration 60F: 3 clusters Score -145088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -145088.640625 Penalty: 753.981689 Iteration 61Q: 3 clusters Score -145088.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -145089.218750 Penalty: 753.981689 Iteration 62Q: 3 clusters Score -145089.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -145089.546875 Penalty: 753.981689 Iteration 63Q: 3 clusters Score -145089.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -145089.640625 Penalty: 753.981689 Iteration 64Q: 3 clusters Score -145089.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -145090.093750 Penalty: 753.981689 Iteration 65Q: 3 clusters Score -145090.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -145090.093750 Penalty: 753.981689 Iteration 66F: 3 clusters Score -145090.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -15596.870117 Penalty: 288.244965 Iteration 0F: 2 clusters Score -15596.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -15078.804688 Penalty: 576.489929 Iteration 0F: 3 clusters Score -15078.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15225.643555 Penalty: 576.489929 Iteration 1F: 3 clusters Score -15225.64 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -15260.590820 Penalty: 576.489929 Iteration 2F: 3 clusters Score -15260.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -15286.058594 Penalty: 576.489929 Iteration 3Q: 3 clusters Score -15286.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -15298.619141 Penalty: 576.489929 Iteration 4Q: 3 clusters Score -15298.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -15306.023438 Penalty: 576.489929 Iteration 5Q: 3 clusters Score -15306.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -15308.933594 Penalty: 576.489929 Iteration 6Q: 3 clusters Score -15308.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -15311.788086 Penalty: 576.489929 Iteration 7Q: 3 clusters Score -15311.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -15313.413086 Penalty: 576.489929 Iteration 8Q: 3 clusters Score -15313.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -15313.577148 Penalty: 576.489929 Iteration 9Q: 3 clusters Score -15313.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -15313.577148 Penalty: 576.489929 Iteration 10F: 3 clusters Score -15313.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Entering Unmasked Estep Score: -30687.636719 Penalty: 298.139099 Iteration 0F: 2 clusters Score -30687.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -30076.203125 Penalty: 596.278198 Iteration 0F: 3 clusters Score -30076.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -30241.115234 Penalty: 596.278198 Iteration 1F: 3 clusters Score -30241.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -30264.285156 Penalty: 596.278198 Iteration 2F: 3 clusters Score -30264.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -30278.951172 Penalty: 596.278198 Iteration 3Q: 3 clusters Score -30278.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -30289.064453 Penalty: 596.278198 Iteration 4Q: 3 clusters Score -30289.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -30296.271484 Penalty: 596.278198 Iteration 5Q: 3 clusters Score -30296.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -30299.935547 Penalty: 596.278198 Iteration 6Q: 3 clusters Score -30299.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -30304.093750 Penalty: 596.278198 Iteration 7Q: 3 clusters Score -30304.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -30307.833984 Penalty: 596.278198 Iteration 8Q: 3 clusters Score -30307.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -30309.630859 Penalty: 596.278198 Iteration 9Q: 3 clusters Score -30309.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -30311.835938 Penalty: 596.278198 Iteration 10Q: 3 clusters Score -30311.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -30314.869141 Penalty: 596.278198 Iteration 11Q: 3 clusters Score -30314.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -30318.800781 Penalty: 596.278198 Iteration 12Q: 3 clusters Score -30318.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -30321.253906 Penalty: 596.278198 Iteration 13Q: 3 clusters Score -30321.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -30323.941406 Penalty: 596.278198 Iteration 14Q: 3 clusters Score -30323.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -30328.535156 Penalty: 596.278198 Iteration 15Q: 3 clusters Score -30328.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -30334.414062 Penalty: 596.278198 Iteration 16Q: 3 clusters Score -30334.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -30338.394531 Penalty: 596.278198 Iteration 17Q: 3 clusters Score -30338.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -30339.794922 Penalty: 596.278198 Iteration 18Q: 3 clusters Score -30339.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -30340.341797 Penalty: 596.278198 Iteration 19Q: 3 clusters Score -30340.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -30341.191406 Penalty: 596.278198 Iteration 20F: 3 clusters Score -30341.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -30342.750000 Penalty: 596.278198 Iteration 21Q: 3 clusters Score -30342.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -30343.242188 Penalty: 596.278198 Iteration 22Q: 3 clusters Score -30343.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -30343.378906 Penalty: 596.278198 Iteration 23Q: 3 clusters Score -30343.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -30343.378906 Penalty: 596.278198 Iteration 24F: 3 clusters Score -30343.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Entering Unmasked Estep Score: -216583.546875 Penalty: 384.289001 Iteration 0F: 2 clusters Score -216583.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -213504.406250 Penalty: 768.578003 Iteration 0F: 3 clusters Score -213504.4 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -214864.187500 Penalty: 768.578003 Iteration 1F: 3 clusters Score -214864.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -215186.031250 Penalty: 768.578003 Iteration 2F: 3 clusters Score -215186 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -215518.953125 Penalty: 768.578003 Iteration 3F: 3 clusters Score -215519 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -215788.531250 Penalty: 768.578003 Iteration 4F: 3 clusters Score -215788.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -215980.390625 Penalty: 768.578003 Iteration 5Q: 3 clusters Score -215980.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -216098.000000 Penalty: 768.578003 Iteration 6Q: 3 clusters Score -216098 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -216166.687500 Penalty: 768.578003 Iteration 7Q: 3 clusters Score -216166.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -216194.890625 Penalty: 768.578003 Iteration 8Q: 3 clusters Score -216194.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -216212.406250 Penalty: 768.578003 Iteration 9Q: 3 clusters Score -216212.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -216221.296875 Penalty: 768.578003 Iteration 10Q: 3 clusters Score -216221.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -216223.984375 Penalty: 768.578003 Iteration 11Q: 3 clusters Score -216224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -216225.140625 Penalty: 768.578003 Iteration 12Q: 3 clusters Score -216225.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -216225.828125 Penalty: 768.578003 Iteration 13Q: 3 clusters Score -216225.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -216226.656250 Penalty: 768.578003 Iteration 14Q: 3 clusters Score -216226.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -216227.187500 Penalty: 768.578003 Iteration 15Q: 3 clusters Score -216227.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -216229.750000 Penalty: 768.578003 Iteration 16Q: 3 clusters Score -216229.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -216233.796875 Penalty: 768.578003 Iteration 17Q: 3 clusters Score -216233.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -216236.718750 Penalty: 768.578003 Iteration 18Q: 3 clusters Score -216236.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -216238.812500 Penalty: 768.578003 Iteration 19Q: 3 clusters Score -216238.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -216240.187500 Penalty: 768.578003 Iteration 20F: 3 clusters Score -216240.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -216241.187500 Penalty: 768.578003 Iteration 21Q: 3 clusters Score -216241.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -216244.078125 Penalty: 768.578003 Iteration 22Q: 3 clusters Score -216244.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -216244.640625 Penalty: 768.578003 Iteration 23Q: 3 clusters Score -216244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -216245.343750 Penalty: 768.578003 Iteration 24Q: 3 clusters Score -216245.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -216247.421875 Penalty: 768.578003 Iteration 25Q: 3 clusters Score -216247.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -216248.421875 Penalty: 768.578003 Iteration 26Q: 3 clusters Score -216248.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -216249.359375 Penalty: 768.578003 Iteration 27Q: 3 clusters Score -216249.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -216249.703125 Penalty: 768.578003 Iteration 28Q: 3 clusters Score -216249.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -216250.625000 Penalty: 768.578003 Iteration 29Q: 3 clusters Score -216250.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -216251.187500 Penalty: 768.578003 Iteration 30Q: 3 clusters Score -216251.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -216251.546875 Penalty: 768.578003 Iteration 31Q: 3 clusters Score -216251.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -216251.843750 Penalty: 768.578003 Iteration 32Q: 3 clusters Score -216251.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -216252.750000 Penalty: 768.578003 Iteration 33Q: 3 clusters Score -216252.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -216253.437500 Penalty: 768.578003 Iteration 34Q: 3 clusters Score -216253.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -216254.546875 Penalty: 768.578003 Iteration 35Q: 3 clusters Score -216254.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -216255.406250 Penalty: 768.578003 Iteration 36Q: 3 clusters Score -216255.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -216258.093750 Penalty: 768.578003 Iteration 37Q: 3 clusters Score -216258.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -216261.843750 Penalty: 768.578003 Iteration 38Q: 3 clusters Score -216261.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -216265.281250 Penalty: 768.578003 Iteration 39Q: 3 clusters Score -216265.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -216266.296875 Penalty: 768.578003 Iteration 40F: 3 clusters Score -216266.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -61511.867188 Penalty: 328.427032 Iteration 0F: 2 clusters Score -61511.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -60501.890625 Penalty: 656.854065 Iteration 0F: 3 clusters Score -60501.89 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -60790.468750 Penalty: 656.854065 Iteration 1F: 3 clusters Score -60790.47 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -60832.414062 Penalty: 656.854065 Iteration 2F: 3 clusters Score -60832.41 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -60858.199219 Penalty: 656.854065 Iteration 3Q: 3 clusters Score -60858.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -60884.953125 Penalty: 656.854065 Iteration 4Q: 3 clusters Score -60884.95 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -60906.128906 Penalty: 656.854065 Iteration 5Q: 3 clusters Score -60906.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -60918.074219 Penalty: 656.854065 Iteration 6Q: 3 clusters Score -60918.07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -60928.875000 Penalty: 656.854065 Iteration 7Q: 3 clusters Score -60928.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -60937.964844 Penalty: 656.854065 Iteration 8Q: 3 clusters Score -60937.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -60946.769531 Penalty: 656.854065 Iteration 9Q: 3 clusters Score -60946.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -60957.308594 Penalty: 656.854065 Iteration 10Q: 3 clusters Score -60957.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -60968.085938 Penalty: 656.854065 Iteration 11Q: 3 clusters Score -60968.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -60982.617188 Penalty: 656.854065 Iteration 12Q: 3 clusters Score -60982.62 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -61000.324219 Penalty: 656.854065 Iteration 13Q: 3 clusters Score -61000.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -61020.546875 Penalty: 656.854065 Iteration 14Q: 3 clusters Score -61020.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -61042.253906 Penalty: 656.854065 Iteration 15Q: 3 clusters Score -61042.25 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -61064.320312 Penalty: 656.854065 Iteration 16Q: 3 clusters Score -61064.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -61077.949219 Penalty: 656.854065 Iteration 17Q: 3 clusters Score -61077.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -61090.941406 Penalty: 656.854065 Iteration 18Q: 3 clusters Score -61090.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -61100.046875 Penalty: 656.854065 Iteration 19Q: 3 clusters Score -61100.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -61107.699219 Penalty: 656.854065 Iteration 20F: 3 clusters Score -61107.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -61112.679688 Penalty: 656.854065 Iteration 21Q: 3 clusters Score -61112.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -61116.386719 Penalty: 656.854065 Iteration 22Q: 3 clusters Score -61116.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -61117.632812 Penalty: 656.854065 Iteration 23Q: 3 clusters Score -61117.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -61118.253906 Penalty: 656.854065 Iteration 24Q: 3 clusters Score -61118.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -61119.109375 Penalty: 656.854065 Iteration 25Q: 3 clusters Score -61119.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -61119.625000 Penalty: 656.854065 Iteration 26Q: 3 clusters Score -61119.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -61119.882812 Penalty: 656.854065 Iteration 27Q: 3 clusters Score -61119.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -61120.679688 Penalty: 656.854065 Iteration 28Q: 3 clusters Score -61120.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -61121.136719 Penalty: 656.854065 Iteration 29Q: 3 clusters Score -61121.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -61121.613281 Penalty: 656.854065 Iteration 30Q: 3 clusters Score -61121.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -61121.613281 Penalty: 656.854065 Iteration 31F: 3 clusters Score -61121.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Entering Unmasked Estep Score: -566699.937500 Penalty: 431.123413 Iteration 0F: 2 clusters Score -566699.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -557856.000000 Penalty: 862.246826 Iteration 0F: 3 clusters Score -557856 nChanged 6174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -561543.437500 Penalty: 862.246826 Iteration 1F: 3 clusters Score -561543.4 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -561929.312500 Penalty: 862.246826 Iteration 2F: 3 clusters Score -561929.3 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -562424.062500 Penalty: 862.246826 Iteration 3F: 3 clusters Score -562424.1 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -563057.750000 Penalty: 862.246826 Iteration 4F: 3 clusters Score -563057.8 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -563821.375000 Penalty: 862.246826 Iteration 5F: 3 clusters Score -563821.4 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -564577.750000 Penalty: 862.246826 Iteration 6F: 3 clusters Score -564577.8 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -565214.812500 Penalty: 862.246826 Iteration 7F: 3 clusters Score -565214.8 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -565620.125000 Penalty: 862.246826 Iteration 8Q: 3 clusters Score -565620.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -565871.750000 Penalty: 862.246826 Iteration 9Q: 3 clusters Score -565871.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -566032.250000 Penalty: 862.246826 Iteration 10Q: 3 clusters Score -566032.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -566125.125000 Penalty: 862.246826 Iteration 11Q: 3 clusters Score -566125.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -566188.687500 Penalty: 862.246826 Iteration 12Q: 3 clusters Score -566188.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -566223.812500 Penalty: 862.246826 Iteration 13Q: 3 clusters Score -566223.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -566250.562500 Penalty: 862.246826 Iteration 14Q: 3 clusters Score -566250.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -566275.562500 Penalty: 862.246826 Iteration 15Q: 3 clusters Score -566275.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -566298.500000 Penalty: 862.246826 Iteration 16Q: 3 clusters Score -566298.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -566318.687500 Penalty: 862.246826 Iteration 17Q: 3 clusters Score -566318.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -566331.562500 Penalty: 862.246826 Iteration 18Q: 3 clusters Score -566331.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -566342.062500 Penalty: 862.246826 Iteration 19Q: 3 clusters Score -566342.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -566349.687500 Penalty: 862.246826 Iteration 20F: 3 clusters Score -566349.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -566356.875000 Penalty: 862.246826 Iteration 21Q: 3 clusters Score -566356.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -566361.187500 Penalty: 862.246826 Iteration 22Q: 3 clusters Score -566361.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -566364.750000 Penalty: 862.246826 Iteration 23Q: 3 clusters Score -566364.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -566370.375000 Penalty: 862.246826 Iteration 24Q: 3 clusters Score -566370.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -566374.437500 Penalty: 862.246826 Iteration 25Q: 3 clusters Score -566374.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -566376.750000 Penalty: 862.246826 Iteration 26Q: 3 clusters Score -566376.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -566377.750000 Penalty: 862.246826 Iteration 27Q: 3 clusters Score -566377.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -566379.562500 Penalty: 862.246826 Iteration 28Q: 3 clusters Score -566379.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -566381.312500 Penalty: 862.246826 Iteration 29Q: 3 clusters Score -566381.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -566383.000000 Penalty: 862.246826 Iteration 30Q: 3 clusters Score -566383 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -566383.750000 Penalty: 862.246826 Iteration 31Q: 3 clusters Score -566383.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -566383.937500 Penalty: 862.246826 Iteration 32Q: 3 clusters Score -566383.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -566385.312500 Penalty: 862.246826 Iteration 33Q: 3 clusters Score -566385.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -566386.625000 Penalty: 862.246826 Iteration 34Q: 3 clusters Score -566386.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -566387.875000 Penalty: 862.246826 Iteration 35Q: 3 clusters Score -566387.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -566386.750000 Penalty: 862.246826 Iteration 36Q: 3 clusters Score -566386.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -566388.062500 Penalty: 862.246826 Iteration 37Q: 3 clusters Score -566388.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -566387.750000 Penalty: 862.246826 Iteration 38Q: 3 clusters Score -566387.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -566388.500000 Penalty: 862.246826 Iteration 39Q: 3 clusters Score -566388.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -566388.875000 Penalty: 862.246826 Iteration 40F: 3 clusters Score -566388.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -566389.437500 Penalty: 862.246826 Iteration 41Q: 3 clusters Score -566389.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -566390.500000 Penalty: 862.246826 Iteration 42Q: 3 clusters Score -566390.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -566389.875000 Penalty: 862.246826 Iteration 43Q: 3 clusters Score -566389.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -566391.312500 Penalty: 862.246826 Iteration 44Q: 3 clusters Score -566391.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -566391.937500 Penalty: 862.246826 Iteration 45Q: 3 clusters Score -566391.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -566391.750000 Penalty: 862.246826 Iteration 46Q: 3 clusters Score -566391.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -566391.562500 Penalty: 862.246826 Iteration 47Q: 3 clusters Score -566391.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -566391.875000 Penalty: 862.246826 Iteration 48Q: 3 clusters Score -566391.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -566392.250000 Penalty: 862.246826 Iteration 49Q: 3 clusters Score -566392.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -566392.750000 Penalty: 862.246826 Iteration 50Q: 3 clusters Score -566392.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -566392.500000 Penalty: 862.246826 Iteration 51Q: 3 clusters Score -566392.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -566392.687500 Penalty: 862.246826 Iteration 52Q: 3 clusters Score -566392.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -566393.125000 Penalty: 862.246826 Iteration 53Q: 3 clusters Score -566393.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -566392.875000 Penalty: 862.246826 Iteration 54Q: 3 clusters Score -566392.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -566393.312500 Penalty: 862.246826 Iteration 55Q: 3 clusters Score -566393.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -566393.312500 Penalty: 862.246826 Iteration 56F: 3 clusters Score -566393.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Entering Unmasked Estep Score: -612229.375000 Penalty: 431.750946 Iteration 0F: 2 clusters Score -612229.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -603459.875000 Penalty: 863.501892 Iteration 0F: 3 clusters Score -603459.9 nChanged 6224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -607300.437500 Penalty: 863.501892 Iteration 1F: 3 clusters Score -607300.4 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -607679.437500 Penalty: 863.501892 Iteration 2F: 3 clusters Score -607679.4 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -608262.125000 Penalty: 863.501892 Iteration 3F: 3 clusters Score -608262.1 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -608967.000000 Penalty: 863.501892 Iteration 4F: 3 clusters Score -608967 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -609692.562500 Penalty: 863.501892 Iteration 5F: 3 clusters Score -609692.6 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -610071.125000 Penalty: 863.501892 Iteration 6F: 3 clusters Score -610071.1 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -610203.875000 Penalty: 863.501892 Iteration 7Q: 3 clusters Score -610203.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -610269.000000 Penalty: 863.501892 Iteration 8Q: 3 clusters Score -610269 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -610337.750000 Penalty: 863.501892 Iteration 9Q: 3 clusters Score -610337.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -610392.312500 Penalty: 863.501892 Iteration 10Q: 3 clusters Score -610392.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -610436.437500 Penalty: 863.501892 Iteration 11Q: 3 clusters Score -610436.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -610477.187500 Penalty: 863.501892 Iteration 12Q: 3 clusters Score -610477.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -610509.562500 Penalty: 863.501892 Iteration 13Q: 3 clusters Score -610509.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -610538.437500 Penalty: 863.501892 Iteration 14Q: 3 clusters Score -610538.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -610564.750000 Penalty: 863.501892 Iteration 15Q: 3 clusters Score -610564.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -610596.687500 Penalty: 863.501892 Iteration 16Q: 3 clusters Score -610596.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -610623.562500 Penalty: 863.501892 Iteration 17Q: 3 clusters Score -610623.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -610646.812500 Penalty: 863.501892 Iteration 18Q: 3 clusters Score -610646.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -610663.750000 Penalty: 863.501892 Iteration 19Q: 3 clusters Score -610663.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -610679.500000 Penalty: 863.501892 Iteration 20F: 3 clusters Score -610679.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -610696.000000 Penalty: 863.501892 Iteration 21Q: 3 clusters Score -610696 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -610709.562500 Penalty: 863.501892 Iteration 22Q: 3 clusters Score -610709.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -610719.562500 Penalty: 863.501892 Iteration 23Q: 3 clusters Score -610719.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -610727.250000 Penalty: 863.501892 Iteration 24Q: 3 clusters Score -610727.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -610730.687500 Penalty: 863.501892 Iteration 25Q: 3 clusters Score -610730.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -610736.625000 Penalty: 863.501892 Iteration 26Q: 3 clusters Score -610736.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -610741.375000 Penalty: 863.501892 Iteration 27Q: 3 clusters Score -610741.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -610744.812500 Penalty: 863.501892 Iteration 28Q: 3 clusters Score -610744.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -610748.500000 Penalty: 863.501892 Iteration 29Q: 3 clusters Score -610748.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -610751.062500 Penalty: 863.501892 Iteration 30Q: 3 clusters Score -610751.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -610753.187500 Penalty: 863.501892 Iteration 31Q: 3 clusters Score -610753.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -610756.125000 Penalty: 863.501892 Iteration 32Q: 3 clusters Score -610756.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -610758.187500 Penalty: 863.501892 Iteration 33Q: 3 clusters Score -610758.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -610761.437500 Penalty: 863.501892 Iteration 34Q: 3 clusters Score -610761.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -610761.750000 Penalty: 863.501892 Iteration 35Q: 3 clusters Score -610761.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -610762.687500 Penalty: 863.501892 Iteration 36Q: 3 clusters Score -610762.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -610762.187500 Penalty: 863.501892 Iteration 37Q: 3 clusters Score -610762.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -610765.062500 Penalty: 863.501892 Iteration 38Q: 3 clusters Score -610765.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -610765.000000 Penalty: 863.501892 Iteration 39Q: 3 clusters Score -610765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -610765.937500 Penalty: 863.501892 Iteration 40F: 3 clusters Score -610765.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -610765.812500 Penalty: 863.501892 Iteration 41Q: 3 clusters Score -610765.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -610764.500000 Penalty: 863.501892 Iteration 42Q: 3 clusters Score -610764.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -610768.000000 Penalty: 863.501892 Iteration 43Q: 3 clusters Score -610768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -610767.687500 Penalty: 863.501892 Iteration 44Q: 3 clusters Score -610767.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -610768.250000 Penalty: 863.501892 Iteration 45Q: 3 clusters Score -610768.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -610769.312500 Penalty: 863.501892 Iteration 46Q: 3 clusters Score -610769.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -610770.625000 Penalty: 863.501892 Iteration 47Q: 3 clusters Score -610770.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -610771.812500 Penalty: 863.501892 Iteration 48Q: 3 clusters Score -610771.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -610772.812500 Penalty: 863.501892 Iteration 49Q: 3 clusters Score -610772.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -610772.750000 Penalty: 863.501892 Iteration 50Q: 3 clusters Score -610772.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -610774.625000 Penalty: 863.501892 Iteration 51Q: 3 clusters Score -610774.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -610776.062500 Penalty: 863.501892 Iteration 52Q: 3 clusters Score -610776.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -610774.500000 Penalty: 863.501892 Iteration 53Q: 3 clusters Score -610774.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -610774.750000 Penalty: 863.501892 Iteration 54Q: 3 clusters Score -610774.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -610775.250000 Penalty: 863.501892 Iteration 55Q: 3 clusters Score -610775.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -610775.250000 Penalty: 863.501892 Iteration 56Q: 3 clusters Score -610775.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -610776.125000 Penalty: 863.501892 Iteration 57Q: 3 clusters Score -610776.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -610776.937500 Penalty: 863.501892 Iteration 58Q: 3 clusters Score -610776.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -610777.687500 Penalty: 863.501892 Iteration 59Q: 3 clusters Score -610777.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -610778.125000 Penalty: 863.501892 Iteration 60F: 3 clusters Score -610778.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -610777.750000 Penalty: 863.501892 Iteration 61Q: 3 clusters Score -610777.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -610779.062500 Penalty: 863.501892 Iteration 62Q: 3 clusters Score -610779.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -610780.687500 Penalty: 863.501892 Iteration 63Q: 3 clusters Score -610780.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -610781.375000 Penalty: 863.501892 Iteration 64Q: 3 clusters Score -610781.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -610781.375000 Penalty: 863.501892 Iteration 65Q: 3 clusters Score -610781.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -610782.312500 Penalty: 863.501892 Iteration 66Q: 3 clusters Score -610782.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -610784.062500 Penalty: 863.501892 Iteration 67Q: 3 clusters Score -610784.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -610782.375000 Penalty: 863.501892 Iteration 68Q: 3 clusters Score -610782.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -610784.000000 Penalty: 863.501892 Iteration 69Q: 3 clusters Score -610784 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -610784.500000 Penalty: 863.501892 Iteration 70Q: 3 clusters Score -610784.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -610784.125000 Penalty: 863.501892 Iteration 71Q: 3 clusters Score -610784.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -610784.875000 Penalty: 863.501892 Iteration 72Q: 3 clusters Score -610784.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -610786.062500 Penalty: 863.501892 Iteration 73Q: 3 clusters Score -610786.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -610786.125000 Penalty: 863.501892 Iteration 74Q: 3 clusters Score -610786.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -610785.875000 Penalty: 863.501892 Iteration 75Q: 3 clusters Score -610785.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -610786.937500 Penalty: 863.501892 Iteration 76Q: 3 clusters Score -610786.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -610786.000000 Penalty: 863.501892 Iteration 77Q: 3 clusters Score -610786 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -610786.812500 Penalty: 863.501892 Iteration 78Q: 3 clusters Score -610786.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -610787.187500 Penalty: 863.501892 Iteration 79Q: 3 clusters Score -610787.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -610788.062500 Penalty: 863.501892 Iteration 80F: 3 clusters Score -610788.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -610787.437500 Penalty: 863.501892 Iteration 81Q: 3 clusters Score -610787.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -610787.687500 Penalty: 863.501892 Iteration 82Q: 3 clusters Score -610787.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -610788.437500 Penalty: 863.501892 Iteration 83Q: 3 clusters Score -610788.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -610788.437500 Penalty: 863.501892 Iteration 84F: 3 clusters Score -610788.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Entering Unmasked Estep Score: -70365.648438 Penalty: 343.531158 Iteration 0F: 2 clusters Score -70365.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -69040.515625 Penalty: 687.062317 Iteration 0F: 3 clusters Score -69040.52 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -69528.406250 Penalty: 687.062317 Iteration 1F: 3 clusters Score -69528.41 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -69619.617188 Penalty: 687.062317 Iteration 2F: 3 clusters Score -69619.62 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -69709.218750 Penalty: 687.062317 Iteration 3F: 3 clusters Score -69709.22 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -69783.007812 Penalty: 687.062317 Iteration 4F: 3 clusters Score -69783.01 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -69845.179688 Penalty: 687.062317 Iteration 5Q: 3 clusters Score -69845.18 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -69895.640625 Penalty: 687.062317 Iteration 6Q: 3 clusters Score -69895.64 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -69933.093750 Penalty: 687.062317 Iteration 7Q: 3 clusters Score -69933.09 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -69960.828125 Penalty: 687.062317 Iteration 8Q: 3 clusters Score -69960.83 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69985.859375 Penalty: 687.062317 Iteration 9Q: 3 clusters Score -69985.86 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -70005.148438 Penalty: 687.062317 Iteration 10Q: 3 clusters Score -70005.15 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70022.117188 Penalty: 687.062317 Iteration 11Q: 3 clusters Score -70022.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -70030.148438 Penalty: 687.062317 Iteration 12Q: 3 clusters Score -70030.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -70036.398438 Penalty: 687.062317 Iteration 13Q: 3 clusters Score -70036.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -70040.781250 Penalty: 687.062317 Iteration 14Q: 3 clusters Score -70040.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -70044.382812 Penalty: 687.062317 Iteration 15Q: 3 clusters Score -70044.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -70047.898438 Penalty: 687.062317 Iteration 16Q: 3 clusters Score -70047.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -70049.593750 Penalty: 687.062317 Iteration 17Q: 3 clusters Score -70049.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -70053.203125 Penalty: 687.062317 Iteration 18Q: 3 clusters Score -70053.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -70056.289062 Penalty: 687.062317 Iteration 19Q: 3 clusters Score -70056.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -70058.085938 Penalty: 687.062317 Iteration 20F: 3 clusters Score -70058.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -70060.257812 Penalty: 687.062317 Iteration 21Q: 3 clusters Score -70060.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -70061.203125 Penalty: 687.062317 Iteration 22Q: 3 clusters Score -70061.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -70061.343750 Penalty: 687.062317 Iteration 23Q: 3 clusters Score -70061.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -70062.289062 Penalty: 687.062317 Iteration 24Q: 3 clusters Score -70062.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -70062.679688 Penalty: 687.062317 Iteration 25Q: 3 clusters Score -70062.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -70063.007812 Penalty: 687.062317 Iteration 26Q: 3 clusters Score -70063.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -70063.328125 Penalty: 687.062317 Iteration 27Q: 3 clusters Score -70063.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -70063.320312 Penalty: 687.062317 Iteration 28Q: 3 clusters Score -70063.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -70063.320312 Penalty: 687.062317 Iteration 29F: 3 clusters Score -70063.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -14171.831055 Penalty: 278.871796 Iteration 0F: 2 clusters Score -14171.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13715.780273 Penalty: 557.743591 Iteration 0F: 3 clusters Score -13715.78 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13820.573242 Penalty: 557.743591 Iteration 1F: 3 clusters Score -13820.57 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -13859.098633 Penalty: 557.743591 Iteration 2F: 3 clusters Score -13859.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13880.838867 Penalty: 557.743591 Iteration 3F: 3 clusters Score -13880.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13893.381836 Penalty: 557.743591 Iteration 4Q: 3 clusters Score -13893.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13907.334961 Penalty: 557.743591 Iteration 5Q: 3 clusters Score -13907.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13918.384766 Penalty: 557.743591 Iteration 6Q: 3 clusters Score -13918.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13927.725586 Penalty: 557.743591 Iteration 7Q: 3 clusters Score -13927.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13931.153320 Penalty: 557.743591 Iteration 8Q: 3 clusters Score -13931.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13932.723633 Penalty: 557.743591 Iteration 9Q: 3 clusters Score -13932.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13934.725586 Penalty: 557.743591 Iteration 10Q: 3 clusters Score -13934.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13937.559570 Penalty: 557.743591 Iteration 11Q: 3 clusters Score -13937.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -13938.336914 Penalty: 557.743591 Iteration 12Q: 3 clusters Score -13938.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13940.801758 Penalty: 557.743591 Iteration 13Q: 3 clusters Score -13940.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13942.345703 Penalty: 557.743591 Iteration 14Q: 3 clusters Score -13942.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13943.965820 Penalty: 557.743591 Iteration 15Q: 3 clusters Score -13943.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13944.743164 Penalty: 557.743591 Iteration 16Q: 3 clusters Score -13944.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13946.761719 Penalty: 557.743591 Iteration 17Q: 3 clusters Score -13946.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13948.733398 Penalty: 557.743591 Iteration 18Q: 3 clusters Score -13948.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13950.149414 Penalty: 557.743591 Iteration 19Q: 3 clusters Score -13950.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13951.087891 Penalty: 557.743591 Iteration 20F: 3 clusters Score -13951.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -2676.649170 Penalty: 215.497025 Iteration 0F: 2 clusters Score -2676.649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2468.663818 Penalty: 430.994049 Iteration 0F: 3 clusters Score -2468.664 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2500.759033 Penalty: 430.994049 Iteration 1F: 3 clusters Score -2500.759 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2519.783936 Penalty: 430.994049 Iteration 2F: 3 clusters Score -2519.784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2542.809570 Penalty: 430.994049 Iteration 3F: 3 clusters Score -2542.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2559.600586 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -2559.601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -2572.617188 Penalty: 430.994049 Iteration 5F: 3 clusters Score -2572.617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -2581.494873 Penalty: 430.994049 Iteration 6Q: 3 clusters Score -2581.495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -2586.879639 Penalty: 430.994049 Iteration 7Q: 3 clusters Score -2586.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2589.522705 Penalty: 430.994049 Iteration 8Q: 3 clusters Score -2589.523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -2595.489746 Penalty: 430.994049 Iteration 9Q: 3 clusters Score -2595.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -2598.458496 Penalty: 430.994049 Iteration 10Q: 3 clusters Score -2598.458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -2599.668701 Penalty: 430.994049 Iteration 11Q: 3 clusters Score -2599.669 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -2600.407959 Penalty: 430.994049 Iteration 12Q: 3 clusters Score -2600.408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -2601.038086 Penalty: 430.994049 Iteration 13Q: 3 clusters Score -2601.038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -2601.038086 Penalty: 430.994049 Iteration 14F: 3 clusters Score -2601.038 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Entering Unmasked Estep Score: -260236.468750 Penalty: 396.408142 Iteration 0F: 2 clusters Score -260236.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -256114.781250 Penalty: 792.816284 Iteration 0F: 3 clusters Score -256114.8 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -257885.578125 Penalty: 792.816284 Iteration 1F: 3 clusters Score -257885.6 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -258192.734375 Penalty: 792.816284 Iteration 2F: 3 clusters Score -258192.7 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -258573.281250 Penalty: 792.816284 Iteration 3F: 3 clusters Score -258573.3 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -258944.953125 Penalty: 792.816284 Iteration 4F: 3 clusters Score -258945 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -259291.921875 Penalty: 792.816284 Iteration 5F: 3 clusters Score -259291.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -259559.578125 Penalty: 792.816284 Iteration 6Q: 3 clusters Score -259559.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -259718.656250 Penalty: 792.816284 Iteration 7Q: 3 clusters Score -259718.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -259793.781250 Penalty: 792.816284 Iteration 8Q: 3 clusters Score -259793.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -259825.625000 Penalty: 792.816284 Iteration 9Q: 3 clusters Score -259825.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -259844.015625 Penalty: 792.816284 Iteration 10Q: 3 clusters Score -259844 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -259864.593750 Penalty: 792.816284 Iteration 11Q: 3 clusters Score -259864.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -259876.734375 Penalty: 792.816284 Iteration 12Q: 3 clusters Score -259876.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -259887.515625 Penalty: 792.816284 Iteration 13Q: 3 clusters Score -259887.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -259893.609375 Penalty: 792.816284 Iteration 14Q: 3 clusters Score -259893.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -259901.375000 Penalty: 792.816284 Iteration 15Q: 3 clusters Score -259901.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -259904.468750 Penalty: 792.816284 Iteration 16Q: 3 clusters Score -259904.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -259904.609375 Penalty: 792.816284 Iteration 17Q: 3 clusters Score -259904.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -259904.609375 Penalty: 792.816284 Iteration 18F: 3 clusters Score -259904.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Entering Unmasked Estep Score: -165640.265625 Penalty: 380.030518 Iteration 0F: 2 clusters Score -165640.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -162779.468750 Penalty: 760.061035 Iteration 0F: 3 clusters Score -162779.5 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -164166.734375 Penalty: 760.061035 Iteration 1F: 3 clusters Score -164166.7 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -164521.437500 Penalty: 760.061035 Iteration 2F: 3 clusters Score -164521.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -164768.171875 Penalty: 760.061035 Iteration 3F: 3 clusters Score -164768.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -164944.156250 Penalty: 760.061035 Iteration 4F: 3 clusters Score -164944.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -165088.406250 Penalty: 760.061035 Iteration 5Q: 3 clusters Score -165088.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -165170.515625 Penalty: 760.061035 Iteration 6Q: 3 clusters Score -165170.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -165209.140625 Penalty: 760.061035 Iteration 7Q: 3 clusters Score -165209.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -165253.171875 Penalty: 760.061035 Iteration 8Q: 3 clusters Score -165253.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -165281.187500 Penalty: 760.061035 Iteration 9Q: 3 clusters Score -165281.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -165300.500000 Penalty: 760.061035 Iteration 10Q: 3 clusters Score -165300.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -165315.906250 Penalty: 760.061035 Iteration 11Q: 3 clusters Score -165315.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -165328.015625 Penalty: 760.061035 Iteration 12Q: 3 clusters Score -165328 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -165335.156250 Penalty: 760.061035 Iteration 13Q: 3 clusters Score -165335.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -165345.125000 Penalty: 760.061035 Iteration 14Q: 3 clusters Score -165345.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -165352.984375 Penalty: 760.061035 Iteration 15Q: 3 clusters Score -165353 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -165361.906250 Penalty: 760.061035 Iteration 16Q: 3 clusters Score -165361.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -165373.390625 Penalty: 760.061035 Iteration 17Q: 3 clusters Score -165373.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -165386.484375 Penalty: 760.061035 Iteration 18Q: 3 clusters Score -165386.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -165404.843750 Penalty: 760.061035 Iteration 19Q: 3 clusters Score -165404.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -165414.031250 Penalty: 760.061035 Iteration 20F: 3 clusters Score -165414 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -165421.515625 Penalty: 760.061035 Iteration 21Q: 3 clusters Score -165421.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -165428.781250 Penalty: 760.061035 Iteration 22Q: 3 clusters Score -165428.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -165433.000000 Penalty: 760.061035 Iteration 23Q: 3 clusters Score -165433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -165435.359375 Penalty: 760.061035 Iteration 24Q: 3 clusters Score -165435.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -165437.296875 Penalty: 760.061035 Iteration 25Q: 3 clusters Score -165437.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -165439.015625 Penalty: 760.061035 Iteration 26Q: 3 clusters Score -165439 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -165440.312500 Penalty: 760.061035 Iteration 27Q: 3 clusters Score -165440.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -165440.453125 Penalty: 760.061035 Iteration 28Q: 3 clusters Score -165440.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -165440.843750 Penalty: 760.061035 Iteration 29Q: 3 clusters Score -165440.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -165441.171875 Penalty: 760.061035 Iteration 30Q: 3 clusters Score -165441.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -165442.390625 Penalty: 760.061035 Iteration 31Q: 3 clusters Score -165442.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -165443.062500 Penalty: 760.061035 Iteration 32Q: 3 clusters Score -165443.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -165443.750000 Penalty: 760.061035 Iteration 33Q: 3 clusters Score -165443.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -165444.468750 Penalty: 760.061035 Iteration 34Q: 3 clusters Score -165444.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -165444.468750 Penalty: 760.061035 Iteration 35F: 3 clusters Score -165444.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Entering Unmasked Estep Score: -301198.218750 Penalty: 402.213440 Iteration 0F: 2 clusters Score -301198.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -296538.906250 Penalty: 804.426880 Iteration 0F: 3 clusters Score -296538.9 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -298504.406250 Penalty: 804.426880 Iteration 1F: 3 clusters Score -298504.4 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -298770.843750 Penalty: 804.426880 Iteration 2F: 3 clusters Score -298770.8 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -299027.843750 Penalty: 804.426880 Iteration 3F: 3 clusters Score -299027.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -299277.687500 Penalty: 804.426880 Iteration 4F: 3 clusters Score -299277.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -299493.593750 Penalty: 804.426880 Iteration 5Q: 3 clusters Score -299493.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -299686.562500 Penalty: 804.426880 Iteration 6Q: 3 clusters Score -299686.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -299830.562500 Penalty: 804.426880 Iteration 7Q: 3 clusters Score -299830.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -299920.093750 Penalty: 804.426880 Iteration 8Q: 3 clusters Score -299920.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -299992.968750 Penalty: 804.426880 Iteration 9Q: 3 clusters Score -299993 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -300049.000000 Penalty: 804.426880 Iteration 10Q: 3 clusters Score -300049 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -300097.906250 Penalty: 804.426880 Iteration 11Q: 3 clusters Score -300097.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -300135.375000 Penalty: 804.426880 Iteration 12Q: 3 clusters Score -300135.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -300160.531250 Penalty: 804.426880 Iteration 13Q: 3 clusters Score -300160.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -300178.343750 Penalty: 804.426880 Iteration 14Q: 3 clusters Score -300178.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -300193.000000 Penalty: 804.426880 Iteration 15Q: 3 clusters Score -300193 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -300205.250000 Penalty: 804.426880 Iteration 16Q: 3 clusters Score -300205.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -300215.406250 Penalty: 804.426880 Iteration 17Q: 3 clusters Score -300215.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -300229.312500 Penalty: 804.426880 Iteration 18Q: 3 clusters Score -300229.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -300248.718750 Penalty: 804.426880 Iteration 19Q: 3 clusters Score -300248.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -300268.187500 Penalty: 804.426880 Iteration 20F: 3 clusters Score -300268.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -300289.718750 Penalty: 804.426880 Iteration 21Q: 3 clusters Score -300289.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -300321.250000 Penalty: 804.426880 Iteration 22Q: 3 clusters Score -300321.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -300352.906250 Penalty: 804.426880 Iteration 23Q: 3 clusters Score -300352.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -300383.937500 Penalty: 804.426880 Iteration 24Q: 3 clusters Score -300383.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -300422.468750 Penalty: 804.426880 Iteration 25Q: 3 clusters Score -300422.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -300469.406250 Penalty: 804.426880 Iteration 26Q: 3 clusters Score -300469.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -300518.031250 Penalty: 804.426880 Iteration 27Q: 3 clusters Score -300518 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -300560.812500 Penalty: 804.426880 Iteration 28Q: 3 clusters Score -300560.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -300593.843750 Penalty: 804.426880 Iteration 29Q: 3 clusters Score -300593.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -300631.531250 Penalty: 804.426880 Iteration 30Q: 3 clusters Score -300631.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -300676.062500 Penalty: 804.426880 Iteration 31Q: 3 clusters Score -300676.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -300712.968750 Penalty: 804.426880 Iteration 32Q: 3 clusters Score -300713 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -300738.312500 Penalty: 804.426880 Iteration 33Q: 3 clusters Score -300738.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -300754.625000 Penalty: 804.426880 Iteration 34Q: 3 clusters Score -300754.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -300774.531250 Penalty: 804.426880 Iteration 35Q: 3 clusters Score -300774.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -300794.218750 Penalty: 804.426880 Iteration 36Q: 3 clusters Score -300794.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -300808.468750 Penalty: 804.426880 Iteration 37Q: 3 clusters Score -300808.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -300826.062500 Penalty: 804.426880 Iteration 38Q: 3 clusters Score -300826.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -300837.437500 Penalty: 804.426880 Iteration 39Q: 3 clusters Score -300837.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -300848.468750 Penalty: 804.426880 Iteration 40F: 3 clusters Score -300848.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -300858.281250 Penalty: 804.426880 Iteration 41Q: 3 clusters Score -300858.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -300866.656250 Penalty: 804.426880 Iteration 42Q: 3 clusters Score -300866.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -300875.875000 Penalty: 804.426880 Iteration 43Q: 3 clusters Score -300875.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -300882.906250 Penalty: 804.426880 Iteration 44Q: 3 clusters Score -300882.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -300888.156250 Penalty: 804.426880 Iteration 45Q: 3 clusters Score -300888.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -300892.562500 Penalty: 804.426880 Iteration 46Q: 3 clusters Score -300892.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -300896.343750 Penalty: 804.426880 Iteration 47Q: 3 clusters Score -300896.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -300899.812500 Penalty: 804.426880 Iteration 48Q: 3 clusters Score -300899.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -300901.968750 Penalty: 804.426880 Iteration 49Q: 3 clusters Score -300902 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -300904.187500 Penalty: 804.426880 Iteration 50Q: 3 clusters Score -300904.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -300905.531250 Penalty: 804.426880 Iteration 51Q: 3 clusters Score -300905.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -300907.656250 Penalty: 804.426880 Iteration 52Q: 3 clusters Score -300907.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -300910.312500 Penalty: 804.426880 Iteration 53Q: 3 clusters Score -300910.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -300911.968750 Penalty: 804.426880 Iteration 54Q: 3 clusters Score -300912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -300915.218750 Penalty: 804.426880 Iteration 55Q: 3 clusters Score -300915.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -300917.812500 Penalty: 804.426880 Iteration 56Q: 3 clusters Score -300917.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -300919.906250 Penalty: 804.426880 Iteration 57Q: 3 clusters Score -300919.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -300922.312500 Penalty: 804.426880 Iteration 58Q: 3 clusters Score -300922.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -300925.062500 Penalty: 804.426880 Iteration 59Q: 3 clusters Score -300925.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -300927.093750 Penalty: 804.426880 Iteration 60F: 3 clusters Score -300927.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -300929.125000 Penalty: 804.426880 Iteration 61Q: 3 clusters Score -300929.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -300931.281250 Penalty: 804.426880 Iteration 62Q: 3 clusters Score -300931.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -300933.093750 Penalty: 804.426880 Iteration 63Q: 3 clusters Score -300933.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -300936.500000 Penalty: 804.426880 Iteration 64Q: 3 clusters Score -300936.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -300939.906250 Penalty: 804.426880 Iteration 65Q: 3 clusters Score -300939.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -300944.687500 Penalty: 804.426880 Iteration 66Q: 3 clusters Score -300944.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -300947.156250 Penalty: 804.426880 Iteration 67Q: 3 clusters Score -300947.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -300948.187500 Penalty: 804.426880 Iteration 68Q: 3 clusters Score -300948.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -300949.343750 Penalty: 804.426880 Iteration 69Q: 3 clusters Score -300949.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -300950.437500 Penalty: 804.426880 Iteration 70Q: 3 clusters Score -300950.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -300951.437500 Penalty: 804.426880 Iteration 71Q: 3 clusters Score -300951.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -300952.250000 Penalty: 804.426880 Iteration 72Q: 3 clusters Score -300952.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -300952.000000 Penalty: 804.426880 Iteration 73Q: 3 clusters Score -300952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -300953.000000 Penalty: 804.426880 Iteration 74Q: 3 clusters Score -300953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -300953.250000 Penalty: 804.426880 Iteration 75Q: 3 clusters Score -300953.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -300953.406250 Penalty: 804.426880 Iteration 76Q: 3 clusters Score -300953.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -300953.406250 Penalty: 804.426880 Iteration 77F: 3 clusters Score -300953.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -15477.499023 Penalty: 278.673096 Iteration 0F: 2 clusters Score -15477.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15018.617188 Penalty: 557.346191 Iteration 0F: 3 clusters Score -15018.62 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15125.127930 Penalty: 557.346191 Iteration 1F: 3 clusters Score -15125.13 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15165.948242 Penalty: 557.346191 Iteration 2F: 3 clusters Score -15165.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15186.680664 Penalty: 557.346191 Iteration 3Q: 3 clusters Score -15186.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15203.482422 Penalty: 557.346191 Iteration 4Q: 3 clusters Score -15203.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15215.562500 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -15215.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15222.229492 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -15222.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15225.777344 Penalty: 557.346191 Iteration 7Q: 3 clusters Score -15225.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15227.587891 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -15227.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15230.519531 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -15230.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15234.351562 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -15234.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -15240.224609 Penalty: 557.346191 Iteration 11Q: 3 clusters Score -15240.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15243.688477 Penalty: 557.346191 Iteration 12Q: 3 clusters Score -15243.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -15250.407227 Penalty: 557.346191 Iteration 13Q: 3 clusters Score -15250.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15258.096680 Penalty: 557.346191 Iteration 14Q: 3 clusters Score -15258.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15274.207031 Penalty: 557.346191 Iteration 15Q: 3 clusters Score -15274.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15284.762695 Penalty: 557.346191 Iteration 16Q: 3 clusters Score -15284.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -15295.704102 Penalty: 557.346191 Iteration 17Q: 3 clusters Score -15295.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15301.021484 Penalty: 557.346191 Iteration 18Q: 3 clusters Score -15301.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15304.424805 Penalty: 557.346191 Iteration 19Q: 3 clusters Score -15304.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15304.891602 Penalty: 557.346191 Iteration 20F: 3 clusters Score -15304.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Entering Unmasked Estep Score: -25508.767578 Penalty: 292.035614 Iteration 0F: 2 clusters Score -25508.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -24972.115234 Penalty: 584.071228 Iteration 0F: 3 clusters Score -24972.12 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -25209.726562 Penalty: 584.071228 Iteration 1F: 3 clusters Score -25209.73 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -25281.958984 Penalty: 584.071228 Iteration 2F: 3 clusters Score -25281.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -25303.246094 Penalty: 584.071228 Iteration 3Q: 3 clusters Score -25303.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -25312.414062 Penalty: 584.071228 Iteration 4Q: 3 clusters Score -25312.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -25323.427734 Penalty: 584.071228 Iteration 5Q: 3 clusters Score -25323.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -25330.890625 Penalty: 584.071228 Iteration 6Q: 3 clusters Score -25330.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -25336.251953 Penalty: 584.071228 Iteration 7Q: 3 clusters Score -25336.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -25341.472656 Penalty: 584.071228 Iteration 8Q: 3 clusters Score -25341.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -25347.482422 Penalty: 584.071228 Iteration 9Q: 3 clusters Score -25347.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -25352.039062 Penalty: 584.071228 Iteration 10Q: 3 clusters Score -25352.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -25354.716797 Penalty: 584.071228 Iteration 11Q: 3 clusters Score -25354.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -25355.968750 Penalty: 584.071228 Iteration 12Q: 3 clusters Score -25355.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -25356.492188 Penalty: 584.071228 Iteration 13Q: 3 clusters Score -25356.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -25359.072266 Penalty: 584.071228 Iteration 14Q: 3 clusters Score -25359.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -25359.560547 Penalty: 584.071228 Iteration 15Q: 3 clusters Score -25359.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -25360.251953 Penalty: 584.071228 Iteration 16Q: 3 clusters Score -25360.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -25360.888672 Penalty: 584.071228 Iteration 17Q: 3 clusters Score -25360.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -25361.908203 Penalty: 584.071228 Iteration 18Q: 3 clusters Score -25361.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25361.978516 Penalty: 584.071228 Iteration 19Q: 3 clusters Score -25361.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25361.978516 Penalty: 584.071228 Iteration 20F: 3 clusters Score -25361.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (31985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31985 members Entering Unmasked Estep Score: -1470774.625000 Penalty: 471.972504 Iteration 0F: 2 clusters Score -1470775 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 16036 members Entering Unmasked Estep Score: -1449487.875000 Penalty: 943.945007 Iteration 0F: 3 clusters Score -1449488 nChanged 15334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 15900 members Entering Unmasked Estep Score: -1459822.250000 Penalty: 943.945007 Iteration 1F: 3 clusters Score -1459822 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16362 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -1461205.625000 Penalty: 943.945007 Iteration 2F: 3 clusters Score -1461206 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -1462649.375000 Penalty: 943.945007 Iteration 3F: 3 clusters Score -1462649 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -1463751.500000 Penalty: 943.945007 Iteration 4F: 3 clusters Score -1463752 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -1464642.500000 Penalty: 943.945007 Iteration 5F: 3 clusters Score -1464642 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16615 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -1465313.375000 Penalty: 943.945007 Iteration 6Q: 3 clusters Score -1465313 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16470 members Mstep: Class 2 contains 15515 members Entering Unmasked Estep Score: -1465825.500000 Penalty: 943.945007 Iteration 7Q: 3 clusters Score -1465826 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -1466140.500000 Penalty: 943.945007 Iteration 8Q: 3 clusters Score -1466140 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -1466269.375000 Penalty: 943.945007 Iteration 9Q: 3 clusters Score -1466269 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16207 members Mstep: Class 2 contains 15778 members Entering Unmasked Estep Score: -1466314.000000 Penalty: 943.945007 Iteration 10Q: 3 clusters Score -1466314 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 15826 members Entering Unmasked Estep Score: -1466340.000000 Penalty: 943.945007 Iteration 11Q: 3 clusters Score -1466340 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -1466375.750000 Penalty: 943.945007 Iteration 12Q: 3 clusters Score -1466376 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16032 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -1466384.250000 Penalty: 943.945007 Iteration 13Q: 3 clusters Score -1466384 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15973 members Mstep: Class 2 contains 16012 members Entering Unmasked Estep Score: -1466398.125000 Penalty: 943.945007 Iteration 14Q: 3 clusters Score -1466398 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15905 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -1466405.000000 Penalty: 943.945007 Iteration 15Q: 3 clusters Score -1466405 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 16147 members Entering Unmasked Estep Score: -1466415.500000 Penalty: 943.945007 Iteration 16Q: 3 clusters Score -1466416 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -1466424.000000 Penalty: 943.945007 Iteration 17Q: 3 clusters Score -1466424 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 16327 members Entering Unmasked Estep Score: -1466426.750000 Penalty: 943.945007 Iteration 18Q: 3 clusters Score -1466427 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -1466432.250000 Penalty: 943.945007 Iteration 19Q: 3 clusters Score -1466432 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 16527 members Entering Unmasked Estep Score: -1466444.125000 Penalty: 943.945007 Iteration 20F: 3 clusters Score -1466444 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15364 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -1466453.750000 Penalty: 943.945007 Iteration 21Q: 3 clusters Score -1466454 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 16718 members Entering Unmasked Estep Score: -1466463.625000 Penalty: 943.945007 Iteration 22Q: 3 clusters Score -1466464 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15154 members Mstep: Class 2 contains 16831 members Entering Unmasked Estep Score: -1466469.250000 Penalty: 943.945007 Iteration 23Q: 3 clusters Score -1466469 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -1466475.500000 Penalty: 943.945007 Iteration 24Q: 3 clusters Score -1466476 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 17046 members Entering Unmasked Estep Score: -1466484.750000 Penalty: 943.945007 Iteration 25Q: 3 clusters Score -1466485 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14828 members Mstep: Class 2 contains 17157 members Entering Unmasked Estep Score: -1466489.375000 Penalty: 943.945007 Iteration 26Q: 3 clusters Score -1466489 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 17269 members Entering Unmasked Estep Score: -1466497.250000 Penalty: 943.945007 Iteration 27Q: 3 clusters Score -1466497 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -1466503.875000 Penalty: 943.945007 Iteration 28Q: 3 clusters Score -1466504 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -1466512.750000 Penalty: 943.945007 Iteration 29Q: 3 clusters Score -1466513 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 17645 members Entering Unmasked Estep Score: -1466524.500000 Penalty: 943.945007 Iteration 30Q: 3 clusters Score -1466524 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14213 members Mstep: Class 2 contains 17772 members Entering Unmasked Estep Score: -1466531.875000 Penalty: 943.945007 Iteration 31Q: 3 clusters Score -1466532 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -1466539.750000 Penalty: 943.945007 Iteration 32Q: 3 clusters Score -1466540 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -1466539.500000 Penalty: 943.945007 Iteration 33Q: 3 clusters Score -1466540 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 18100 members Entering Unmasked Estep Score: -1466552.625000 Penalty: 943.945007 Iteration 34Q: 3 clusters Score -1466553 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -1466560.750000 Penalty: 943.945007 Iteration 35Q: 3 clusters Score -1466561 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -1466573.500000 Penalty: 943.945007 Iteration 36Q: 3 clusters Score -1466574 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -1466583.000000 Penalty: 943.945007 Iteration 37Q: 3 clusters Score -1466583 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 18616 members Entering Unmasked Estep Score: -1466589.375000 Penalty: 943.945007 Iteration 38Q: 3 clusters Score -1466589 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 18749 members Entering Unmasked Estep Score: -1466594.750000 Penalty: 943.945007 Iteration 39Q: 3 clusters Score -1466595 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 18887 members Entering Unmasked Estep Score: -1466604.500000 Penalty: 943.945007 Iteration 40F: 3 clusters Score -1466604 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12960 members Mstep: Class 2 contains 19025 members Entering Unmasked Estep Score: -1466620.875000 Penalty: 943.945007 Iteration 41Q: 3 clusters Score -1466621 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 19155 members Entering Unmasked Estep Score: -1466623.375000 Penalty: 943.945007 Iteration 42Q: 3 clusters Score -1466623 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 19302 members Entering Unmasked Estep Score: -1466637.750000 Penalty: 943.945007 Iteration 43Q: 3 clusters Score -1466638 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -1466658.875000 Penalty: 943.945007 Iteration 44Q: 3 clusters Score -1466659 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 19672 members Entering Unmasked Estep Score: -1466675.000000 Penalty: 943.945007 Iteration 45Q: 3 clusters Score -1466675 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Mstep: Class 2 contains 19923 members Entering Unmasked Estep Score: -1466708.250000 Penalty: 943.945007 Iteration 46Q: 3 clusters Score -1466708 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 20165 members Entering Unmasked Estep Score: -1466747.375000 Penalty: 943.945007 Iteration 47Q: 3 clusters Score -1466747 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 20424 members Entering Unmasked Estep Score: -1466780.000000 Penalty: 943.945007 Iteration 48Q: 3 clusters Score -1466780 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -1466818.625000 Penalty: 943.945007 Iteration 49Q: 3 clusters Score -1466819 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 20962 members Entering Unmasked Estep Score: -1466855.250000 Penalty: 943.945007 Iteration 50Q: 3 clusters Score -1466855 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -1466903.000000 Penalty: 943.945007 Iteration 51Q: 3 clusters Score -1466903 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -1466961.500000 Penalty: 943.945007 Iteration 52Q: 3 clusters Score -1466962 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10089 members Mstep: Class 2 contains 21896 members Entering Unmasked Estep Score: -1467013.875000 Penalty: 943.945007 Iteration 53Q: 3 clusters Score -1467014 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 22235 members Entering Unmasked Estep Score: -1467070.000000 Penalty: 943.945007 Iteration 54Q: 3 clusters Score -1467070 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 22571 members Entering Unmasked Estep Score: -1467135.375000 Penalty: 943.945007 Iteration 55Q: 3 clusters Score -1467135 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 22926 members Entering Unmasked Estep Score: -1467208.625000 Penalty: 943.945007 Iteration 56Q: 3 clusters Score -1467209 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 23324 members Entering Unmasked Estep Score: -1467302.500000 Penalty: 943.945007 Iteration 57Q: 3 clusters Score -1467302 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -1467400.750000 Penalty: 943.945007 Iteration 58Q: 3 clusters Score -1467401 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -1467495.125000 Penalty: 943.945007 Iteration 59Q: 3 clusters Score -1467495 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -1467590.500000 Penalty: 943.945007 Iteration 60F: 3 clusters Score -1467590 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 24966 members Entering Unmasked Estep Score: -1467708.625000 Penalty: 943.945007 Iteration 61Q: 3 clusters Score -1467709 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 25382 members Entering Unmasked Estep Score: -1467821.125000 Penalty: 943.945007 Iteration 62Q: 3 clusters Score -1467821 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 25823 members Entering Unmasked Estep Score: -1467948.375000 Penalty: 943.945007 Iteration 63Q: 3 clusters Score -1467948 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 26261 members Entering Unmasked Estep Score: -1468086.000000 Penalty: 943.945007 Iteration 64Q: 3 clusters Score -1468086 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 26689 members Entering Unmasked Estep Score: -1468243.375000 Penalty: 943.945007 Iteration 65Q: 3 clusters Score -1468243 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 27127 members Entering Unmasked Estep Score: -1468387.375000 Penalty: 943.945007 Iteration 66Q: 3 clusters Score -1468387 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 27536 members Entering Unmasked Estep Score: -1468533.375000 Penalty: 943.945007 Iteration 67Q: 3 clusters Score -1468533 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 27949 members Entering Unmasked Estep Score: -1468701.875000 Penalty: 943.945007 Iteration 68Q: 3 clusters Score -1468702 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 28331 members Entering Unmasked Estep Score: -1468855.375000 Penalty: 943.945007 Iteration 69Q: 3 clusters Score -1468855 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -1469004.250000 Penalty: 943.945007 Iteration 70Q: 3 clusters Score -1469004 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 29054 members Entering Unmasked Estep Score: -1469172.875000 Penalty: 943.945007 Iteration 71Q: 3 clusters Score -1469173 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 29388 members Entering Unmasked Estep Score: -1469304.500000 Penalty: 943.945007 Iteration 72Q: 3 clusters Score -1469304 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 29676 members Entering Unmasked Estep Score: -1469412.375000 Penalty: 943.945007 Iteration 73Q: 3 clusters Score -1469412 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -1469525.625000 Penalty: 943.945007 Iteration 74Q: 3 clusters Score -1469526 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 30185 members Entering Unmasked Estep Score: -1469615.375000 Penalty: 943.945007 Iteration 75Q: 3 clusters Score -1469615 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -1469724.375000 Penalty: 943.945007 Iteration 76Q: 3 clusters Score -1469724 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 30621 members Entering Unmasked Estep Score: -1469827.000000 Penalty: 943.945007 Iteration 77Q: 3 clusters Score -1469827 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 30815 members Entering Unmasked Estep Score: -1469935.625000 Penalty: 943.945007 Iteration 78Q: 3 clusters Score -1469936 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 30982 members Entering Unmasked Estep Score: -1470021.500000 Penalty: 943.945007 Iteration 79Q: 3 clusters Score -1470022 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 31134 members Entering Unmasked Estep Score: -1470099.500000 Penalty: 943.945007 Iteration 80F: 3 clusters Score -1470100 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 31263 members Entering Unmasked Estep Score: -1470160.750000 Penalty: 943.945007 Iteration 81Q: 3 clusters Score -1470161 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 31375 members Entering Unmasked Estep Score: -1470212.500000 Penalty: 943.945007 Iteration 82Q: 3 clusters Score -1470212 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 31463 members Entering Unmasked Estep Score: -1470248.875000 Penalty: 943.945007 Iteration 83Q: 3 clusters Score -1470249 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 31537 members Entering Unmasked Estep Score: -1470289.750000 Penalty: 943.945007 Iteration 84Q: 3 clusters Score -1470290 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 31605 members Entering Unmasked Estep Score: -1470325.250000 Penalty: 943.945007 Iteration 85Q: 3 clusters Score -1470325 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 31649 members Entering Unmasked Estep Score: -1470344.750000 Penalty: 943.945007 Iteration 86Q: 3 clusters Score -1470345 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 31676 members Entering Unmasked Estep Score: -1470358.000000 Penalty: 943.945007 Iteration 87Q: 3 clusters Score -1470358 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 31702 members Entering Unmasked Estep Score: -1470373.125000 Penalty: 943.945007 Iteration 88Q: 3 clusters Score -1470373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 31721 members Entering Unmasked Estep Score: -1470381.875000 Penalty: 943.945007 Iteration 89Q: 3 clusters Score -1470382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 31731 members Entering Unmasked Estep Score: -1470388.625000 Penalty: 943.945007 Iteration 90Q: 3 clusters Score -1470389 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 31742 members Entering Unmasked Estep Score: -1470392.250000 Penalty: 943.945007 Iteration 91Q: 3 clusters Score -1470392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 31744 members Entering Unmasked Estep Score: -1470396.625000 Penalty: 943.945007 Iteration 92Q: 3 clusters Score -1470397 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 31748 members Entering Unmasked Estep Score: -1470397.750000 Penalty: 943.945007 Iteration 93Q: 3 clusters Score -1470398 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 31752 members Entering Unmasked Estep Score: -1470399.875000 Penalty: 943.945007 Iteration 94Q: 3 clusters Score -1470400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 31756 members Entering Unmasked Estep Score: -1470401.375000 Penalty: 943.945007 Iteration 95Q: 3 clusters Score -1470401 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 31760 members Entering Unmasked Estep Score: -1470403.625000 Penalty: 943.945007 Iteration 96Q: 3 clusters Score -1470404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 31763 members Entering Unmasked Estep Score: -1470404.375000 Penalty: 943.945007 Iteration 97Q: 3 clusters Score -1470404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 31765 members Entering Unmasked Estep Score: -1470403.875000 Penalty: 943.945007 Iteration 98Q: 3 clusters Score -1470404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 31769 members Entering Unmasked Estep Score: -1470405.500000 Penalty: 943.945007 Iteration 99Q: 3 clusters Score -1470406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 31771 members Entering Unmasked Estep Score: -1470404.375000 Penalty: 943.945007 Iteration 100F: 3 clusters Score -1470404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 31773 members Entering Unmasked Estep Score: -1470403.125000 Penalty: 943.945007 Iteration 101Q: 3 clusters Score -1470403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 31774 members Entering Unmasked Estep Score: -1470404.125000 Penalty: 943.945007 Iteration 102Q: 3 clusters Score -1470404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 31774 members Entering Unmasked Estep Score: -1470404.125000 Penalty: 943.945007 Iteration 103F: 3 clusters Score -1470404 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Entering Unmasked Estep Score: -85920.773438 Penalty: 348.449341 Iteration 0F: 2 clusters Score -85920.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -84413.070312 Penalty: 696.898682 Iteration 0F: 3 clusters Score -84413.07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -84917.851562 Penalty: 696.898682 Iteration 1F: 3 clusters Score -84917.85 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -85053.601562 Penalty: 696.898682 Iteration 2F: 3 clusters Score -85053.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -85135.960938 Penalty: 696.898682 Iteration 3F: 3 clusters Score -85135.96 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -85207.937500 Penalty: 696.898682 Iteration 4Q: 3 clusters Score -85207.94 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -85266.226562 Penalty: 696.898682 Iteration 5Q: 3 clusters Score -85266.23 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -85322.820312 Penalty: 696.898682 Iteration 6Q: 3 clusters Score -85322.82 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -85368.093750 Penalty: 696.898682 Iteration 7Q: 3 clusters Score -85368.09 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -85413.687500 Penalty: 696.898682 Iteration 8Q: 3 clusters Score -85413.69 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -85461.789062 Penalty: 696.898682 Iteration 9Q: 3 clusters Score -85461.79 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -85488.820312 Penalty: 696.898682 Iteration 10Q: 3 clusters Score -85488.82 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -85506.625000 Penalty: 696.898682 Iteration 11Q: 3 clusters Score -85506.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -85517.632812 Penalty: 696.898682 Iteration 12Q: 3 clusters Score -85517.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -85527.226562 Penalty: 696.898682 Iteration 13Q: 3 clusters Score -85527.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -85539.539062 Penalty: 696.898682 Iteration 14Q: 3 clusters Score -85539.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -85549.718750 Penalty: 696.898682 Iteration 15Q: 3 clusters Score -85549.72 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -85560.960938 Penalty: 696.898682 Iteration 16Q: 3 clusters Score -85560.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -85573.320312 Penalty: 696.898682 Iteration 17Q: 3 clusters Score -85573.32 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -85584.992188 Penalty: 696.898682 Iteration 18Q: 3 clusters Score -85584.99 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -85591.648438 Penalty: 696.898682 Iteration 19Q: 3 clusters Score -85591.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -85598.765625 Penalty: 696.898682 Iteration 20F: 3 clusters Score -85598.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -85602.906250 Penalty: 696.898682 Iteration 21Q: 3 clusters Score -85602.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -85606.914062 Penalty: 696.898682 Iteration 22Q: 3 clusters Score -85606.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -85611.390625 Penalty: 696.898682 Iteration 23Q: 3 clusters Score -85611.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -85615.414062 Penalty: 696.898682 Iteration 24Q: 3 clusters Score -85615.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -85621.148438 Penalty: 696.898682 Iteration 25Q: 3 clusters Score -85621.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -85628.273438 Penalty: 696.898682 Iteration 26Q: 3 clusters Score -85628.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -85634.375000 Penalty: 696.898682 Iteration 27Q: 3 clusters Score -85634.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -85642.296875 Penalty: 696.898682 Iteration 28Q: 3 clusters Score -85642.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -85646.578125 Penalty: 696.898682 Iteration 29Q: 3 clusters Score -85646.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -85647.195312 Penalty: 696.898682 Iteration 30Q: 3 clusters Score -85647.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -85647.554688 Penalty: 696.898682 Iteration 31Q: 3 clusters Score -85647.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -85647.695312 Penalty: 696.898682 Iteration 32Q: 3 clusters Score -85647.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -85647.695312 Penalty: 696.898682 Iteration 33F: 3 clusters Score -85647.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Entering Unmasked Estep Score: -129028.382812 Penalty: 358.022980 Iteration 0F: 2 clusters Score -129028.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -127186.203125 Penalty: 716.045959 Iteration 0F: 3 clusters Score -127186.2 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -127857.187500 Penalty: 716.045959 Iteration 1F: 3 clusters Score -127857.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -127970.398438 Penalty: 716.045959 Iteration 2F: 3 clusters Score -127970.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -128071.023438 Penalty: 716.045959 Iteration 3F: 3 clusters Score -128071 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -128191.148438 Penalty: 716.045959 Iteration 4F: 3 clusters Score -128191.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -128329.875000 Penalty: 716.045959 Iteration 5F: 3 clusters Score -128329.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -128469.390625 Penalty: 716.045959 Iteration 6F: 3 clusters Score -128469.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -128609.304688 Penalty: 716.045959 Iteration 7F: 3 clusters Score -128609.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -128687.023438 Penalty: 716.045959 Iteration 8Q: 3 clusters Score -128687 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -128735.429688 Penalty: 716.045959 Iteration 9Q: 3 clusters Score -128735.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -128771.593750 Penalty: 716.045959 Iteration 10Q: 3 clusters Score -128771.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -128796.125000 Penalty: 716.045959 Iteration 11Q: 3 clusters Score -128796.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -128814.226562 Penalty: 716.045959 Iteration 12Q: 3 clusters Score -128814.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -128825.687500 Penalty: 716.045959 Iteration 13Q: 3 clusters Score -128825.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -128831.507812 Penalty: 716.045959 Iteration 14Q: 3 clusters Score -128831.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -128836.484375 Penalty: 716.045959 Iteration 15Q: 3 clusters Score -128836.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -128840.312500 Penalty: 716.045959 Iteration 16Q: 3 clusters Score -128840.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -128843.859375 Penalty: 716.045959 Iteration 17Q: 3 clusters Score -128843.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -128848.148438 Penalty: 716.045959 Iteration 18Q: 3 clusters Score -128848.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -128852.140625 Penalty: 716.045959 Iteration 19Q: 3 clusters Score -128852.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -128856.171875 Penalty: 716.045959 Iteration 20F: 3 clusters Score -128856.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -128858.890625 Penalty: 716.045959 Iteration 21Q: 3 clusters Score -128858.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -128859.375000 Penalty: 716.045959 Iteration 22Q: 3 clusters Score -128859.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -128859.375000 Penalty: 716.045959 Iteration 23F: 3 clusters Score -128859.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Entering Unmasked Estep Score: -175147.859375 Penalty: 385.484894 Iteration 0F: 2 clusters Score -175147.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -171938.015625 Penalty: 770.969788 Iteration 0F: 3 clusters Score -171938 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -173218.359375 Penalty: 770.969788 Iteration 1F: 3 clusters Score -173218.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -173353.359375 Penalty: 770.969788 Iteration 2F: 3 clusters Score -173353.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -173439.593750 Penalty: 770.969788 Iteration 3Q: 3 clusters Score -173439.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -173511.843750 Penalty: 770.969788 Iteration 4Q: 3 clusters Score -173511.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -173568.578125 Penalty: 770.969788 Iteration 5Q: 3 clusters Score -173568.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -173630.390625 Penalty: 770.969788 Iteration 6Q: 3 clusters Score -173630.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -173702.578125 Penalty: 770.969788 Iteration 7Q: 3 clusters Score -173702.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -173798.640625 Penalty: 770.969788 Iteration 8Q: 3 clusters Score -173798.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -173912.734375 Penalty: 770.969788 Iteration 9Q: 3 clusters Score -173912.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -174019.390625 Penalty: 770.969788 Iteration 10Q: 3 clusters Score -174019.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -174143.000000 Penalty: 770.969788 Iteration 11Q: 3 clusters Score -174143 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -174230.140625 Penalty: 770.969788 Iteration 12Q: 3 clusters Score -174230.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -174289.453125 Penalty: 770.969788 Iteration 13Q: 3 clusters Score -174289.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -174330.984375 Penalty: 770.969788 Iteration 14Q: 3 clusters Score -174331 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -174374.265625 Penalty: 770.969788 Iteration 15Q: 3 clusters Score -174374.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -174424.593750 Penalty: 770.969788 Iteration 16Q: 3 clusters Score -174424.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -174483.578125 Penalty: 770.969788 Iteration 17Q: 3 clusters Score -174483.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -174530.968750 Penalty: 770.969788 Iteration 18Q: 3 clusters Score -174531 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -174571.484375 Penalty: 770.969788 Iteration 19Q: 3 clusters Score -174571.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -174600.906250 Penalty: 770.969788 Iteration 20F: 3 clusters Score -174600.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -174637.500000 Penalty: 770.969788 Iteration 21Q: 3 clusters Score -174637.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -174683.109375 Penalty: 770.969788 Iteration 22Q: 3 clusters Score -174683.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -174717.062500 Penalty: 770.969788 Iteration 23Q: 3 clusters Score -174717.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -174747.234375 Penalty: 770.969788 Iteration 24Q: 3 clusters Score -174747.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -174770.296875 Penalty: 770.969788 Iteration 25Q: 3 clusters Score -174770.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -174784.953125 Penalty: 770.969788 Iteration 26Q: 3 clusters Score -174785 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -174805.234375 Penalty: 770.969788 Iteration 27Q: 3 clusters Score -174805.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -174820.953125 Penalty: 770.969788 Iteration 28Q: 3 clusters Score -174821 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -174835.593750 Penalty: 770.969788 Iteration 29Q: 3 clusters Score -174835.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -174843.062500 Penalty: 770.969788 Iteration 30Q: 3 clusters Score -174843.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -174846.640625 Penalty: 770.969788 Iteration 31Q: 3 clusters Score -174846.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -174848.687500 Penalty: 770.969788 Iteration 32Q: 3 clusters Score -174848.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -174848.906250 Penalty: 770.969788 Iteration 33Q: 3 clusters Score -174848.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -174849.046875 Penalty: 770.969788 Iteration 34Q: 3 clusters Score -174849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -174851.640625 Penalty: 770.969788 Iteration 35Q: 3 clusters Score -174851.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -174855.593750 Penalty: 770.969788 Iteration 36Q: 3 clusters Score -174855.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -174858.937500 Penalty: 770.969788 Iteration 37Q: 3 clusters Score -174858.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -174862.156250 Penalty: 770.969788 Iteration 38Q: 3 clusters Score -174862.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -174863.984375 Penalty: 770.969788 Iteration 39Q: 3 clusters Score -174864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -174865.250000 Penalty: 770.969788 Iteration 40F: 3 clusters Score -174865.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -174867.781250 Penalty: 770.969788 Iteration 41Q: 3 clusters Score -174867.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -174868.593750 Penalty: 770.969788 Iteration 42Q: 3 clusters Score -174868.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -174870.281250 Penalty: 770.969788 Iteration 43Q: 3 clusters Score -174870.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -174870.828125 Penalty: 770.969788 Iteration 44Q: 3 clusters Score -174870.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -174871.343750 Penalty: 770.969788 Iteration 45Q: 3 clusters Score -174871.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -174871.562500 Penalty: 770.969788 Iteration 46Q: 3 clusters Score -174871.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -174871.562500 Penalty: 770.969788 Iteration 47F: 3 clusters Score -174871.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (4924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Entering Unmasked Estep Score: -216141.000000 Penalty: 386.835388 Iteration 0F: 2 clusters Score -216141 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -212826.734375 Penalty: 773.670776 Iteration 0F: 3 clusters Score -212826.7 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -214243.203125 Penalty: 773.670776 Iteration 1F: 3 clusters Score -214243.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -214488.656250 Penalty: 773.670776 Iteration 2F: 3 clusters Score -214488.7 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -214726.390625 Penalty: 773.670776 Iteration 3F: 3 clusters Score -214726.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -214897.234375 Penalty: 773.670776 Iteration 4F: 3 clusters Score -214897.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -215027.312500 Penalty: 773.670776 Iteration 5Q: 3 clusters Score -215027.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -215144.640625 Penalty: 773.670776 Iteration 6Q: 3 clusters Score -215144.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -215253.984375 Penalty: 773.670776 Iteration 7Q: 3 clusters Score -215254 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -215350.359375 Penalty: 773.670776 Iteration 8Q: 3 clusters Score -215350.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -215427.406250 Penalty: 773.670776 Iteration 9Q: 3 clusters Score -215427.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -215501.218750 Penalty: 773.670776 Iteration 10Q: 3 clusters Score -215501.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -215558.078125 Penalty: 773.670776 Iteration 11Q: 3 clusters Score -215558.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -215592.218750 Penalty: 773.670776 Iteration 12Q: 3 clusters Score -215592.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -215624.093750 Penalty: 773.670776 Iteration 13Q: 3 clusters Score -215624.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -215649.156250 Penalty: 773.670776 Iteration 14Q: 3 clusters Score -215649.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -215667.093750 Penalty: 773.670776 Iteration 15Q: 3 clusters Score -215667.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -215679.125000 Penalty: 773.670776 Iteration 16Q: 3 clusters Score -215679.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -215691.656250 Penalty: 773.670776 Iteration 17Q: 3 clusters Score -215691.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -215705.671875 Penalty: 773.670776 Iteration 18Q: 3 clusters Score -215705.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -215722.671875 Penalty: 773.670776 Iteration 19Q: 3 clusters Score -215722.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -215745.625000 Penalty: 773.670776 Iteration 20F: 3 clusters Score -215745.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -215761.828125 Penalty: 773.670776 Iteration 21Q: 3 clusters Score -215761.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -215773.093750 Penalty: 773.670776 Iteration 22Q: 3 clusters Score -215773.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -215783.968750 Penalty: 773.670776 Iteration 23Q: 3 clusters Score -215784 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -215791.687500 Penalty: 773.670776 Iteration 24Q: 3 clusters Score -215791.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -215797.703125 Penalty: 773.670776 Iteration 25Q: 3 clusters Score -215797.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -215801.187500 Penalty: 773.670776 Iteration 26Q: 3 clusters Score -215801.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -215804.750000 Penalty: 773.670776 Iteration 27Q: 3 clusters Score -215804.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -215809.953125 Penalty: 773.670776 Iteration 28Q: 3 clusters Score -215810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -215813.000000 Penalty: 773.670776 Iteration 29Q: 3 clusters Score -215813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -215815.812500 Penalty: 773.670776 Iteration 30Q: 3 clusters Score -215815.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -215820.140625 Penalty: 773.670776 Iteration 31Q: 3 clusters Score -215820.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -215824.078125 Penalty: 773.670776 Iteration 32Q: 3 clusters Score -215824.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -215828.765625 Penalty: 773.670776 Iteration 33Q: 3 clusters Score -215828.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -215834.187500 Penalty: 773.670776 Iteration 34Q: 3 clusters Score -215834.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -215840.187500 Penalty: 773.670776 Iteration 35Q: 3 clusters Score -215840.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -215842.328125 Penalty: 773.670776 Iteration 36Q: 3 clusters Score -215842.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -215843.328125 Penalty: 773.670776 Iteration 37Q: 3 clusters Score -215843.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -215844.687500 Penalty: 773.670776 Iteration 38Q: 3 clusters Score -215844.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -215846.062500 Penalty: 773.670776 Iteration 39Q: 3 clusters Score -215846.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -215846.171875 Penalty: 773.670776 Iteration 40F: 3 clusters Score -215846.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -215846.500000 Penalty: 773.670776 Iteration 41Q: 3 clusters Score -215846.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -215847.343750 Penalty: 773.670776 Iteration 42Q: 3 clusters Score -215847.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -215847.421875 Penalty: 773.670776 Iteration 43Q: 3 clusters Score -215847.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -215848.750000 Penalty: 773.670776 Iteration 44Q: 3 clusters Score -215848.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -215849.296875 Penalty: 773.670776 Iteration 45Q: 3 clusters Score -215849.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -215849.281250 Penalty: 773.670776 Iteration 46Q: 3 clusters Score -215849.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -215849.281250 Penalty: 773.670776 Iteration 47F: 3 clusters Score -215849.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Entering Unmasked Estep Score: -52540.414062 Penalty: 326.449951 Iteration 0F: 2 clusters Score -52540.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -51534.753906 Penalty: 652.899902 Iteration 0F: 3 clusters Score -51534.75 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -51830.257812 Penalty: 652.899902 Iteration 1F: 3 clusters Score -51830.26 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -51913.664062 Penalty: 652.899902 Iteration 2F: 3 clusters Score -51913.66 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -51973.902344 Penalty: 652.899902 Iteration 3F: 3 clusters Score -51973.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -52013.546875 Penalty: 652.899902 Iteration 4F: 3 clusters Score -52013.55 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -52052.296875 Penalty: 652.899902 Iteration 5Q: 3 clusters Score -52052.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -52115.417969 Penalty: 652.899902 Iteration 6Q: 3 clusters Score -52115.42 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -52175.660156 Penalty: 652.899902 Iteration 7Q: 3 clusters Score -52175.66 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -52239.640625 Penalty: 652.899902 Iteration 8Q: 3 clusters Score -52239.64 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -52293.386719 Penalty: 652.899902 Iteration 9Q: 3 clusters Score -52293.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -52320.335938 Penalty: 652.899902 Iteration 10Q: 3 clusters Score -52320.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -52344.050781 Penalty: 652.899902 Iteration 11Q: 3 clusters Score -52344.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -52363.003906 Penalty: 652.899902 Iteration 12Q: 3 clusters Score -52363 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -52396.843750 Penalty: 652.899902 Iteration 13Q: 3 clusters Score -52396.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -52446.292969 Penalty: 652.899902 Iteration 14Q: 3 clusters Score -52446.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -52481.503906 Penalty: 652.899902 Iteration 15Q: 3 clusters Score -52481.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -52503.339844 Penalty: 652.899902 Iteration 16Q: 3 clusters Score -52503.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52514.554688 Penalty: 652.899902 Iteration 17Q: 3 clusters Score -52514.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -52518.878906 Penalty: 652.899902 Iteration 18Q: 3 clusters Score -52518.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -52519.816406 Penalty: 652.899902 Iteration 19Q: 3 clusters Score -52519.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -52519.816406 Penalty: 652.899902 Iteration 20F: 3 clusters Score -52519.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Entering Unmasked Estep Score: -131958.750000 Penalty: 358.936279 Iteration 0F: 2 clusters Score -131958.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -130055.273438 Penalty: 717.872559 Iteration 0F: 3 clusters Score -130055.3 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -130709.125000 Penalty: 717.872559 Iteration 1F: 3 clusters Score -130709.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -130825.929688 Penalty: 717.872559 Iteration 2F: 3 clusters Score -130825.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -130939.953125 Penalty: 717.872559 Iteration 3F: 3 clusters Score -130940 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -131064.671875 Penalty: 717.872559 Iteration 4F: 3 clusters Score -131064.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -131195.328125 Penalty: 717.872559 Iteration 5F: 3 clusters Score -131195.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -131308.937500 Penalty: 717.872559 Iteration 6F: 3 clusters Score -131308.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -131385.093750 Penalty: 717.872559 Iteration 7Q: 3 clusters Score -131385.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -131450.203125 Penalty: 717.872559 Iteration 8Q: 3 clusters Score -131450.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -131509.968750 Penalty: 717.872559 Iteration 9Q: 3 clusters Score -131510 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -131559.062500 Penalty: 717.872559 Iteration 10Q: 3 clusters Score -131559.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -131593.093750 Penalty: 717.872559 Iteration 11Q: 3 clusters Score -131593.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -131628.421875 Penalty: 717.872559 Iteration 12Q: 3 clusters Score -131628.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -131645.500000 Penalty: 717.872559 Iteration 13Q: 3 clusters Score -131645.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -131654.703125 Penalty: 717.872559 Iteration 14Q: 3 clusters Score -131654.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -131661.765625 Penalty: 717.872559 Iteration 15Q: 3 clusters Score -131661.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -131663.125000 Penalty: 717.872559 Iteration 16Q: 3 clusters Score -131663.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -131663.734375 Penalty: 717.872559 Iteration 17Q: 3 clusters Score -131663.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -131663.734375 Penalty: 717.872559 Iteration 18F: 3 clusters Score -131663.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (82305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82305 members Entering Unmasked Estep Score: -3759251.750000 Penalty: 514.977478 Iteration 0F: 2 clusters Score -3759252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41116 members Mstep: Class 2 contains 41189 members Entering Unmasked Estep Score: -3703626.500000 Penalty: 1029.954956 Iteration 0F: 3 clusters Score -3703626 nChanged 40150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45742 members Mstep: Class 2 contains 36563 members Entering Unmasked Estep Score: -3731351.250000 Penalty: 1029.954956 Iteration 1F: 3 clusters Score -3731351 nChanged 5205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47895 members Mstep: Class 2 contains 34410 members Entering Unmasked Estep Score: -3733929.000000 Penalty: 1029.954956 Iteration 2F: 3 clusters Score -3733929 nChanged 5098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50371 members Mstep: Class 2 contains 31934 members Entering Unmasked Estep Score: -3736487.000000 Penalty: 1029.954956 Iteration 3F: 3 clusters Score -3736487 nChanged 4691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53036 members Mstep: Class 2 contains 29269 members Entering Unmasked Estep Score: -3738730.750000 Penalty: 1029.954956 Iteration 4F: 3 clusters Score -3738731 nChanged 4205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55897 members Mstep: Class 2 contains 26408 members Entering Unmasked Estep Score: -3740678.000000 Penalty: 1029.954956 Iteration 5F: 3 clusters Score -3740678 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58963 members Mstep: Class 2 contains 23342 members Entering Unmasked Estep Score: -3742453.500000 Penalty: 1029.954956 Iteration 6Q: 3 clusters Score -3742454 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62195 members Mstep: Class 2 contains 20110 members Entering Unmasked Estep Score: -3744252.000000 Penalty: 1029.954956 Iteration 7Q: 3 clusters Score -3744252 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65725 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -3746573.000000 Penalty: 1029.954956 Iteration 8Q: 3 clusters Score -3746573 nChanged 3649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69374 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -3749468.500000 Penalty: 1029.954956 Iteration 9Q: 3 clusters Score -3749468 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72685 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -3752507.000000 Penalty: 1029.954956 Iteration 10Q: 3 clusters Score -3752507 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75182 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -3754885.750000 Penalty: 1029.954956 Iteration 11Q: 3 clusters Score -3754886 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76806 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -3756284.250000 Penalty: 1029.954956 Iteration 12Q: 3 clusters Score -3756284 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77873 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -3757089.750000 Penalty: 1029.954956 Iteration 13Q: 3 clusters Score -3757090 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78622 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -3757597.750000 Penalty: 1029.954956 Iteration 14Q: 3 clusters Score -3757598 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79232 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -3757937.250000 Penalty: 1029.954956 Iteration 15Q: 3 clusters Score -3757937 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79715 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -3758153.250000 Penalty: 1029.954956 Iteration 16Q: 3 clusters Score -3758153 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80092 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -3758296.500000 Penalty: 1029.954956 Iteration 17Q: 3 clusters Score -3758296 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80407 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -3758438.250000 Penalty: 1029.954956 Iteration 18Q: 3 clusters Score -3758438 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80663 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3758562.000000 Penalty: 1029.954956 Iteration 19Q: 3 clusters Score -3758562 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80869 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -3758645.500000 Penalty: 1029.954956 Iteration 20F: 3 clusters Score -3758646 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81057 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -3758722.750000 Penalty: 1029.954956 Iteration 21Q: 3 clusters Score -3758723 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81195 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3758776.500000 Penalty: 1029.954956 Iteration 22Q: 3 clusters Score -3758776 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81302 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -3758823.250000 Penalty: 1029.954956 Iteration 23Q: 3 clusters Score -3758823 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81396 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -3758845.000000 Penalty: 1029.954956 Iteration 24Q: 3 clusters Score -3758845 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81481 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -3758868.500000 Penalty: 1029.954956 Iteration 25Q: 3 clusters Score -3758868 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81561 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -3758895.000000 Penalty: 1029.954956 Iteration 26Q: 3 clusters Score -3758895 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81617 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3758916.000000 Penalty: 1029.954956 Iteration 27Q: 3 clusters Score -3758916 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81656 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -3758928.000000 Penalty: 1029.954956 Iteration 28Q: 3 clusters Score -3758928 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81691 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -3758934.750000 Penalty: 1029.954956 Iteration 29Q: 3 clusters Score -3758935 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81718 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3758945.500000 Penalty: 1029.954956 Iteration 30Q: 3 clusters Score -3758946 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81742 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -3758948.000000 Penalty: 1029.954956 Iteration 31Q: 3 clusters Score -3758948 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81756 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -3758949.000000 Penalty: 1029.954956 Iteration 32Q: 3 clusters Score -3758949 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81772 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -3758949.750000 Penalty: 1029.954956 Iteration 33Q: 3 clusters Score -3758950 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81783 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -3758951.500000 Penalty: 1029.954956 Iteration 34Q: 3 clusters Score -3758952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81797 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -3758947.000000 Penalty: 1029.954956 Iteration 35Q: 3 clusters Score -3758947 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81802 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -3758954.500000 Penalty: 1029.954956 Iteration 36Q: 3 clusters Score -3758954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81805 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -3758953.750000 Penalty: 1029.954956 Iteration 37Q: 3 clusters Score -3758954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81807 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -3758950.750000 Penalty: 1029.954956 Iteration 38Q: 3 clusters Score -3758951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81807 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -3758952.500000 Penalty: 1029.954956 Iteration 39Q: 3 clusters Score -3758952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81806 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -3758954.250000 Penalty: 1029.954956 Iteration 40F: 3 clusters Score -3758954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81806 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -3758958.250000 Penalty: 1029.954956 Iteration 41Q: 3 clusters Score -3758958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81806 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -3758957.750000 Penalty: 1029.954956 Iteration 42Q: 3 clusters Score -3758958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81806 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -3758957.750000 Penalty: 1029.954956 Iteration 43F: 3 clusters Score -3758958 nChanged 0 20->30 Clusters: Score -8692637.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 205096 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 10362 members Mstep: Class 3 contains 10232 members Mstep: Class 4 contains 10260 members Mstep: Class 5 contains 10168 members Mstep: Class 6 contains 10294 members Mstep: Class 7 contains 10149 members Mstep: Class 8 contains 10146 members Mstep: Class 9 contains 10329 members Mstep: Class 10 contains 10266 members Mstep: Class 11 contains 10142 members Mstep: Class 12 contains 10275 members Mstep: Class 13 contains 10328 members Mstep: Class 14 contains 10255 members Mstep: Class 15 contains 10316 members Mstep: Class 16 contains 10358 members Mstep: Class 17 contains 10196 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 10313 members Mstep: Class 20 contains 10073 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 61.127220 but Gain 556.521484 Score: -7569759.000000 Penalty: 10573.901367 Iteration 0F: 20 clusters Score -7569759 nChanged 194791 Entering Unmasked Mstep Mstep: Class 0 contains 606 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2056 members Mstep: Class 3 contains 3318 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 1460 members Mstep: Class 7 contains 661 members Mstep: Class 8 contains 476 members Mstep: Class 9 contains 3750 members Mstep: Class 10 contains 150590 members Mstep: Class 11 contains 2508 members Mstep: Class 12 contains 11895 members Mstep: Class 13 contains 1050 members Mstep: Class 14 contains 1240 members Mstep: Class 15 contains 3844 members Mstep: Class 16 contains 351 members Mstep: Class 17 contains 14293 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1496 members Mstep: Class 20 contains 1547 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 525.970825 but Gain 556.521484 Score: -8403002.000000 Penalty: 10017.379883 Iteration 1F: 19 clusters Score -8403002 nChanged 34371 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1683 members Mstep: Class 3 contains 5367 members Mstep: Class 4 contains 2896 members Mstep: Class 5 contains 1299 members Mstep: Class 7 contains 532 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 161299 members Mstep: Class 11 contains 1142 members Mstep: Class 12 contains 8691 members Mstep: Class 14 contains 1447 members Mstep: Class 15 contains 2486 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 6602 members Mstep: Class 18 contains 661 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 2378 members Entering Unmasked Estep ConsiderDeletion Score: -8462620.000000 Penalty: 10017.379883 Iteration 2F: 19 clusters Score -8462620 nChanged 15054 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1655 members Mstep: Class 3 contains 6448 members Mstep: Class 4 contains 3509 members Mstep: Class 5 contains 1233 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 605 members Mstep: Class 9 contains 6902 members Mstep: Class 10 contains 162314 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 8144 members Mstep: Class 14 contains 1873 members Mstep: Class 15 contains 2678 members Mstep: Class 16 contains 371 members Mstep: Class 17 contains 2973 members Mstep: Class 18 contains 787 members Mstep: Class 19 contains 863 members Mstep: Class 20 contains 2839 members Entering Unmasked Estep ConsiderDeletion Score: -8485954.000000 Penalty: 10017.379883 Iteration 3F: 19 clusters Score -8485954 nChanged 11306 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 6799 members Mstep: Class 4 contains 4134 members Mstep: Class 5 contains 1264 members Mstep: Class 7 contains 1239 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 7246 members Mstep: Class 10 contains 158525 members Mstep: Class 11 contains 647 members Mstep: Class 12 contains 10502 members Mstep: Class 14 contains 2076 members Mstep: Class 15 contains 2954 members Mstep: Class 16 contains 327 members Mstep: Class 17 contains 1915 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 872 members Mstep: Class 20 contains 3084 members Entering Unmasked Estep ConsiderDeletion Score: -8514118.000000 Penalty: 10017.379883 Iteration 4F: 19 clusters Score -8514118 nChanged 11866 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1968 members Mstep: Class 3 contains 7039 members Mstep: Class 4 contains 4829 members Mstep: Class 5 contains 1281 members Mstep: Class 7 contains 1721 members Mstep: Class 8 contains 298 members Mstep: Class 9 contains 7434 members Mstep: Class 10 contains 151611 members Mstep: Class 11 contains 548 members Mstep: Class 12 contains 15720 members Mstep: Class 14 contains 2096 members Mstep: Class 15 contains 3188 members Mstep: Class 16 contains 276 members Mstep: Class 17 contains 1528 members Mstep: Class 18 contains 1022 members Mstep: Class 19 contains 887 members Mstep: Class 20 contains 3268 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 554.094666 but Gain 556.520508 Score: -8535228.000000 Penalty: 9460.859375 Iteration 5F: 18 clusters Score -8535228 nChanged 8631 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2208 members Mstep: Class 3 contains 7246 members Mstep: Class 4 contains 5302 members Mstep: Class 5 contains 1230 members Mstep: Class 7 contains 1896 members Mstep: Class 8 contains 330 members Mstep: Class 9 contains 7688 members Mstep: Class 10 contains 147169 members Mstep: Class 12 contains 19043 members Mstep: Class 14 contains 2029 members Mstep: Class 15 contains 3405 members Mstep: Class 16 contains 241 members Mstep: Class 17 contains 1319 members Mstep: Class 18 contains 1147 members Mstep: Class 19 contains 919 members Mstep: Class 20 contains 3531 members Entering Unmasked Estep ConsiderDeletion Score: -8542376.000000 Penalty: 9460.859375 Iteration 6Q: 18 clusters Score -8542376 nChanged 5199 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2260 members Mstep: Class 3 contains 7399 members Mstep: Class 4 contains 5591 members Mstep: Class 5 contains 1158 members Mstep: Class 7 contains 1942 members Mstep: Class 8 contains 385 members Mstep: Class 9 contains 7660 members Mstep: Class 10 contains 144451 members Mstep: Class 12 contains 21050 members Mstep: Class 14 contains 1965 members Mstep: Class 15 contains 3611 members Mstep: Class 16 contains 187 members Mstep: Class 17 contains 1184 members Mstep: Class 18 contains 1235 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 3719 members Entering Unmasked Estep ConsiderDeletion Score: -8545209.000000 Penalty: 9460.859375 Iteration 7Q: 18 clusters Score -8545209 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2296 members Mstep: Class 3 contains 7533 members Mstep: Class 4 contains 5795 members Mstep: Class 5 contains 1110 members Mstep: Class 7 contains 1960 members Mstep: Class 8 contains 419 members Mstep: Class 9 contains 7575 members Mstep: Class 10 contains 142200 members Mstep: Class 12 contains 22768 members Mstep: Class 14 contains 1906 members Mstep: Class 15 contains 3782 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1092 members Mstep: Class 18 contains 1331 members Mstep: Class 19 contains 890 members Mstep: Class 20 contains 3907 members Entering Unmasked Estep ConsiderDeletion Score: -8547062.000000 Penalty: 9460.859375 Iteration 8Q: 18 clusters Score -8547062 nChanged 3525 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2337 members Mstep: Class 3 contains 7587 members Mstep: Class 4 contains 5927 members Mstep: Class 5 contains 1059 members Mstep: Class 7 contains 1972 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 7471 members Mstep: Class 10 contains 140265 members Mstep: Class 12 contains 24290 members Mstep: Class 14 contains 1852 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 108 members Mstep: Class 17 contains 1014 members Mstep: Class 18 contains 1400 members Mstep: Class 19 contains 889 members Mstep: Class 20 contains 4101 members Entering Unmasked Estep ConsiderDeletion Score: -8548472.000000 Penalty: 9460.859375 Iteration 9Q: 18 clusters Score -8548472 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2392 members Mstep: Class 3 contains 7596 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 996 members Mstep: Class 7 contains 1977 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 7393 members Mstep: Class 10 contains 138505 members Mstep: Class 12 contains 25714 members Mstep: Class 14 contains 1832 members Mstep: Class 15 contains 4134 members Mstep: Class 16 contains 99 members Mstep: Class 17 contains 939 members Mstep: Class 18 contains 1473 members Mstep: Class 19 contains 896 members Mstep: Class 20 contains 4262 members Entering Unmasked Estep ConsiderDeletion Score: -8549716.000000 Penalty: 9460.859375 Iteration 10Q: 18 clusters Score -8549716 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 7594 members Mstep: Class 4 contains 6138 members Mstep: Class 5 contains 923 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 511 members Mstep: Class 9 contains 7301 members Mstep: Class 10 contains 136823 members Mstep: Class 12 contains 27139 members Mstep: Class 14 contains 1817 members Mstep: Class 15 contains 4254 members Mstep: Class 16 contains 99 members Mstep: Class 17 contains 885 members Mstep: Class 18 contains 1540 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 4380 members Entering Unmasked Estep ConsiderDeletion Score: -8550692.000000 Penalty: 9460.859375 Iteration 11Q: 18 clusters Score -8550692 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 2489 members Mstep: Class 3 contains 7574 members Mstep: Class 4 contains 6207 members Mstep: Class 5 contains 846 members Mstep: Class 7 contains 1988 members Mstep: Class 8 contains 534 members Mstep: Class 9 contains 7215 members Mstep: Class 10 contains 135074 members Mstep: Class 12 contains 28694 members Mstep: Class 14 contains 1827 members Mstep: Class 15 contains 4353 members Mstep: Class 16 contains 93 members Mstep: Class 17 contains 837 members Mstep: Class 18 contains 1584 members Mstep: Class 19 contains 924 members Mstep: Class 20 contains 4503 members Entering Unmasked Estep ConsiderDeletion Score: -8551750.000000 Penalty: 9460.859375 Iteration 12Q: 18 clusters Score -8551750 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2519 members Mstep: Class 3 contains 7531 members Mstep: Class 4 contains 6263 members Mstep: Class 5 contains 781 members Mstep: Class 7 contains 1990 members Mstep: Class 8 contains 551 members Mstep: Class 9 contains 7151 members Mstep: Class 10 contains 133199 members Mstep: Class 12 contains 30433 members Mstep: Class 14 contains 1838 members Mstep: Class 15 contains 4415 members Mstep: Class 16 contains 94 members Mstep: Class 17 contains 796 members Mstep: Class 18 contains 1616 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 4615 members Entering Unmasked Estep ConsiderDeletion Score: -8552944.000000 Penalty: 9460.859375 Iteration 13Q: 18 clusters Score -8552944 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2553 members Mstep: Class 3 contains 7486 members Mstep: Class 4 contains 6288 members Mstep: Class 5 contains 731 members Mstep: Class 7 contains 1992 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 7083 members Mstep: Class 10 contains 131053 members Mstep: Class 12 contains 32493 members Mstep: Class 14 contains 1857 members Mstep: Class 15 contains 4433 members Mstep: Class 16 contains 93 members Mstep: Class 17 contains 753 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 1012 members Mstep: Class 20 contains 4732 members Entering Unmasked Estep ConsiderDeletion Score: -8554470.000000 Penalty: 9460.859375 Iteration 14Q: 18 clusters Score -8554470 nChanged 3657 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2597 members Mstep: Class 3 contains 7422 members Mstep: Class 4 contains 6301 members Mstep: Class 5 contains 688 members Mstep: Class 7 contains 1990 members Mstep: Class 8 contains 579 members Mstep: Class 9 contains 7011 members Mstep: Class 10 contains 128435 members Mstep: Class 12 contains 35069 members Mstep: Class 14 contains 1868 members Mstep: Class 15 contains 4453 members Mstep: Class 16 contains 94 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1671 members Mstep: Class 19 contains 1038 members Mstep: Class 20 contains 4836 members Entering Unmasked Estep ConsiderDeletion Score: -8556302.000000 Penalty: 9460.859375 Iteration 15Q: 18 clusters Score -8556302 nChanged 4079 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2656 members Mstep: Class 3 contains 7364 members Mstep: Class 4 contains 6297 members Mstep: Class 5 contains 655 members Mstep: Class 7 contains 1997 members Mstep: Class 8 contains 592 members Mstep: Class 9 contains 6937 members Mstep: Class 10 contains 125502 members Mstep: Class 12 contains 37996 members Mstep: Class 14 contains 1893 members Mstep: Class 15 contains 4424 members Mstep: Class 16 contains 95 members Mstep: Class 17 contains 694 members Mstep: Class 18 contains 1673 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 4927 members Entering Unmasked Estep ConsiderDeletion Score: -8558238.000000 Penalty: 9460.859375 Iteration 16Q: 18 clusters Score -8558238 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2706 members Mstep: Class 3 contains 7287 members Mstep: Class 4 contains 6297 members Mstep: Class 5 contains 628 members Mstep: Class 7 contains 1995 members Mstep: Class 8 contains 604 members Mstep: Class 9 contains 6875 members Mstep: Class 10 contains 122516 members Mstep: Class 12 contains 41012 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 4355 members Mstep: Class 16 contains 94 members Mstep: Class 17 contains 664 members Mstep: Class 18 contains 1679 members Mstep: Class 19 contains 1165 members Mstep: Class 20 contains 5016 members Entering Unmasked Estep ConsiderDeletion Score: -8560011.000000 Penalty: 9460.859375 Iteration 17Q: 18 clusters Score -8560011 nChanged 4063 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 7214 members Mstep: Class 4 contains 6302 members Mstep: Class 5 contains 605 members Mstep: Class 7 contains 2001 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 6795 members Mstep: Class 10 contains 119668 members Mstep: Class 12 contains 43865 members Mstep: Class 14 contains 1908 members Mstep: Class 15 contains 4277 members Mstep: Class 16 contains 94 members Mstep: Class 17 contains 631 members Mstep: Class 18 contains 1672 members Mstep: Class 19 contains 1296 members Mstep: Class 20 contains 5097 members Entering Unmasked Estep ConsiderDeletion Score: -8561478.000000 Penalty: 9460.859375 Iteration 18Q: 18 clusters Score -8561478 nChanged 3777 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2764 members Mstep: Class 3 contains 7123 members Mstep: Class 4 contains 6303 members Mstep: Class 5 contains 593 members Mstep: Class 7 contains 1990 members Mstep: Class 8 contains 629 members Mstep: Class 9 contains 6713 members Mstep: Class 10 contains 117102 members Mstep: Class 12 contains 46488 members Mstep: Class 14 contains 1934 members Mstep: Class 15 contains 4175 members Mstep: Class 16 contains 93 members Mstep: Class 17 contains 604 members Mstep: Class 18 contains 1651 members Mstep: Class 19 contains 1461 members Mstep: Class 20 contains 5153 members Entering Unmasked Estep ConsiderDeletion Score: -8562780.000000 Penalty: 9460.859375 Iteration 19Q: 18 clusters Score -8562780 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 7052 members Mstep: Class 4 contains 6311 members Mstep: Class 5 contains 587 members Mstep: Class 7 contains 1977 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 6656 members Mstep: Class 10 contains 114679 members Mstep: Class 12 contains 48904 members Mstep: Class 14 contains 1960 members Mstep: Class 15 contains 4070 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 1630 members Mstep: Class 19 contains 1635 members Mstep: Class 20 contains 5187 members Entering Unmasked Estep ConsiderDeletion Score: -8565955.000000 Penalty: 9460.859375 Iteration 20F: 18 clusters Score -8565955 nChanged 5210 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2838 members Mstep: Class 3 contains 6984 members Mstep: Class 4 contains 6305 members Mstep: Class 5 contains 574 members Mstep: Class 7 contains 1951 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 6599 members Mstep: Class 10 contains 110654 members Mstep: Class 12 contains 52937 members Mstep: Class 14 contains 2019 members Mstep: Class 15 contains 3947 members Mstep: Class 16 contains 114 members Mstep: Class 17 contains 579 members Mstep: Class 18 contains 1593 members Mstep: Class 19 contains 1832 members Mstep: Class 20 contains 5192 members Entering Unmasked Estep ConsiderDeletion Score: -8568766.000000 Penalty: 9460.859375 Iteration 21Q: 18 clusters Score -8568766 nChanged 5201 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2861 members Mstep: Class 3 contains 6905 members Mstep: Class 4 contains 6357 members Mstep: Class 5 contains 572 members Mstep: Class 7 contains 1946 members Mstep: Class 8 contains 668 members Mstep: Class 9 contains 6551 members Mstep: Class 10 contains 106693 members Mstep: Class 12 contains 56776 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 3841 members Mstep: Class 16 contains 123 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 1572 members Mstep: Class 19 contains 2019 members Mstep: Class 20 contains 5218 members Entering Unmasked Estep ConsiderDeletion Score: -8571073.000000 Penalty: 9460.859375 Iteration 22Q: 18 clusters Score -8571073 nChanged 5190 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2889 members Mstep: Class 3 contains 6807 members Mstep: Class 4 contains 6463 members Mstep: Class 5 contains 568 members Mstep: Class 7 contains 1939 members Mstep: Class 8 contains 685 members Mstep: Class 9 contains 6493 members Mstep: Class 10 contains 102616 members Mstep: Class 12 contains 60628 members Mstep: Class 14 contains 2173 members Mstep: Class 15 contains 3842 members Mstep: Class 16 contains 127 members Mstep: Class 17 contains 564 members Mstep: Class 18 contains 1545 members Mstep: Class 19 contains 2189 members Mstep: Class 20 contains 5232 members Entering Unmasked Estep ConsiderDeletion Score: -8573097.000000 Penalty: 9460.859375 Iteration 23Q: 18 clusters Score -8573097 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 6697 members Mstep: Class 4 contains 6618 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 1927 members Mstep: Class 8 contains 696 members Mstep: Class 9 contains 6450 members Mstep: Class 10 contains 98652 members Mstep: Class 12 contains 64349 members Mstep: Class 14 contains 2261 members Mstep: Class 15 contains 3879 members Mstep: Class 16 contains 127 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 1527 members Mstep: Class 19 contains 2305 members Mstep: Class 20 contains 5245 members Entering Unmasked Estep ConsiderDeletion Score: -8575016.000000 Penalty: 9460.859375 Iteration 24Q: 18 clusters Score -8575016 nChanged 5160 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2912 members Mstep: Class 3 contains 6573 members Mstep: Class 4 contains 6821 members Mstep: Class 5 contains 565 members Mstep: Class 7 contains 1915 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 6424 members Mstep: Class 10 contains 94537 members Mstep: Class 12 contains 68121 members Mstep: Class 14 contains 2359 members Mstep: Class 15 contains 3935 members Mstep: Class 16 contains 126 members Mstep: Class 17 contains 548 members Mstep: Class 18 contains 1503 members Mstep: Class 19 contains 2434 members Mstep: Class 20 contains 5267 members Entering Unmasked Estep ConsiderDeletion Score: -8577107.000000 Penalty: 9460.859375 Iteration 25Q: 18 clusters Score -8577107 nChanged 5151 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2939 members Mstep: Class 3 contains 6445 members Mstep: Class 4 contains 7090 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 1902 members Mstep: Class 8 contains 712 members Mstep: Class 9 contains 6406 members Mstep: Class 10 contains 90389 members Mstep: Class 12 contains 71905 members Mstep: Class 14 contains 2441 members Mstep: Class 15 contains 4010 members Mstep: Class 16 contains 124 members Mstep: Class 17 contains 540 members Mstep: Class 18 contains 1462 members Mstep: Class 19 contains 2529 members Mstep: Class 20 contains 5281 members Entering Unmasked Estep ConsiderDeletion Score: -8579136.000000 Penalty: 9460.859375 Iteration 26Q: 18 clusters Score -8579136 nChanged 5116 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2977 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 7393 members Mstep: Class 5 contains 564 members Mstep: Class 7 contains 1901 members Mstep: Class 8 contains 717 members Mstep: Class 9 contains 6391 members Mstep: Class 10 contains 86233 members Mstep: Class 12 contains 75573 members Mstep: Class 14 contains 2550 members Mstep: Class 15 contains 4114 members Mstep: Class 16 contains 123 members Mstep: Class 17 contains 550 members Mstep: Class 18 contains 1408 members Mstep: Class 19 contains 2614 members Mstep: Class 20 contains 5307 members Entering Unmasked Estep ConsiderDeletion Score: -8581230.000000 Penalty: 9460.859375 Iteration 27Q: 18 clusters Score -8581230 nChanged 4977 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 6224 members Mstep: Class 4 contains 7721 members Mstep: Class 5 contains 563 members Mstep: Class 7 contains 1894 members Mstep: Class 8 contains 719 members Mstep: Class 9 contains 6366 members Mstep: Class 10 contains 82279 members Mstep: Class 12 contains 79048 members Mstep: Class 14 contains 2663 members Mstep: Class 15 contains 4211 members Mstep: Class 16 contains 125 members Mstep: Class 17 contains 554 members Mstep: Class 18 contains 1356 members Mstep: Class 19 contains 2692 members Mstep: Class 20 contains 5326 members Entering Unmasked Estep ConsiderDeletion Score: -8583046.000000 Penalty: 9460.859375 Iteration 28Q: 18 clusters Score -8583046 nChanged 4689 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 3031 members Mstep: Class 3 contains 6145 members Mstep: Class 4 contains 8083 members Mstep: Class 5 contains 562 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 6371 members Mstep: Class 10 contains 78450 members Mstep: Class 12 contains 82267 members Mstep: Class 14 contains 2804 members Mstep: Class 15 contains 4315 members Mstep: Class 16 contains 125 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 1307 members Mstep: Class 19 contains 2774 members Mstep: Class 20 contains 5336 members Entering Unmasked Estep ConsiderDeletion Score: -8584800.000000 Penalty: 9460.859375 Iteration 29Q: 18 clusters Score -8584800 nChanged 4541 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3064 members Mstep: Class 3 contains 6064 members Mstep: Class 4 contains 8476 members Mstep: Class 5 contains 556 members Mstep: Class 7 contains 1877 members Mstep: Class 8 contains 724 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 74810 members Mstep: Class 12 contains 85249 members Mstep: Class 14 contains 2948 members Mstep: Class 15 contains 4427 members Mstep: Class 16 contains 125 members Mstep: Class 17 contains 594 members Mstep: Class 18 contains 1265 members Mstep: Class 19 contains 2836 members Mstep: Class 20 contains 5364 members Entering Unmasked Estep ConsiderDeletion Score: -8586265.000000 Penalty: 9460.859375 Iteration 30Q: 18 clusters Score -8586265 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3075 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 8904 members Mstep: Class 5 contains 554 members Mstep: Class 7 contains 1875 members Mstep: Class 8 contains 728 members Mstep: Class 9 contains 6333 members Mstep: Class 10 contains 71454 members Mstep: Class 12 contains 87976 members Mstep: Class 14 contains 3069 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 125 members Mstep: Class 17 contains 608 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 2872 members Mstep: Class 20 contains 5402 members Entering Unmasked Estep ConsiderDeletion Score: -8587639.000000 Penalty: 9460.859375 Iteration 31Q: 18 clusters Score -8587639 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 5853 members Mstep: Class 4 contains 9319 members Mstep: Class 5 contains 552 members Mstep: Class 7 contains 1880 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 6321 members Mstep: Class 10 contains 68269 members Mstep: Class 12 contains 90517 members Mstep: Class 14 contains 3178 members Mstep: Class 15 contains 4708 members Mstep: Class 16 contains 125 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 1192 members Mstep: Class 19 contains 2914 members Mstep: Class 20 contains 5454 members Entering Unmasked Estep ConsiderDeletion Score: -8588776.000000 Penalty: 9460.859375 Iteration 32Q: 18 clusters Score -8588776 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 5742 members Mstep: Class 4 contains 9743 members Mstep: Class 5 contains 552 members Mstep: Class 7 contains 1878 members Mstep: Class 8 contains 736 members Mstep: Class 9 contains 6340 members Mstep: Class 10 contains 65326 members Mstep: Class 12 contains 92828 members Mstep: Class 14 contains 3290 members Mstep: Class 15 contains 4815 members Mstep: Class 16 contains 126 members Mstep: Class 17 contains 681 members Mstep: Class 18 contains 1157 members Mstep: Class 19 contains 2936 members Mstep: Class 20 contains 5498 members Entering Unmasked Estep ConsiderDeletion Score: -8589891.000000 Penalty: 9460.859375 Iteration 33Q: 18 clusters Score -8589891 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3071 members Mstep: Class 3 contains 5658 members Mstep: Class 4 contains 10196 members Mstep: Class 5 contains 551 members Mstep: Class 7 contains 1877 members Mstep: Class 8 contains 741 members Mstep: Class 9 contains 6353 members Mstep: Class 10 contains 62620 members Mstep: Class 12 contains 94858 members Mstep: Class 14 contains 3429 members Mstep: Class 15 contains 4950 members Mstep: Class 16 contains 126 members Mstep: Class 17 contains 726 members Mstep: Class 18 contains 1120 members Mstep: Class 19 contains 2933 members Mstep: Class 20 contains 5524 members Entering Unmasked Estep ConsiderDeletion Score: -8590988.000000 Penalty: 9460.859375 Iteration 34Q: 18 clusters Score -8590988 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3051 members Mstep: Class 3 contains 5591 members Mstep: Class 4 contains 10663 members Mstep: Class 5 contains 551 members Mstep: Class 7 contains 1876 members Mstep: Class 8 contains 744 members Mstep: Class 9 contains 6383 members Mstep: Class 10 contains 60178 members Mstep: Class 12 contains 96609 members Mstep: Class 14 contains 3559 members Mstep: Class 15 contains 5094 members Mstep: Class 16 contains 126 members Mstep: Class 17 contains 769 members Mstep: Class 18 contains 1074 members Mstep: Class 19 contains 2920 members Mstep: Class 20 contains 5544 members Entering Unmasked Estep ConsiderDeletion Score: -8591926.000000 Penalty: 9460.859375 Iteration 35Q: 18 clusters Score -8591926 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3042 members Mstep: Class 3 contains 5528 members Mstep: Class 4 contains 11128 members Mstep: Class 5 contains 552 members Mstep: Class 7 contains 1874 members Mstep: Class 8 contains 750 members Mstep: Class 9 contains 6394 members Mstep: Class 10 contains 58051 members Mstep: Class 12 contains 98022 members Mstep: Class 14 contains 3700 members Mstep: Class 15 contains 5215 members Mstep: Class 16 contains 126 members Mstep: Class 17 contains 853 members Mstep: Class 18 contains 1062 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 5566 members Entering Unmasked Estep ConsiderDeletion Score: -8592862.000000 Penalty: 9460.859375 Iteration 36Q: 18 clusters Score -8592862 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3051 members Mstep: Class 3 contains 5462 members Mstep: Class 4 contains 11577 members Mstep: Class 5 contains 552 members Mstep: Class 7 contains 1872 members Mstep: Class 8 contains 754 members Mstep: Class 9 contains 6399 members Mstep: Class 10 contains 56212 members Mstep: Class 12 contains 99071 members Mstep: Class 14 contains 3850 members Mstep: Class 15 contains 5355 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 979 members Mstep: Class 18 contains 1055 members Mstep: Class 19 contains 2818 members Mstep: Class 20 contains 5601 members Entering Unmasked Estep ConsiderDeletion Score: -8593884.000000 Penalty: 9460.859375 Iteration 37Q: 18 clusters Score -8593884 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3066 members Mstep: Class 3 contains 5414 members Mstep: Class 4 contains 12072 members Mstep: Class 5 contains 550 members Mstep: Class 7 contains 1872 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 6402 members Mstep: Class 10 contains 54564 members Mstep: Class 12 contains 99855 members Mstep: Class 14 contains 3988 members Mstep: Class 15 contains 5459 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1160 members Mstep: Class 18 contains 1060 members Mstep: Class 19 contains 2756 members Mstep: Class 20 contains 5628 members Entering Unmasked Estep ConsiderDeletion Score: -8595126.000000 Penalty: 9460.859375 Iteration 38Q: 18 clusters Score -8595126 nChanged 2619 Entering ConstructFrom: Score: -8595126.000000 Penalty: 9460.859375 Entering ConstructFrom: Trying to split cluster 1 (311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Entering Unmasked Estep Score: -9230.060547 Penalty: 261.160583 Iteration 0F: 2 clusters Score -9230.061 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -8884.523438 Penalty: 522.321167 Iteration 0F: 3 clusters Score -8884.523 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -9048.367188 Penalty: 522.321167 Iteration 1F: 3 clusters Score -9048.367 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9096.701172 Penalty: 522.321167 Iteration 2F: 3 clusters Score -9096.701 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -9109.501953 Penalty: 522.321167 Iteration 3Q: 3 clusters Score -9109.502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -9117.176758 Penalty: 522.321167 Iteration 4Q: 3 clusters Score -9117.177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9120.500977 Penalty: 522.321167 Iteration 5Q: 3 clusters Score -9120.501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9121.514648 Penalty: 522.321167 Iteration 6Q: 3 clusters Score -9121.515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9121.514648 Penalty: 522.321167 Iteration 7F: 3 clusters Score -9121.515 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Entering Unmasked Estep Score: -106265.515625 Penalty: 365.472382 Iteration 0F: 2 clusters Score -106265.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -104148.632812 Penalty: 730.944763 Iteration 0F: 3 clusters Score -104148.6 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -105029.703125 Penalty: 730.944763 Iteration 1F: 3 clusters Score -105029.7 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -105195.929688 Penalty: 730.944763 Iteration 2F: 3 clusters Score -105195.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -105306.617188 Penalty: 730.944763 Iteration 3F: 3 clusters Score -105306.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -105385.593750 Penalty: 730.944763 Iteration 4Q: 3 clusters Score -105385.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -105459.945312 Penalty: 730.944763 Iteration 5Q: 3 clusters Score -105459.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -105534.882812 Penalty: 730.944763 Iteration 6Q: 3 clusters Score -105534.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -105631.929688 Penalty: 730.944763 Iteration 7Q: 3 clusters Score -105631.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -105757.562500 Penalty: 730.944763 Iteration 8Q: 3 clusters Score -105757.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -105897.554688 Penalty: 730.944763 Iteration 9Q: 3 clusters Score -105897.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -105951.671875 Penalty: 730.944763 Iteration 10Q: 3 clusters Score -105951.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -105984.492188 Penalty: 730.944763 Iteration 11Q: 3 clusters Score -105984.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -106000.929688 Penalty: 730.944763 Iteration 12Q: 3 clusters Score -106000.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -106006.265625 Penalty: 730.944763 Iteration 13Q: 3 clusters Score -106006.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -106008.640625 Penalty: 730.944763 Iteration 14Q: 3 clusters Score -106008.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -106010.718750 Penalty: 730.944763 Iteration 15Q: 3 clusters Score -106010.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106012.515625 Penalty: 730.944763 Iteration 16Q: 3 clusters Score -106012.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -106013.687500 Penalty: 730.944763 Iteration 17Q: 3 clusters Score -106013.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -106013.687500 Penalty: 730.944763 Iteration 18F: 3 clusters Score -106013.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Entering Unmasked Estep Score: -215993.796875 Penalty: 390.661774 Iteration 0F: 2 clusters Score -215993.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -212396.968750 Penalty: 781.323547 Iteration 0F: 3 clusters Score -212397 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -213793.921875 Penalty: 781.323547 Iteration 1F: 3 clusters Score -213793.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -213923.265625 Penalty: 781.323547 Iteration 2F: 3 clusters Score -213923.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -214067.015625 Penalty: 781.323547 Iteration 3F: 3 clusters Score -214067 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -214197.421875 Penalty: 781.323547 Iteration 4Q: 3 clusters Score -214197.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -214318.171875 Penalty: 781.323547 Iteration 5Q: 3 clusters Score -214318.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -214422.406250 Penalty: 781.323547 Iteration 6Q: 3 clusters Score -214422.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -214514.515625 Penalty: 781.323547 Iteration 7Q: 3 clusters Score -214514.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -214595.843750 Penalty: 781.323547 Iteration 8Q: 3 clusters Score -214595.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -214662.015625 Penalty: 781.323547 Iteration 9Q: 3 clusters Score -214662 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -214730.953125 Penalty: 781.323547 Iteration 10Q: 3 clusters Score -214731 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -214812.609375 Penalty: 781.323547 Iteration 11Q: 3 clusters Score -214812.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -214887.156250 Penalty: 781.323547 Iteration 12Q: 3 clusters Score -214887.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -214945.515625 Penalty: 781.323547 Iteration 13Q: 3 clusters Score -214945.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -214990.796875 Penalty: 781.323547 Iteration 14Q: 3 clusters Score -214990.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -215036.234375 Penalty: 781.323547 Iteration 15Q: 3 clusters Score -215036.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -215084.656250 Penalty: 781.323547 Iteration 16Q: 3 clusters Score -215084.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -215133.625000 Penalty: 781.323547 Iteration 17Q: 3 clusters Score -215133.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -215186.906250 Penalty: 781.323547 Iteration 18Q: 3 clusters Score -215186.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -215250.593750 Penalty: 781.323547 Iteration 19Q: 3 clusters Score -215250.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -215280.031250 Penalty: 781.323547 Iteration 20F: 3 clusters Score -215280 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -215298.984375 Penalty: 781.323547 Iteration 21Q: 3 clusters Score -215299 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -215313.046875 Penalty: 781.323547 Iteration 22Q: 3 clusters Score -215313 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -215320.578125 Penalty: 781.323547 Iteration 23Q: 3 clusters Score -215320.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -215327.671875 Penalty: 781.323547 Iteration 24Q: 3 clusters Score -215327.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -215336.531250 Penalty: 781.323547 Iteration 25Q: 3 clusters Score -215336.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -215345.468750 Penalty: 781.323547 Iteration 26Q: 3 clusters Score -215345.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -215359.625000 Penalty: 781.323547 Iteration 27Q: 3 clusters Score -215359.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -215372.687500 Penalty: 781.323547 Iteration 28Q: 3 clusters Score -215372.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -215389.171875 Penalty: 781.323547 Iteration 29Q: 3 clusters Score -215389.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -215405.968750 Penalty: 781.323547 Iteration 30Q: 3 clusters Score -215406 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -215430.953125 Penalty: 781.323547 Iteration 31Q: 3 clusters Score -215431 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -215464.859375 Penalty: 781.323547 Iteration 32Q: 3 clusters Score -215464.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -215517.515625 Penalty: 781.323547 Iteration 33Q: 3 clusters Score -215517.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -215622.640625 Penalty: 781.323547 Iteration 34Q: 3 clusters Score -215622.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -215945.281250 Penalty: 781.323547 Iteration 35Q: 3 clusters Score -215945.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -216972.828125 Penalty: 781.323547 Iteration 36Q: 3 clusters Score -216972.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -217124.875000 Penalty: 781.323547 Iteration 37Q: 3 clusters Score -217124.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -217159.015625 Penalty: 781.323547 Iteration 38Q: 3 clusters Score -217159 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -217168.125000 Penalty: 781.323547 Iteration 39Q: 3 clusters Score -217168.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -217170.281250 Penalty: 781.323547 Iteration 40F: 3 clusters Score -217170.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -217170.156250 Penalty: 781.323547 Iteration 41Q: 3 clusters Score -217170.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -217171.203125 Penalty: 781.323547 Iteration 42Q: 3 clusters Score -217171.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -217171.187500 Penalty: 781.323547 Iteration 43Q: 3 clusters Score -217171.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -217171.453125 Penalty: 781.323547 Iteration 44Q: 3 clusters Score -217171.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -217171.562500 Penalty: 781.323547 Iteration 45Q: 3 clusters Score -217171.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -217171.578125 Penalty: 781.323547 Iteration 46Q: 3 clusters Score -217171.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -217171.656250 Penalty: 781.323547 Iteration 47Q: 3 clusters Score -217171.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -217172.125000 Penalty: 781.323547 Iteration 48Q: 3 clusters Score -217172.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -217172.125000 Penalty: 781.323547 Iteration 49F: 3 clusters Score -217172.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 6417 members Mstep: Class 10 contains 53030 members Mstep: Class 12 contains 100327 members Mstep: Class 14 contains 4140 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1396 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Entering Unmasked Estep Score: -8597061.000000 Penalty: 10017.379883 Splitting cluster 3 changes total score from -8595126.000000 to -8597061.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 4 (12614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Entering Unmasked Estep Score: -552743.312500 Penalty: 429.636566 Iteration 0F: 2 clusters Score -552743.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -544270.687500 Penalty: 859.273132 Iteration 0F: 3 clusters Score -544270.7 nChanged 5943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -547610.687500 Penalty: 859.273132 Iteration 1F: 3 clusters Score -547610.7 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -547857.500000 Penalty: 859.273132 Iteration 2F: 3 clusters Score -547857.5 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -548162.750000 Penalty: 859.273132 Iteration 3F: 3 clusters Score -548162.8 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -548630.375000 Penalty: 859.273132 Iteration 4F: 3 clusters Score -548630.4 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -549306.000000 Penalty: 859.273132 Iteration 5F: 3 clusters Score -549306 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -550032.312500 Penalty: 859.273132 Iteration 6F: 3 clusters Score -550032.3 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -550754.875000 Penalty: 859.273132 Iteration 7F: 3 clusters Score -550754.9 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -551357.937500 Penalty: 859.273132 Iteration 8Q: 3 clusters Score -551357.9 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -551759.562500 Penalty: 859.273132 Iteration 9Q: 3 clusters Score -551759.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -551981.125000 Penalty: 859.273132 Iteration 10Q: 3 clusters Score -551981.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -552119.312500 Penalty: 859.273132 Iteration 11Q: 3 clusters Score -552119.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -552210.812500 Penalty: 859.273132 Iteration 12Q: 3 clusters Score -552210.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -552258.687500 Penalty: 859.273132 Iteration 13Q: 3 clusters Score -552258.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -552296.437500 Penalty: 859.273132 Iteration 14Q: 3 clusters Score -552296.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -552314.875000 Penalty: 859.273132 Iteration 15Q: 3 clusters Score -552314.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -552333.625000 Penalty: 859.273132 Iteration 16Q: 3 clusters Score -552333.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -552347.250000 Penalty: 859.273132 Iteration 17Q: 3 clusters Score -552347.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -552357.625000 Penalty: 859.273132 Iteration 18Q: 3 clusters Score -552357.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -552371.437500 Penalty: 859.273132 Iteration 19Q: 3 clusters Score -552371.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -552376.875000 Penalty: 859.273132 Iteration 20F: 3 clusters Score -552376.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -552380.937500 Penalty: 859.273132 Iteration 21Q: 3 clusters Score -552380.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -552383.187500 Penalty: 859.273132 Iteration 22Q: 3 clusters Score -552383.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -552383.625000 Penalty: 859.273132 Iteration 23Q: 3 clusters Score -552383.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -552385.000000 Penalty: 859.273132 Iteration 24Q: 3 clusters Score -552385 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -552386.125000 Penalty: 859.273132 Iteration 25Q: 3 clusters Score -552386.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -552387.875000 Penalty: 859.273132 Iteration 26Q: 3 clusters Score -552387.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -552390.000000 Penalty: 859.273132 Iteration 27Q: 3 clusters Score -552390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -552390.000000 Penalty: 859.273132 Iteration 28F: 3 clusters Score -552390 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Entering Unmasked Estep Score: -20084.548828 Penalty: 287.101288 Iteration 0F: 2 clusters Score -20084.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -19575.228516 Penalty: 574.202576 Iteration 0F: 3 clusters Score -19575.23 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -19702.308594 Penalty: 574.202576 Iteration 1F: 3 clusters Score -19702.31 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -19723.585938 Penalty: 574.202576 Iteration 2F: 3 clusters Score -19723.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -19731.558594 Penalty: 574.202576 Iteration 3Q: 3 clusters Score -19731.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19740.039062 Penalty: 574.202576 Iteration 4Q: 3 clusters Score -19740.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -19752.117188 Penalty: 574.202576 Iteration 5Q: 3 clusters Score -19752.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -19762.962891 Penalty: 574.202576 Iteration 6Q: 3 clusters Score -19762.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -19771.951172 Penalty: 574.202576 Iteration 7Q: 3 clusters Score -19771.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -19779.355469 Penalty: 574.202576 Iteration 8Q: 3 clusters Score -19779.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -19784.511719 Penalty: 574.202576 Iteration 9Q: 3 clusters Score -19784.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -19788.513672 Penalty: 574.202576 Iteration 10Q: 3 clusters Score -19788.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -19794.267578 Penalty: 574.202576 Iteration 11Q: 3 clusters Score -19794.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -19801.654297 Penalty: 574.202576 Iteration 12Q: 3 clusters Score -19801.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -19806.123047 Penalty: 574.202576 Iteration 13Q: 3 clusters Score -19806.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -19809.041016 Penalty: 574.202576 Iteration 14Q: 3 clusters Score -19809.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -19810.300781 Penalty: 574.202576 Iteration 15Q: 3 clusters Score -19810.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -19811.134766 Penalty: 574.202576 Iteration 16Q: 3 clusters Score -19811.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19812.029297 Penalty: 574.202576 Iteration 17Q: 3 clusters Score -19812.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -19812.251953 Penalty: 574.202576 Iteration 18Q: 3 clusters Score -19812.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -19813.126953 Penalty: 574.202576 Iteration 19Q: 3 clusters Score -19813.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -19813.314453 Penalty: 574.202576 Iteration 20F: 3 clusters Score -19813.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19813.566406 Penalty: 574.202576 Iteration 21Q: 3 clusters Score -19813.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19814.394531 Penalty: 574.202576 Iteration 22Q: 3 clusters Score -19814.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19815.283203 Penalty: 574.202576 Iteration 23Q: 3 clusters Score -19815.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -19816.068359 Penalty: 574.202576 Iteration 24Q: 3 clusters Score -19816.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -19816.972656 Penalty: 574.202576 Iteration 25Q: 3 clusters Score -19816.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19817.119141 Penalty: 574.202576 Iteration 26Q: 3 clusters Score -19817.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19817.376953 Penalty: 574.202576 Iteration 27Q: 3 clusters Score -19817.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -19817.726562 Penalty: 574.202576 Iteration 28Q: 3 clusters Score -19817.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -19817.972656 Penalty: 574.202576 Iteration 29Q: 3 clusters Score -19817.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -19817.972656 Penalty: 574.202576 Iteration 30F: 3 clusters Score -19817.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Entering Unmasked Estep Score: -71777.070312 Penalty: 342.783081 Iteration 0F: 2 clusters Score -71777.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -70428.570312 Penalty: 685.566162 Iteration 0F: 3 clusters Score -70428.57 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -70843.976562 Penalty: 685.566162 Iteration 1F: 3 clusters Score -70843.98 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -70982.343750 Penalty: 685.566162 Iteration 2F: 3 clusters Score -70982.34 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -71148.851562 Penalty: 685.566162 Iteration 3F: 3 clusters Score -71148.85 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -71289.835938 Penalty: 685.566162 Iteration 4F: 3 clusters Score -71289.84 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -71402.812500 Penalty: 685.566162 Iteration 5F: 3 clusters Score -71402.81 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -71459.679688 Penalty: 685.566162 Iteration 6Q: 3 clusters Score -71459.68 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -71476.953125 Penalty: 685.566162 Iteration 7Q: 3 clusters Score -71476.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -71487.109375 Penalty: 685.566162 Iteration 8Q: 3 clusters Score -71487.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -71494.578125 Penalty: 685.566162 Iteration 9Q: 3 clusters Score -71494.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -71498.226562 Penalty: 685.566162 Iteration 10Q: 3 clusters Score -71498.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -71501.945312 Penalty: 685.566162 Iteration 11Q: 3 clusters Score -71501.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -71504.695312 Penalty: 685.566162 Iteration 12Q: 3 clusters Score -71504.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -71507.023438 Penalty: 685.566162 Iteration 13Q: 3 clusters Score -71507.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -71508.328125 Penalty: 685.566162 Iteration 14Q: 3 clusters Score -71508.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -71509.171875 Penalty: 685.566162 Iteration 15Q: 3 clusters Score -71509.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -71509.679688 Penalty: 685.566162 Iteration 16Q: 3 clusters Score -71509.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -71510.351562 Penalty: 685.566162 Iteration 17Q: 3 clusters Score -71510.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -71511.007812 Penalty: 685.566162 Iteration 18Q: 3 clusters Score -71511.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -71512.242188 Penalty: 685.566162 Iteration 19Q: 3 clusters Score -71512.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -71512.578125 Penalty: 685.566162 Iteration 20F: 3 clusters Score -71512.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -71512.781250 Penalty: 685.566162 Iteration 21Q: 3 clusters Score -71512.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -71513.453125 Penalty: 685.566162 Iteration 22Q: 3 clusters Score -71513.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -71513.453125 Penalty: 685.566162 Iteration 23F: 3 clusters Score -71513.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Entering Unmasked Estep Score: -20448.876953 Penalty: 302.054840 Iteration 0F: 2 clusters Score -20448.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -19821.259766 Penalty: 604.109680 Iteration 0F: 3 clusters Score -19821.26 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -20092.173828 Penalty: 604.109680 Iteration 1F: 3 clusters Score -20092.17 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -20183.048828 Penalty: 604.109680 Iteration 2F: 3 clusters Score -20183.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -20212.984375 Penalty: 604.109680 Iteration 3F: 3 clusters Score -20212.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -20226.197266 Penalty: 604.109680 Iteration 4Q: 3 clusters Score -20226.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -20237.673828 Penalty: 604.109680 Iteration 5Q: 3 clusters Score -20237.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -20245.134766 Penalty: 604.109680 Iteration 6Q: 3 clusters Score -20245.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -20253.851562 Penalty: 604.109680 Iteration 7Q: 3 clusters Score -20253.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -20263.310547 Penalty: 604.109680 Iteration 8Q: 3 clusters Score -20263.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20267.361328 Penalty: 604.109680 Iteration 9Q: 3 clusters Score -20267.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -20279.693359 Penalty: 604.109680 Iteration 10Q: 3 clusters Score -20279.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -20289.916016 Penalty: 604.109680 Iteration 11Q: 3 clusters Score -20289.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -20298.117188 Penalty: 604.109680 Iteration 12Q: 3 clusters Score -20298.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -20304.742188 Penalty: 604.109680 Iteration 13Q: 3 clusters Score -20304.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -20311.478516 Penalty: 604.109680 Iteration 14Q: 3 clusters Score -20311.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -20315.462891 Penalty: 604.109680 Iteration 15Q: 3 clusters Score -20315.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20321.666016 Penalty: 604.109680 Iteration 16Q: 3 clusters Score -20321.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -20325.294922 Penalty: 604.109680 Iteration 17Q: 3 clusters Score -20325.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20326.050781 Penalty: 604.109680 Iteration 18Q: 3 clusters Score -20326.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20328.576172 Penalty: 604.109680 Iteration 19Q: 3 clusters Score -20328.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20329.285156 Penalty: 604.109680 Iteration 20F: 3 clusters Score -20329.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -20329.695312 Penalty: 604.109680 Iteration 21Q: 3 clusters Score -20329.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -20329.857422 Penalty: 604.109680 Iteration 22Q: 3 clusters Score -20329.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -20329.960938 Penalty: 604.109680 Iteration 23Q: 3 clusters Score -20329.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -20329.960938 Penalty: 604.109680 Iteration 24F: 3 clusters Score -20329.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Entering Unmasked Estep Score: -266108.156250 Penalty: 398.885132 Iteration 0F: 2 clusters Score -266108.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -261823.468750 Penalty: 797.770264 Iteration 0F: 3 clusters Score -261823.5 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -263617.062500 Penalty: 797.770264 Iteration 1F: 3 clusters Score -263617.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -263910.406250 Penalty: 797.770264 Iteration 2F: 3 clusters Score -263910.4 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -264346.312500 Penalty: 797.770264 Iteration 3F: 3 clusters Score -264346.3 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -265297.937500 Penalty: 797.770264 Iteration 4F: 3 clusters Score -265297.9 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -266278.875000 Penalty: 797.770264 Iteration 5F: 3 clusters Score -266278.9 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -266742.312500 Penalty: 797.770264 Iteration 6F: 3 clusters Score -266742.3 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -267141.406250 Penalty: 797.770264 Iteration 7F: 3 clusters Score -267141.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -267456.187500 Penalty: 797.770264 Iteration 8F: 3 clusters Score -267456.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -267672.687500 Penalty: 797.770264 Iteration 9Q: 3 clusters Score -267672.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -267862.000000 Penalty: 797.770264 Iteration 10Q: 3 clusters Score -267862 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -268020.062500 Penalty: 797.770264 Iteration 11Q: 3 clusters Score -268020.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -268201.000000 Penalty: 797.770264 Iteration 12Q: 3 clusters Score -268201 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -268652.468750 Penalty: 797.770264 Iteration 13Q: 3 clusters Score -268652.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -269287.375000 Penalty: 797.770264 Iteration 14Q: 3 clusters Score -269287.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -269830.031250 Penalty: 797.770264 Iteration 15Q: 3 clusters Score -269830 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -269868.406250 Penalty: 797.770264 Iteration 16Q: 3 clusters Score -269868.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -269869.375000 Penalty: 797.770264 Iteration 17Q: 3 clusters Score -269869.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -269872.937500 Penalty: 797.770264 Iteration 18F: 3 clusters Score -269872.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -269872.906250 Penalty: 797.770264 Iteration 19Q: 3 clusters Score -269872.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -269872.906250 Penalty: 797.770264 Iteration 20F: 3 clusters Score -269872.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 53030 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 100327 members Mstep: Class 14 contains 4140 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1396 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Entering Unmasked Estep Score: -8600655.000000 Penalty: 10573.901367 Splitting cluster 9 changes total score from -8595126.000000 to -8600655.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 10 (53030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53030 members Entering Unmasked Estep Score: -2315372.250000 Penalty: 494.976898 Iteration 0F: 2 clusters Score -2315372 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26279 members Mstep: Class 2 contains 26751 members Entering Unmasked Estep Score: -2279743.500000 Penalty: 989.953796 Iteration 0F: 3 clusters Score -2279744 nChanged 25619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20240 members Mstep: Class 2 contains 32790 members Entering Unmasked Estep Score: -2297035.250000 Penalty: 989.953796 Iteration 1F: 3 clusters Score -2297035 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17029 members Mstep: Class 2 contains 36001 members Entering Unmasked Estep Score: -2299528.250000 Penalty: 989.953796 Iteration 2F: 3 clusters Score -2299528 nChanged 4451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 40022 members Entering Unmasked Estep Score: -2302920.250000 Penalty: 989.953796 Iteration 3F: 3 clusters Score -2302920 nChanged 4296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 44138 members Entering Unmasked Estep Score: -2306714.500000 Penalty: 989.953796 Iteration 4F: 3 clusters Score -2306714 nChanged 3681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 47751 members Entering Unmasked Estep Score: -2310278.750000 Penalty: 989.953796 Iteration 5F: 3 clusters Score -2310279 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 50218 members Entering Unmasked Estep Score: -2312663.500000 Penalty: 989.953796 Iteration 6Q: 3 clusters Score -2312664 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 51618 members Entering Unmasked Estep Score: -2313998.250000 Penalty: 989.953796 Iteration 7Q: 3 clusters Score -2313998 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 52291 members Entering Unmasked Estep Score: -2314604.000000 Penalty: 989.953796 Iteration 8Q: 3 clusters Score -2314604 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 52573 members Entering Unmasked Estep Score: -2314904.500000 Penalty: 989.953796 Iteration 9Q: 3 clusters Score -2314904 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 52666 members Entering Unmasked Estep Score: -2315039.250000 Penalty: 989.953796 Iteration 10Q: 3 clusters Score -2315039 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 52691 members Entering Unmasked Estep Score: -2315185.750000 Penalty: 989.953796 Iteration 11Q: 3 clusters Score -2315186 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 52686 members Entering Unmasked Estep Score: -2315382.000000 Penalty: 989.953796 Iteration 12Q: 3 clusters Score -2315382 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 52619 members Entering Unmasked Estep Score: -2315469.500000 Penalty: 989.953796 Iteration 13Q: 3 clusters Score -2315470 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 52550 members Entering Unmasked Estep Score: -2315520.750000 Penalty: 989.953796 Iteration 14Q: 3 clusters Score -2315521 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 52476 members Entering Unmasked Estep Score: -2315572.750000 Penalty: 989.953796 Iteration 15Q: 3 clusters Score -2315573 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 52407 members Entering Unmasked Estep Score: -2315622.000000 Penalty: 989.953796 Iteration 16Q: 3 clusters Score -2315622 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52335 members Entering Unmasked Estep Score: -2315669.000000 Penalty: 989.953796 Iteration 17Q: 3 clusters Score -2315669 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 52262 members Entering Unmasked Estep Score: -2315714.500000 Penalty: 989.953796 Iteration 18Q: 3 clusters Score -2315714 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 52191 members Entering Unmasked Estep Score: -2315743.500000 Penalty: 989.953796 Iteration 19Q: 3 clusters Score -2315744 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 52119 members Entering Unmasked Estep Score: -2315801.250000 Penalty: 989.953796 Iteration 20F: 3 clusters Score -2315801 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 51998 members Entering Unmasked Estep Score: -2315873.250000 Penalty: 989.953796 Iteration 21Q: 3 clusters Score -2315873 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 51858 members Entering Unmasked Estep Score: -2315954.750000 Penalty: 989.953796 Iteration 22Q: 3 clusters Score -2315955 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 51697 members Entering Unmasked Estep Score: -2316045.750000 Penalty: 989.953796 Iteration 23Q: 3 clusters Score -2316046 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 51509 members Entering Unmasked Estep Score: -2316144.250000 Penalty: 989.953796 Iteration 24Q: 3 clusters Score -2316144 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 51313 members Entering Unmasked Estep Score: -2316240.500000 Penalty: 989.953796 Iteration 25Q: 3 clusters Score -2316240 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 51109 members Entering Unmasked Estep Score: -2316329.750000 Penalty: 989.953796 Iteration 26Q: 3 clusters Score -2316330 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 50878 members Entering Unmasked Estep Score: -2316413.500000 Penalty: 989.953796 Iteration 27Q: 3 clusters Score -2316414 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 50635 members Entering Unmasked Estep Score: -2316503.250000 Penalty: 989.953796 Iteration 28Q: 3 clusters Score -2316503 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 50367 members Entering Unmasked Estep Score: -2316602.000000 Penalty: 989.953796 Iteration 29Q: 3 clusters Score -2316602 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 50050 members Entering Unmasked Estep Score: -2316755.250000 Penalty: 989.953796 Iteration 30Q: 3 clusters Score -2316755 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 49709 members Entering Unmasked Estep Score: -2316900.250000 Penalty: 989.953796 Iteration 31Q: 3 clusters Score -2316900 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 49354 members Entering Unmasked Estep Score: -2317049.250000 Penalty: 989.953796 Iteration 32Q: 3 clusters Score -2317049 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 48983 members Entering Unmasked Estep Score: -2317175.000000 Penalty: 989.953796 Iteration 33Q: 3 clusters Score -2317175 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 48665 members Entering Unmasked Estep Score: -2317264.000000 Penalty: 989.953796 Iteration 34Q: 3 clusters Score -2317264 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 48435 members Entering Unmasked Estep Score: -2317324.500000 Penalty: 989.953796 Iteration 35Q: 3 clusters Score -2317324 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 48270 members Entering Unmasked Estep Score: -2317341.250000 Penalty: 989.953796 Iteration 36Q: 3 clusters Score -2317341 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 48158 members Entering Unmasked Estep Score: -2317354.250000 Penalty: 989.953796 Iteration 37Q: 3 clusters Score -2317354 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 48080 members Entering Unmasked Estep Score: -2317366.750000 Penalty: 989.953796 Iteration 38Q: 3 clusters Score -2317367 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 48019 members Entering Unmasked Estep Score: -2317372.000000 Penalty: 989.953796 Iteration 39Q: 3 clusters Score -2317372 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 47974 members Entering Unmasked Estep Score: -2317674.750000 Penalty: 989.953796 Iteration 40F: 3 clusters Score -2317675 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 47107 members Entering Unmasked Estep Score: -2318307.000000 Penalty: 989.953796 Iteration 41Q: 3 clusters Score -2318307 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 46028 members Entering Unmasked Estep Score: -2319138.750000 Penalty: 989.953796 Iteration 42Q: 3 clusters Score -2319139 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 44545 members Entering Unmasked Estep Score: -2320386.750000 Penalty: 989.953796 Iteration 43Q: 3 clusters Score -2320387 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 42654 members Entering Unmasked Estep Score: -2322072.500000 Penalty: 989.953796 Iteration 44Q: 3 clusters Score -2322072 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 40237 members Entering Unmasked Estep Score: -2324340.000000 Penalty: 989.953796 Iteration 45Q: 3 clusters Score -2324340 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 37338 members Entering Unmasked Estep Score: -2327292.750000 Penalty: 989.953796 Iteration 46F: 3 clusters Score -2327293 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19361 members Mstep: Class 2 contains 33669 members Entering Unmasked Estep Score: -2331240.500000 Penalty: 989.953796 Iteration 47F: 3 clusters Score -2331240 nChanged 4224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 29543 members Entering Unmasked Estep Score: -2335561.000000 Penalty: 989.953796 Iteration 48F: 3 clusters Score -2335561 nChanged 3761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27166 members Mstep: Class 2 contains 25864 members Entering Unmasked Estep Score: -2338899.750000 Penalty: 989.953796 Iteration 49F: 3 clusters Score -2338900 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29756 members Mstep: Class 2 contains 23274 members Entering Unmasked Estep Score: -2340865.750000 Penalty: 989.953796 Iteration 50Q: 3 clusters Score -2340866 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31362 members Mstep: Class 2 contains 21668 members Entering Unmasked Estep Score: -2341822.750000 Penalty: 989.953796 Iteration 51Q: 3 clusters Score -2341823 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32339 members Mstep: Class 2 contains 20691 members Entering Unmasked Estep Score: -2342308.000000 Penalty: 989.953796 Iteration 52Q: 3 clusters Score -2342308 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32973 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -2342543.000000 Penalty: 989.953796 Iteration 53Q: 3 clusters Score -2342543 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33433 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -2342675.250000 Penalty: 989.953796 Iteration 54Q: 3 clusters Score -2342675 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33755 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -2342762.250000 Penalty: 989.953796 Iteration 55Q: 3 clusters Score -2342762 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33983 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -2342808.000000 Penalty: 989.953796 Iteration 56Q: 3 clusters Score -2342808 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34162 members Mstep: Class 2 contains 18868 members Entering Unmasked Estep Score: -2342839.250000 Penalty: 989.953796 Iteration 57Q: 3 clusters Score -2342839 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34307 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -2342864.750000 Penalty: 989.953796 Iteration 58Q: 3 clusters Score -2342865 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34410 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -2342873.000000 Penalty: 989.953796 Iteration 59Q: 3 clusters Score -2342873 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34492 members Mstep: Class 2 contains 18538 members Entering Unmasked Estep Score: -2342881.750000 Penalty: 989.953796 Iteration 60F: 3 clusters Score -2342882 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34567 members Mstep: Class 2 contains 18463 members Entering Unmasked Estep Score: -2342897.500000 Penalty: 989.953796 Iteration 61Q: 3 clusters Score -2342898 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 18376 members Entering Unmasked Estep Score: -2342898.000000 Penalty: 989.953796 Iteration 62Q: 3 clusters Score -2342898 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34726 members Mstep: Class 2 contains 18304 members Entering Unmasked Estep Score: -2342904.250000 Penalty: 989.953796 Iteration 63Q: 3 clusters Score -2342904 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34768 members Mstep: Class 2 contains 18262 members Entering Unmasked Estep Score: -2342914.000000 Penalty: 989.953796 Iteration 64Q: 3 clusters Score -2342914 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34801 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -2342913.500000 Penalty: 989.953796 Iteration 65Q: 3 clusters Score -2342914 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34841 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -2342913.750000 Penalty: 989.953796 Iteration 66Q: 3 clusters Score -2342914 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34877 members Mstep: Class 2 contains 18153 members Entering Unmasked Estep Score: -2342919.250000 Penalty: 989.953796 Iteration 67Q: 3 clusters Score -2342919 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -2342921.250000 Penalty: 989.953796 Iteration 68Q: 3 clusters Score -2342921 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34942 members Mstep: Class 2 contains 18088 members Entering Unmasked Estep Score: -2342908.750000 Penalty: 989.953796 Iteration 69Q: 3 clusters Score -2342909 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34969 members Mstep: Class 2 contains 18061 members Entering Unmasked Estep Score: -2342917.000000 Penalty: 989.953796 Iteration 70Q: 3 clusters Score -2342917 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34991 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -2342916.250000 Penalty: 989.953796 Iteration 71Q: 3 clusters Score -2342916 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35012 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -2342913.750000 Penalty: 989.953796 Iteration 72Q: 3 clusters Score -2342914 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35033 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -2342919.250000 Penalty: 989.953796 Iteration 73Q: 3 clusters Score -2342919 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35052 members Mstep: Class 2 contains 17978 members Entering Unmasked Estep Score: -2342929.500000 Penalty: 989.953796 Iteration 74Q: 3 clusters Score -2342930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35068 members Mstep: Class 2 contains 17962 members Entering Unmasked Estep Score: -2342936.000000 Penalty: 989.953796 Iteration 75Q: 3 clusters Score -2342936 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35080 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -2342930.250000 Penalty: 989.953796 Iteration 76Q: 3 clusters Score -2342930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35085 members Mstep: Class 2 contains 17945 members Entering Unmasked Estep Score: -2342930.750000 Penalty: 989.953796 Iteration 77Q: 3 clusters Score -2342931 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35089 members Mstep: Class 2 contains 17941 members Entering Unmasked Estep Score: -2342939.500000 Penalty: 989.953796 Iteration 78Q: 3 clusters Score -2342940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35090 members Mstep: Class 2 contains 17940 members Entering Unmasked Estep Score: -2342938.250000 Penalty: 989.953796 Iteration 79Q: 3 clusters Score -2342938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35091 members Mstep: Class 2 contains 17939 members Entering Unmasked Estep Score: -2342939.750000 Penalty: 989.953796 Iteration 80F: 3 clusters Score -2342940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 100327 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 4140 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1396 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Entering Unmasked Estep Score: -8628094.000000 Penalty: 11130.422852 Splitting cluster 10 changes total score from -8595126.000000 to -8628094.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 12 (100327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100327 members Entering Unmasked Estep Score: -4542097.500000 Penalty: 523.986694 Iteration 0F: 2 clusters Score -4542098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50046 members Mstep: Class 2 contains 50281 members Entering Unmasked Estep Score: -4474430.000000 Penalty: 1047.973389 Iteration 0F: 3 clusters Score -4474430 nChanged 49044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46158 members Mstep: Class 2 contains 54169 members Entering Unmasked Estep Score: -4509765.500000 Penalty: 1047.973389 Iteration 1F: 3 clusters Score -4509766 nChanged 7528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45178 members Mstep: Class 2 contains 55149 members Entering Unmasked Estep Score: -4515505.500000 Penalty: 1047.973389 Iteration 2F: 3 clusters Score -4515506 nChanged 7732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44418 members Mstep: Class 2 contains 55909 members Entering Unmasked Estep Score: -4522078.500000 Penalty: 1047.973389 Iteration 3F: 3 clusters Score -4522078 nChanged 7158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43664 members Mstep: Class 2 contains 56663 members Entering Unmasked Estep Score: -4528468.500000 Penalty: 1047.973389 Iteration 4F: 3 clusters Score -4528468 nChanged 6152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42490 members Mstep: Class 2 contains 57837 members Entering Unmasked Estep Score: -4533368.500000 Penalty: 1047.973389 Iteration 5F: 3 clusters Score -4533368 nChanged 4960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40778 members Mstep: Class 2 contains 59549 members Entering Unmasked Estep Score: -4536727.500000 Penalty: 1047.973389 Iteration 6Q: 3 clusters Score -4536728 nChanged 4061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38709 members Mstep: Class 2 contains 61618 members Entering Unmasked Estep Score: -4539336.500000 Penalty: 1047.973389 Iteration 7Q: 3 clusters Score -4539336 nChanged 3579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36376 members Mstep: Class 2 contains 63951 members Entering Unmasked Estep Score: -4541788.000000 Penalty: 1047.973389 Iteration 8Q: 3 clusters Score -4541788 nChanged 3400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33946 members Mstep: Class 2 contains 66381 members Entering Unmasked Estep Score: -4544340.000000 Penalty: 1047.973389 Iteration 9Q: 3 clusters Score -4544340 nChanged 3223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31571 members Mstep: Class 2 contains 68756 members Entering Unmasked Estep Score: -4546985.500000 Penalty: 1047.973389 Iteration 10Q: 3 clusters Score -4546986 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29444 members Mstep: Class 2 contains 70883 members Entering Unmasked Estep Score: -4549443.500000 Penalty: 1047.973389 Iteration 11Q: 3 clusters Score -4549444 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27626 members Mstep: Class 2 contains 72701 members Entering Unmasked Estep Score: -4551337.000000 Penalty: 1047.973389 Iteration 12Q: 3 clusters Score -4551337 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26161 members Mstep: Class 2 contains 74166 members Entering Unmasked Estep Score: -4552614.000000 Penalty: 1047.973389 Iteration 13Q: 3 clusters Score -4552614 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Mstep: Class 2 contains 75365 members Entering Unmasked Estep Score: -4553488.500000 Penalty: 1047.973389 Iteration 14Q: 3 clusters Score -4553488 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 76425 members Entering Unmasked Estep Score: -4554047.000000 Penalty: 1047.973389 Iteration 15Q: 3 clusters Score -4554047 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22971 members Mstep: Class 2 contains 77356 members Entering Unmasked Estep Score: -4554462.500000 Penalty: 1047.973389 Iteration 16Q: 3 clusters Score -4554462 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 78175 members Entering Unmasked Estep Score: -4554789.000000 Penalty: 1047.973389 Iteration 17Q: 3 clusters Score -4554789 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21436 members Mstep: Class 2 contains 78891 members Entering Unmasked Estep Score: -4555026.500000 Penalty: 1047.973389 Iteration 18Q: 3 clusters Score -4555026 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20796 members Mstep: Class 2 contains 79531 members Entering Unmasked Estep Score: -4555248.500000 Penalty: 1047.973389 Iteration 19Q: 3 clusters Score -4555248 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20251 members Mstep: Class 2 contains 80076 members Entering Unmasked Estep Score: -4555423.500000 Penalty: 1047.973389 Iteration 20F: 3 clusters Score -4555424 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19694 members Mstep: Class 2 contains 80633 members Entering Unmasked Estep Score: -4555654.000000 Penalty: 1047.973389 Iteration 21Q: 3 clusters Score -4555654 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19150 members Mstep: Class 2 contains 81177 members Entering Unmasked Estep Score: -4555907.500000 Penalty: 1047.973389 Iteration 22Q: 3 clusters Score -4555908 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18539 members Mstep: Class 2 contains 81788 members Entering Unmasked Estep Score: -4556237.000000 Penalty: 1047.973389 Iteration 23Q: 3 clusters Score -4556237 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17866 members Mstep: Class 2 contains 82461 members Entering Unmasked Estep Score: -4556843.500000 Penalty: 1047.973389 Iteration 24Q: 3 clusters Score -4556844 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17133 members Mstep: Class 2 contains 83194 members Entering Unmasked Estep Score: -4557884.500000 Penalty: 1047.973389 Iteration 25Q: 3 clusters Score -4557884 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 83930 members Entering Unmasked Estep Score: -4559051.500000 Penalty: 1047.973389 Iteration 26Q: 3 clusters Score -4559052 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16000 members Mstep: Class 2 contains 84327 members Entering Unmasked Estep Score: -4559452.500000 Penalty: 1047.973389 Iteration 27Q: 3 clusters Score -4559452 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 84539 members Entering Unmasked Estep Score: -4559531.500000 Penalty: 1047.973389 Iteration 28Q: 3 clusters Score -4559532 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 84655 members Entering Unmasked Estep Score: -4559558.500000 Penalty: 1047.973389 Iteration 29Q: 3 clusters Score -4559558 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 84708 members Entering Unmasked Estep Score: -4559581.500000 Penalty: 1047.973389 Iteration 30Q: 3 clusters Score -4559582 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 84739 members Entering Unmasked Estep Score: -4559589.000000 Penalty: 1047.973389 Iteration 31Q: 3 clusters Score -4559589 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 84773 members Entering Unmasked Estep Score: -4559597.500000 Penalty: 1047.973389 Iteration 32Q: 3 clusters Score -4559598 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15535 members Mstep: Class 2 contains 84792 members Entering Unmasked Estep Score: -4559593.000000 Penalty: 1047.973389 Iteration 33Q: 3 clusters Score -4559593 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15525 members Mstep: Class 2 contains 84802 members Entering Unmasked Estep Score: -4559589.000000 Penalty: 1047.973389 Iteration 34Q: 3 clusters Score -4559589 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 84807 members Entering Unmasked Estep Score: -4559591.000000 Penalty: 1047.973389 Iteration 35Q: 3 clusters Score -4559591 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 84811 members Entering Unmasked Estep Score: -4559582.500000 Penalty: 1047.973389 Iteration 36Q: 3 clusters Score -4559582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15515 members Mstep: Class 2 contains 84812 members Entering Unmasked Estep Score: -4559580.500000 Penalty: 1047.973389 Iteration 37Q: 3 clusters Score -4559580 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15515 members Mstep: Class 2 contains 84812 members Entering Unmasked Estep Score: -4559580.500000 Penalty: 1047.973389 Iteration 38F: 3 clusters Score -4559580 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 15515 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 4140 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1396 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Mstep: Class 21 contains 84812 members Entering Unmasked Estep Score: -8645403.000000 Penalty: 11686.943359 Splitting cluster 12 changes total score from -8595126.000000 to -8645403.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 14 (4140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Entering Unmasked Estep Score: -157335.484375 Penalty: 378.944519 Iteration 0F: 2 clusters Score -157335.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -154582.453125 Penalty: 757.889038 Iteration 0F: 3 clusters Score -154582.5 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -156041.296875 Penalty: 757.889038 Iteration 1F: 3 clusters Score -156041.3 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -156506.484375 Penalty: 757.889038 Iteration 2F: 3 clusters Score -156506.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -156850.593750 Penalty: 757.889038 Iteration 3F: 3 clusters Score -156850.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -157083.609375 Penalty: 757.889038 Iteration 4F: 3 clusters Score -157083.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -157257.109375 Penalty: 757.889038 Iteration 5F: 3 clusters Score -157257.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -157375.468750 Penalty: 757.889038 Iteration 6Q: 3 clusters Score -157375.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -157452.562500 Penalty: 757.889038 Iteration 7Q: 3 clusters Score -157452.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -157514.062500 Penalty: 757.889038 Iteration 8Q: 3 clusters Score -157514.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -157553.578125 Penalty: 757.889038 Iteration 9Q: 3 clusters Score -157553.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -157579.359375 Penalty: 757.889038 Iteration 10Q: 3 clusters Score -157579.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -157589.140625 Penalty: 757.889038 Iteration 11Q: 3 clusters Score -157589.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -157590.187500 Penalty: 757.889038 Iteration 12Q: 3 clusters Score -157590.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -157590.390625 Penalty: 757.889038 Iteration 13Q: 3 clusters Score -157590.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -157590.812500 Penalty: 757.889038 Iteration 14Q: 3 clusters Score -157590.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -157591.453125 Penalty: 757.889038 Iteration 15Q: 3 clusters Score -157591.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -157591.828125 Penalty: 757.889038 Iteration 16Q: 3 clusters Score -157591.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -157592.281250 Penalty: 757.889038 Iteration 17Q: 3 clusters Score -157592.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -157592.515625 Penalty: 757.889038 Iteration 18Q: 3 clusters Score -157592.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -157592.468750 Penalty: 757.889038 Iteration 19Q: 3 clusters Score -157592.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -157592.828125 Penalty: 757.889038 Iteration 20F: 3 clusters Score -157592.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -157593.421875 Penalty: 757.889038 Iteration 21Q: 3 clusters Score -157593.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -157593.421875 Penalty: 757.889038 Iteration 22F: 3 clusters Score -157593.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 15515 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 3671 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 1396 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Mstep: Class 21 contains 84812 members Mstep: Class 22 contains 469 members Entering Unmasked Estep Score: -8645496.000000 Penalty: 12243.464844 Splitting cluster 14 changes total score from -8595126.000000 to -8645496.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 15 (5585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Entering Unmasked Estep Score: -229891.937500 Penalty: 392.566711 Iteration 0F: 2 clusters Score -229891.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -226133.750000 Penalty: 785.133423 Iteration 0F: 3 clusters Score -226133.8 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -227583.875000 Penalty: 785.133423 Iteration 1F: 3 clusters Score -227583.9 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -227842.078125 Penalty: 785.133423 Iteration 2F: 3 clusters Score -227842.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -228155.000000 Penalty: 785.133423 Iteration 3F: 3 clusters Score -228155 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -228513.765625 Penalty: 785.133423 Iteration 4F: 3 clusters Score -228513.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -228903.796875 Penalty: 785.133423 Iteration 5F: 3 clusters Score -228903.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -229215.953125 Penalty: 785.133423 Iteration 6F: 3 clusters Score -229216 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -229395.281250 Penalty: 785.133423 Iteration 7Q: 3 clusters Score -229395.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -229494.093750 Penalty: 785.133423 Iteration 8Q: 3 clusters Score -229494.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -229581.078125 Penalty: 785.133423 Iteration 9Q: 3 clusters Score -229581.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -229660.125000 Penalty: 785.133423 Iteration 10Q: 3 clusters Score -229660.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -229715.203125 Penalty: 785.133423 Iteration 11Q: 3 clusters Score -229715.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -229756.968750 Penalty: 785.133423 Iteration 12Q: 3 clusters Score -229757 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -229792.843750 Penalty: 785.133423 Iteration 13Q: 3 clusters Score -229792.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -229822.046875 Penalty: 785.133423 Iteration 14Q: 3 clusters Score -229822 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -229841.484375 Penalty: 785.133423 Iteration 15Q: 3 clusters Score -229841.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -229856.250000 Penalty: 785.133423 Iteration 16Q: 3 clusters Score -229856.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -229866.546875 Penalty: 785.133423 Iteration 17Q: 3 clusters Score -229866.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -229871.218750 Penalty: 785.133423 Iteration 18Q: 3 clusters Score -229871.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -229873.265625 Penalty: 785.133423 Iteration 19Q: 3 clusters Score -229873.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -229874.796875 Penalty: 785.133423 Iteration 20F: 3 clusters Score -229874.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -229876.828125 Penalty: 785.133423 Iteration 21Q: 3 clusters Score -229876.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -229879.062500 Penalty: 785.133423 Iteration 22Q: 3 clusters Score -229879.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -229881.078125 Penalty: 785.133423 Iteration 23Q: 3 clusters Score -229881.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -229881.953125 Penalty: 785.133423 Iteration 24Q: 3 clusters Score -229882 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -229882.703125 Penalty: 785.133423 Iteration 25Q: 3 clusters Score -229882.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -229884.093750 Penalty: 785.133423 Iteration 26Q: 3 clusters Score -229884.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -229883.781250 Penalty: 785.133423 Iteration 27Q: 3 clusters Score -229883.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -229884.343750 Penalty: 785.133423 Iteration 28Q: 3 clusters Score -229884.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -229884.859375 Penalty: 785.133423 Iteration 29Q: 3 clusters Score -229884.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -229885.812500 Penalty: 785.133423 Iteration 30Q: 3 clusters Score -229885.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -229885.734375 Penalty: 785.133423 Iteration 31Q: 3 clusters Score -229885.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -229886.218750 Penalty: 785.133423 Iteration 32Q: 3 clusters Score -229886.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -229886.484375 Penalty: 785.133423 Iteration 33Q: 3 clusters Score -229886.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -229886.828125 Penalty: 785.133423 Iteration 34Q: 3 clusters Score -229886.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -229886.906250 Penalty: 785.133423 Iteration 35Q: 3 clusters Score -229886.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -229886.906250 Penalty: 785.133423 Iteration 36F: 3 clusters Score -229886.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -3736.227539 Penalty: 220.767380 Iteration 0F: 2 clusters Score -3736.228 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -3482.595947 Penalty: 441.534760 Iteration 0F: 3 clusters Score -3482.596 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -3538.428955 Penalty: 441.534760 Iteration 1F: 3 clusters Score -3538.429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3555.179443 Penalty: 441.534760 Iteration 2F: 3 clusters Score -3555.179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3559.629395 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -3559.629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3559.629395 Penalty: 441.534760 Iteration 4F: 3 clusters Score -3559.629 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Entering Unmasked Estep Score: -63410.687500 Penalty: 329.482178 Iteration 0F: 2 clusters Score -63410.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -62379.304688 Penalty: 658.964355 Iteration 0F: 3 clusters Score -62379.3 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -62849.019531 Penalty: 658.964355 Iteration 1F: 3 clusters Score -62849.02 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -63104.316406 Penalty: 658.964355 Iteration 2F: 3 clusters Score -63104.32 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -63377.417969 Penalty: 658.964355 Iteration 3F: 3 clusters Score -63377.42 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -63709.449219 Penalty: 658.964355 Iteration 4F: 3 clusters Score -63709.45 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -63926.906250 Penalty: 658.964355 Iteration 5F: 3 clusters Score -63926.91 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -64086.359375 Penalty: 658.964355 Iteration 6F: 3 clusters Score -64086.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -64134.578125 Penalty: 658.964355 Iteration 7Q: 3 clusters Score -64134.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -64156.476562 Penalty: 658.964355 Iteration 8Q: 3 clusters Score -64156.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -64163.148438 Penalty: 658.964355 Iteration 9Q: 3 clusters Score -64163.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -64167.968750 Penalty: 658.964355 Iteration 10Q: 3 clusters Score -64167.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -64169.753906 Penalty: 658.964355 Iteration 11Q: 3 clusters Score -64169.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -64170.773438 Penalty: 658.964355 Iteration 12Q: 3 clusters Score -64170.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -64170.980469 Penalty: 658.964355 Iteration 13Q: 3 clusters Score -64170.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -64171.113281 Penalty: 658.964355 Iteration 14Q: 3 clusters Score -64171.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -64171.113281 Penalty: 658.964355 Iteration 15F: 3 clusters Score -64171.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 15515 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 3671 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 522 members Mstep: Class 18 contains 1138 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Mstep: Class 21 contains 84812 members Mstep: Class 22 contains 469 members Mstep: Class 23 contains 874 members Entering Unmasked Estep Score: -8646038.000000 Penalty: 12799.986328 Splitting cluster 17 changes total score from -8595126.000000 to -8646038.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (1138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Entering Unmasked Estep Score: -50771.218750 Penalty: 320.184753 Iteration 0F: 2 clusters Score -50771.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -49994.656250 Penalty: 640.369507 Iteration 0F: 3 clusters Score -49994.66 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -50670.414062 Penalty: 640.369507 Iteration 1F: 3 clusters Score -50670.41 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -50818.835938 Penalty: 640.369507 Iteration 2F: 3 clusters Score -50818.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -50877.191406 Penalty: 640.369507 Iteration 3F: 3 clusters Score -50877.19 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -50909.562500 Penalty: 640.369507 Iteration 4Q: 3 clusters Score -50909.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -50925.500000 Penalty: 640.369507 Iteration 5Q: 3 clusters Score -50925.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -50941.828125 Penalty: 640.369507 Iteration 6Q: 3 clusters Score -50941.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -50957.238281 Penalty: 640.369507 Iteration 7Q: 3 clusters Score -50957.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50970.656250 Penalty: 640.369507 Iteration 8Q: 3 clusters Score -50970.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -50977.160156 Penalty: 640.369507 Iteration 9Q: 3 clusters Score -50977.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -50979.207031 Penalty: 640.369507 Iteration 10Q: 3 clusters Score -50979.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -50979.550781 Penalty: 640.369507 Iteration 11Q: 3 clusters Score -50979.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -50979.617188 Penalty: 640.369507 Iteration 12Q: 3 clusters Score -50979.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -50979.617188 Penalty: 640.369507 Iteration 13F: 3 clusters Score -50979.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 15515 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 3671 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 522 members Mstep: Class 18 contains 1025 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 5647 members Mstep: Class 21 contains 84812 members Mstep: Class 22 contains 469 members Mstep: Class 23 contains 874 members Mstep: Class 24 contains 113 members Entering Unmasked Estep Score: -8646011.000000 Penalty: 13356.506836 Splitting cluster 18 changes total score from -8595126.000000 to -8646011.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 19 (2682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Entering Unmasked Estep Score: -105951.257812 Penalty: 359.191467 Iteration 0F: 2 clusters Score -105951.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -104028.492188 Penalty: 718.382935 Iteration 0F: 3 clusters Score -104028.5 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -104771.929688 Penalty: 718.382935 Iteration 1F: 3 clusters Score -104771.9 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -104996.632812 Penalty: 718.382935 Iteration 2F: 3 clusters Score -104996.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -105241.648438 Penalty: 718.382935 Iteration 3F: 3 clusters Score -105241.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -105407.531250 Penalty: 718.382935 Iteration 4F: 3 clusters Score -105407.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -105535.351562 Penalty: 718.382935 Iteration 5F: 3 clusters Score -105535.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -105659.328125 Penalty: 718.382935 Iteration 6F: 3 clusters Score -105659.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -105747.859375 Penalty: 718.382935 Iteration 7F: 3 clusters Score -105747.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -105798.335938 Penalty: 718.382935 Iteration 8Q: 3 clusters Score -105798.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -105826.375000 Penalty: 718.382935 Iteration 9Q: 3 clusters Score -105826.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -105845.367188 Penalty: 718.382935 Iteration 10Q: 3 clusters Score -105845.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -105865.953125 Penalty: 718.382935 Iteration 11Q: 3 clusters Score -105866 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -105890.078125 Penalty: 718.382935 Iteration 12Q: 3 clusters Score -105890.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -105913.140625 Penalty: 718.382935 Iteration 13Q: 3 clusters Score -105913.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -105935.273438 Penalty: 718.382935 Iteration 14Q: 3 clusters Score -105935.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -105956.054688 Penalty: 718.382935 Iteration 15Q: 3 clusters Score -105956.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -105979.453125 Penalty: 718.382935 Iteration 16Q: 3 clusters Score -105979.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -105995.687500 Penalty: 718.382935 Iteration 17Q: 3 clusters Score -105995.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -106006.937500 Penalty: 718.382935 Iteration 18Q: 3 clusters Score -106006.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -106020.757812 Penalty: 718.382935 Iteration 19Q: 3 clusters Score -106020.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -106045.343750 Penalty: 718.382935 Iteration 20F: 3 clusters Score -106045.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -106079.257812 Penalty: 718.382935 Iteration 21Q: 3 clusters Score -106079.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -106116.320312 Penalty: 718.382935 Iteration 22Q: 3 clusters Score -106116.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -106153.976562 Penalty: 718.382935 Iteration 23Q: 3 clusters Score -106154 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -106197.937500 Penalty: 718.382935 Iteration 24Q: 3 clusters Score -106197.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -106234.289062 Penalty: 718.382935 Iteration 25Q: 3 clusters Score -106234.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -106253.226562 Penalty: 718.382935 Iteration 26Q: 3 clusters Score -106253.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -106274.007812 Penalty: 718.382935 Iteration 27Q: 3 clusters Score -106274 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -106285.742188 Penalty: 718.382935 Iteration 28Q: 3 clusters Score -106285.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -106294.523438 Penalty: 718.382935 Iteration 29Q: 3 clusters Score -106294.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -106304.781250 Penalty: 718.382935 Iteration 30Q: 3 clusters Score -106304.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -106313.976562 Penalty: 718.382935 Iteration 31Q: 3 clusters Score -106314 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -106318.585938 Penalty: 718.382935 Iteration 32Q: 3 clusters Score -106318.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -106321.656250 Penalty: 718.382935 Iteration 33Q: 3 clusters Score -106321.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -106322.250000 Penalty: 718.382935 Iteration 34Q: 3 clusters Score -106322.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -106322.882812 Penalty: 718.382935 Iteration 35Q: 3 clusters Score -106322.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -106323.820312 Penalty: 718.382935 Iteration 36Q: 3 clusters Score -106323.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -106324.492188 Penalty: 718.382935 Iteration 37Q: 3 clusters Score -106324.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -106324.843750 Penalty: 718.382935 Iteration 38Q: 3 clusters Score -106324.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -106324.890625 Penalty: 718.382935 Iteration 39Q: 3 clusters Score -106324.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -106325.007812 Penalty: 718.382935 Iteration 40F: 3 clusters Score -106325 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 3733 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 15515 members Mstep: Class 13 contains 17939 members Mstep: Class 14 contains 3671 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 522 members Mstep: Class 18 contains 1025 members Mstep: Class 19 contains 557 members Mstep: Class 20 contains 5647 members Mstep: Class 21 contains 84812 members Mstep: Class 22 contains 469 members Mstep: Class 23 contains 874 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 2125 members Entering Unmasked Estep Score: -8646190.000000 Penalty: 13913.028320 Splitting cluster 19 changes total score from -8595126.000000 to -8646190.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 20 (5647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Entering Unmasked Estep Score: -202244.968750 Penalty: 393.069031 Iteration 0F: 2 clusters Score -202245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -198381.515625 Penalty: 786.138062 Iteration 0F: 3 clusters Score -198381.5 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -199904.437500 Penalty: 786.138062 Iteration 1F: 3 clusters Score -199904.4 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -200173.453125 Penalty: 786.138062 Iteration 2F: 3 clusters Score -200173.5 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -200486.953125 Penalty: 786.138062 Iteration 3F: 3 clusters Score -200487 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -200784.328125 Penalty: 786.138062 Iteration 4F: 3 clusters Score -200784.3 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -201071.140625 Penalty: 786.138062 Iteration 5F: 3 clusters Score -201071.1 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -201314.234375 Penalty: 786.138062 Iteration 6F: 3 clusters Score -201314.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -201508.015625 Penalty: 786.138062 Iteration 7Q: 3 clusters Score -201508 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -201653.906250 Penalty: 786.138062 Iteration 8Q: 3 clusters Score -201653.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -201759.812500 Penalty: 786.138062 Iteration 9Q: 3 clusters Score -201759.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -201820.890625 Penalty: 786.138062 Iteration 10Q: 3 clusters Score -201820.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -201868.562500 Penalty: 786.138062 Iteration 11Q: 3 clusters Score -201868.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -201895.109375 Penalty: 786.138062 Iteration 12Q: 3 clusters Score -201895.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -201907.312500 Penalty: 786.138062 Iteration 13Q: 3 clusters Score -201907.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -201917.328125 Penalty: 786.138062 Iteration 14Q: 3 clusters Score -201917.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -201921.546875 Penalty: 786.138062 Iteration 15Q: 3 clusters Score -201921.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -201924.343750 Penalty: 786.138062 Iteration 16Q: 3 clusters Score -201924.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -201925.890625 Penalty: 786.138062 Iteration 17Q: 3 clusters Score -201925.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -201927.437500 Penalty: 786.138062 Iteration 18Q: 3 clusters Score -201927.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -201927.437500 Penalty: 786.138062 Iteration 19F: 3 clusters Score -201927.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 550 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 35091 members Mstep: Class 12 contains 15515 members Mstep: Class 14 contains 3671 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 522 members Mstep: Class 18 contains 1025 members Mstep: Class 19 contains 557 members Mstep: Class 20 contains 5647 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 242.775223 but Gain 556.521484 Score: -8653772.000000 Penalty: 13356.506836 Iteration 39Q: 25 clusters Score -8653772 nChanged 9876 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3044 members Mstep: Class 3 contains 1721 members Mstep: Class 4 contains 13052 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 3256 members Mstep: Class 7 contains 1871 members Mstep: Class 8 contains 770 members Mstep: Class 9 contains 2292 members Mstep: Class 10 contains 35275 members Mstep: Class 11 contains 4631 members Mstep: Class 12 contains 15630 members Mstep: Class 13 contains 13148 members Mstep: Class 14 contains 3535 members Mstep: Class 15 contains 5890 members Mstep: Class 16 contains 128 members Mstep: Class 17 contains 498 members Mstep: Class 18 contains 1080 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 5501 members Mstep: Class 21 contains 88490 members Mstep: Class 22 contains 656 members Mstep: Class 23 contains 968 members Mstep: Class 25 contains 2037 members Entering Unmasked Estep ConsiderDeletion Score: -8661330.000000 Penalty: 13356.506836 Iteration 40F: 25 clusters Score -8661330 nChanged 7176 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2960 members Mstep: Class 3 contains 1729 members Mstep: Class 4 contains 13139 members Mstep: Class 5 contains 629 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 769 members Mstep: Class 9 contains 2351 members Mstep: Class 10 contains 35281 members Mstep: Class 11 contains 5144 members Mstep: Class 12 contains 15491 members Mstep: Class 13 contains 10181 members Mstep: Class 14 contains 3385 members Mstep: Class 15 contains 5923 members Mstep: Class 16 contains 137 members Mstep: Class 17 contains 478 members Mstep: Class 18 contains 1091 members Mstep: Class 19 contains 767 members Mstep: Class 20 contains 5353 members Mstep: Class 21 contains 91089 members Mstep: Class 22 contains 754 members Mstep: Class 23 contains 1390 members Mstep: Class 25 contains 1984 members Entering Unmasked Estep ConsiderDeletion Score: -8665717.000000 Penalty: 13356.506836 Iteration 41Q: 25 clusters Score -8665717 nChanged 4954 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2888 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 13385 members Mstep: Class 5 contains 664 members Mstep: Class 6 contains 2474 members Mstep: Class 7 contains 1852 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 2395 members Mstep: Class 10 contains 35259 members Mstep: Class 11 contains 5593 members Mstep: Class 12 contains 15346 members Mstep: Class 13 contains 8222 members Mstep: Class 14 contains 3297 members Mstep: Class 15 contains 5913 members Mstep: Class 16 contains 136 members Mstep: Class 17 contains 470 members Mstep: Class 18 contains 1099 members Mstep: Class 19 contains 870 members Mstep: Class 20 contains 5273 members Mstep: Class 21 contains 92621 members Mstep: Class 22 contains 800 members Mstep: Class 23 contains 1763 members Mstep: Class 25 contains 1931 members Entering Unmasked Estep ConsiderDeletion Score: -8668489.000000 Penalty: 13356.506836 Iteration 42Q: 25 clusters Score -8668489 nChanged 3965 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2827 members Mstep: Class 3 contains 1700 members Mstep: Class 4 contains 13718 members Mstep: Class 5 contains 697 members Mstep: Class 6 contains 2139 members Mstep: Class 7 contains 1854 members Mstep: Class 8 contains 773 members Mstep: Class 9 contains 2427 members Mstep: Class 10 contains 35249 members Mstep: Class 11 contains 5999 members Mstep: Class 12 contains 15176 members Mstep: Class 13 contains 6897 members Mstep: Class 14 contains 3264 members Mstep: Class 15 contains 5884 members Mstep: Class 16 contains 135 members Mstep: Class 17 contains 468 members Mstep: Class 18 contains 1108 members Mstep: Class 19 contains 943 members Mstep: Class 20 contains 5199 members Mstep: Class 21 contains 93523 members Mstep: Class 22 contains 777 members Mstep: Class 23 contains 2098 members Mstep: Class 25 contains 1878 members Entering Unmasked Estep ConsiderDeletion Score: -8670605.000000 Penalty: 13356.506836 Iteration 43Q: 25 clusters Score -8670605 nChanged 3219 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2767 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 14116 members Mstep: Class 5 contains 727 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 1849 members Mstep: Class 8 contains 774 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 35222 members Mstep: Class 11 contains 6353 members Mstep: Class 12 contains 14973 members Mstep: Class 13 contains 5970 members Mstep: Class 14 contains 3260 members Mstep: Class 15 contains 5854 members Mstep: Class 16 contains 134 members Mstep: Class 17 contains 496 members Mstep: Class 18 contains 1122 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 5131 members Mstep: Class 21 contains 93978 members Mstep: Class 22 contains 730 members Mstep: Class 23 contains 2415 members Mstep: Class 25 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -8672299.000000 Penalty: 13356.506836 Iteration 44Q: 25 clusters Score -8672299 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 1681 members Mstep: Class 4 contains 14537 members Mstep: Class 5 contains 755 members Mstep: Class 6 contains 1774 members Mstep: Class 7 contains 1842 members Mstep: Class 8 contains 774 members Mstep: Class 9 contains 2468 members Mstep: Class 10 contains 35201 members Mstep: Class 11 contains 6579 members Mstep: Class 12 contains 14773 members Mstep: Class 13 contains 5201 members Mstep: Class 14 contains 3283 members Mstep: Class 15 contains 5820 members Mstep: Class 16 contains 135 members Mstep: Class 17 contains 527 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 1033 members Mstep: Class 20 contains 5085 members Mstep: Class 21 contains 94203 members Mstep: Class 22 contains 689 members Mstep: Class 23 contains 2679 members Mstep: Class 25 contains 1837 members Entering Unmasked Estep ConsiderDeletion Score: -8673622.000000 Penalty: 13356.506836 Iteration 45Q: 25 clusters Score -8673622 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2684 members Mstep: Class 3 contains 1678 members Mstep: Class 4 contains 14975 members Mstep: Class 5 contains 792 members Mstep: Class 6 contains 1768 members Mstep: Class 7 contains 1843 members Mstep: Class 8 contains 769 members Mstep: Class 9 contains 2475 members Mstep: Class 10 contains 35175 members Mstep: Class 11 contains 6717 members Mstep: Class 12 contains 14585 members Mstep: Class 13 contains 4578 members Mstep: Class 14 contains 3312 members Mstep: Class 15 contains 5763 members Mstep: Class 16 contains 136 members Mstep: Class 17 contains 538 members Mstep: Class 18 contains 1164 members Mstep: Class 19 contains 1054 members Mstep: Class 20 contains 5048 members Mstep: Class 21 contains 94266 members Mstep: Class 22 contains 660 members Mstep: Class 23 contains 2925 members Mstep: Class 25 contains 1820 members Entering Unmasked Estep ConsiderDeletion Score: -8674664.000000 Penalty: 13356.506836 Iteration 46Q: 25 clusters Score -8674664 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2666 members Mstep: Class 3 contains 1677 members Mstep: Class 4 contains 15352 members Mstep: Class 5 contains 811 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 1835 members Mstep: Class 8 contains 761 members Mstep: Class 9 contains 2476 members Mstep: Class 10 contains 35083 members Mstep: Class 11 contains 6800 members Mstep: Class 12 contains 14433 members Mstep: Class 13 contains 4078 members Mstep: Class 14 contains 3364 members Mstep: Class 15 contains 5697 members Mstep: Class 16 contains 137 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 1195 members Mstep: Class 19 contains 1063 members Mstep: Class 20 contains 5032 members Mstep: Class 21 contains 94279 members Mstep: Class 22 contains 620 members Mstep: Class 23 contains 3121 members Mstep: Class 25 contains 1805 members Entering Unmasked Estep ConsiderDeletion Score: -8675436.000000 Penalty: 13356.506836 Iteration 47Q: 25 clusters Score -8675436 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2654 members Mstep: Class 3 contains 1677 members Mstep: Class 4 contains 15685 members Mstep: Class 5 contains 825 members Mstep: Class 6 contains 1973 members Mstep: Class 7 contains 1826 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 2473 members Mstep: Class 10 contains 34991 members Mstep: Class 11 contains 6865 members Mstep: Class 12 contains 14286 members Mstep: Class 13 contains 3712 members Mstep: Class 14 contains 3414 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 141 members Mstep: Class 17 contains 571 members Mstep: Class 18 contains 1237 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 5012 members Mstep: Class 21 contains 94226 members Mstep: Class 22 contains 587 members Mstep: Class 23 contains 3298 members Mstep: Class 25 contains 1781 members Entering Unmasked Estep ConsiderDeletion Score: -8675972.000000 Penalty: 13356.506836 Iteration 48Q: 25 clusters Score -8675972 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2639 members Mstep: Class 3 contains 1678 members Mstep: Class 4 contains 16002 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2080 members Mstep: Class 7 contains 1814 members Mstep: Class 8 contains 756 members Mstep: Class 9 contains 2460 members Mstep: Class 10 contains 34886 members Mstep: Class 11 contains 6904 members Mstep: Class 12 contains 14149 members Mstep: Class 13 contains 3434 members Mstep: Class 14 contains 3461 members Mstep: Class 15 contains 5577 members Mstep: Class 16 contains 146 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 1280 members Mstep: Class 19 contains 1086 members Mstep: Class 20 contains 4998 members Mstep: Class 21 contains 94158 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 3432 members Mstep: Class 25 contains 1776 members Entering Unmasked Estep ConsiderDeletion Score: -8676332.000000 Penalty: 13356.506836 Iteration 49Q: 25 clusters Score -8676332 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2625 members Mstep: Class 3 contains 1684 members Mstep: Class 4 contains 16235 members Mstep: Class 5 contains 845 members Mstep: Class 6 contains 2149 members Mstep: Class 7 contains 1805 members Mstep: Class 8 contains 752 members Mstep: Class 9 contains 2454 members Mstep: Class 10 contains 34817 members Mstep: Class 11 contains 6927 members Mstep: Class 12 contains 14045 members Mstep: Class 13 contains 3263 members Mstep: Class 14 contains 3519 members Mstep: Class 15 contains 5527 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 1313 members Mstep: Class 19 contains 1105 members Mstep: Class 20 contains 4982 members Mstep: Class 21 contains 94078 members Mstep: Class 22 contains 542 members Mstep: Class 23 contains 3523 members Mstep: Class 25 contains 1774 members Entering Unmasked Estep ConsiderDeletion Score: -8676644.000000 Penalty: 13356.506836 Iteration 50Q: 25 clusters Score -8676644 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2623 members Mstep: Class 3 contains 1695 members Mstep: Class 4 contains 16446 members Mstep: Class 5 contains 854 members Mstep: Class 6 contains 2219 members Mstep: Class 7 contains 1799 members Mstep: Class 8 contains 744 members Mstep: Class 9 contains 2445 members Mstep: Class 10 contains 34731 members Mstep: Class 11 contains 6945 members Mstep: Class 12 contains 13952 members Mstep: Class 13 contains 3084 members Mstep: Class 14 contains 3588 members Mstep: Class 15 contains 5506 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 589 members Mstep: Class 18 contains 1340 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 4960 members Mstep: Class 21 contains 94021 members Mstep: Class 22 contains 516 members Mstep: Class 23 contains 3579 members Mstep: Class 25 contains 1772 members Entering Unmasked Estep ConsiderDeletion Score: -8677004.000000 Penalty: 13356.506836 Iteration 51Q: 25 clusters Score -8677004 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2614 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 16626 members Mstep: Class 5 contains 870 members Mstep: Class 6 contains 2265 members Mstep: Class 7 contains 1793 members Mstep: Class 8 contains 741 members Mstep: Class 9 contains 2447 members Mstep: Class 10 contains 34628 members Mstep: Class 11 contains 6954 members Mstep: Class 12 contains 13855 members Mstep: Class 13 contains 2924 members Mstep: Class 14 contains 3667 members Mstep: Class 15 contains 5520 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 596 members Mstep: Class 18 contains 1369 members Mstep: Class 19 contains 1164 members Mstep: Class 20 contains 4939 members Mstep: Class 21 contains 93947 members Mstep: Class 22 contains 512 members Mstep: Class 23 contains 3634 members Mstep: Class 25 contains 1776 members Entering Unmasked Estep ConsiderDeletion Score: -8677575.000000 Penalty: 13356.506836 Iteration 52Q: 25 clusters Score -8677575 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2607 members Mstep: Class 3 contains 1680 members Mstep: Class 4 contains 16784 members Mstep: Class 5 contains 880 members Mstep: Class 6 contains 2286 members Mstep: Class 7 contains 1786 members Mstep: Class 8 contains 737 members Mstep: Class 9 contains 2472 members Mstep: Class 10 contains 34511 members Mstep: Class 11 contains 6957 members Mstep: Class 12 contains 13780 members Mstep: Class 13 contains 2833 members Mstep: Class 14 contains 3717 members Mstep: Class 15 contains 5548 members Mstep: Class 16 contains 164 members Mstep: Class 17 contains 607 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 1179 members Mstep: Class 20 contains 4926 members Mstep: Class 21 contains 93905 members Mstep: Class 22 contains 515 members Mstep: Class 23 contains 3658 members Mstep: Class 25 contains 1778 members Entering Unmasked Estep ConsiderDeletion Score: -8678197.000000 Penalty: 13356.506836 Iteration 53Q: 25 clusters Score -8678197 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2611 members Mstep: Class 3 contains 1670 members Mstep: Class 4 contains 16926 members Mstep: Class 5 contains 900 members Mstep: Class 6 contains 2284 members Mstep: Class 7 contains 1785 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 2484 members Mstep: Class 10 contains 34345 members Mstep: Class 11 contains 6960 members Mstep: Class 12 contains 13733 members Mstep: Class 13 contains 2850 members Mstep: Class 14 contains 3736 members Mstep: Class 15 contains 5589 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 607 members Mstep: Class 18 contains 1396 members Mstep: Class 19 contains 1199 members Mstep: Class 20 contains 4896 members Mstep: Class 21 contains 93851 members Mstep: Class 22 contains 518 members Mstep: Class 23 contains 3673 members Mstep: Class 25 contains 1775 members Entering Unmasked Estep ConsiderDeletion Score: -8679088.000000 Penalty: 13356.506836 Iteration 54Q: 25 clusters Score -8679088 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2617 members Mstep: Class 3 contains 1668 members Mstep: Class 4 contains 17037 members Mstep: Class 5 contains 923 members Mstep: Class 6 contains 2268 members Mstep: Class 7 contains 1783 members Mstep: Class 8 contains 724 members Mstep: Class 9 contains 2484 members Mstep: Class 10 contains 34155 members Mstep: Class 11 contains 6960 members Mstep: Class 12 contains 13698 members Mstep: Class 13 contains 2936 members Mstep: Class 14 contains 3734 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 1399 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 4880 members Mstep: Class 21 contains 93778 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 3687 members Mstep: Class 25 contains 1773 members Entering Unmasked Estep ConsiderDeletion Score: -8680256.000000 Penalty: 13356.506836 Iteration 55Q: 25 clusters Score -8680256 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2626 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17111 members Mstep: Class 5 contains 936 members Mstep: Class 6 contains 2226 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 2489 members Mstep: Class 10 contains 33935 members Mstep: Class 11 contains 6964 members Mstep: Class 12 contains 13672 members Mstep: Class 13 contains 3168 members Mstep: Class 14 contains 3715 members Mstep: Class 15 contains 5649 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 623 members Mstep: Class 18 contains 1401 members Mstep: Class 19 contains 1217 members Mstep: Class 20 contains 4870 members Mstep: Class 21 contains 93700 members Mstep: Class 22 contains 585 members Mstep: Class 23 contains 3696 members Mstep: Class 25 contains 1772 members Entering Unmasked Estep ConsiderDeletion Score: -8680758.000000 Penalty: 13356.506836 Iteration 56Q: 25 clusters Score -8680758 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2647 members Mstep: Class 3 contains 1654 members Mstep: Class 4 contains 17163 members Mstep: Class 5 contains 942 members Mstep: Class 6 contains 2179 members Mstep: Class 7 contains 1774 members Mstep: Class 8 contains 717 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 33690 members Mstep: Class 11 contains 6977 members Mstep: Class 12 contains 13652 members Mstep: Class 13 contains 3430 members Mstep: Class 14 contains 3703 members Mstep: Class 15 contains 5648 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 627 members Mstep: Class 18 contains 1408 members Mstep: Class 19 contains 1225 members Mstep: Class 20 contains 4861 members Mstep: Class 21 contains 93626 members Mstep: Class 22 contains 625 members Mstep: Class 23 contains 3702 members Mstep: Class 25 contains 1772 members Entering Unmasked Estep ConsiderDeletion Score: -8681093.000000 Penalty: 13356.506836 Iteration 57Q: 25 clusters Score -8681093 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2660 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17202 members Mstep: Class 5 contains 952 members Mstep: Class 6 contains 2136 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2491 members Mstep: Class 10 contains 33479 members Mstep: Class 11 contains 6985 members Mstep: Class 12 contains 13639 members Mstep: Class 13 contains 3651 members Mstep: Class 14 contains 3696 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 631 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 4853 members Mstep: Class 21 contains 93564 members Mstep: Class 22 contains 667 members Mstep: Class 23 contains 3710 members Mstep: Class 25 contains 1766 members Entering Unmasked Estep ConsiderDeletion Score: -8681301.000000 Penalty: 13356.506836 Iteration 58Q: 25 clusters Score -8681301 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2670 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17232 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 2119 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 33292 members Mstep: Class 11 contains 6996 members Mstep: Class 12 contains 13631 members Mstep: Class 13 contains 3855 members Mstep: Class 14 contains 3691 members Mstep: Class 15 contains 5620 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 629 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 4835 members Mstep: Class 21 contains 93513 members Mstep: Class 22 contains 707 members Mstep: Class 23 contains 3723 members Mstep: Class 25 contains 1763 members Entering Unmasked Estep ConsiderDeletion Score: -8681427.000000 Penalty: 13356.506836 Iteration 59Q: 25 clusters Score -8681427 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2689 members Mstep: Class 3 contains 1657 members Mstep: Class 4 contains 17259 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 2084 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2477 members Mstep: Class 10 contains 33153 members Mstep: Class 11 contains 7005 members Mstep: Class 12 contains 13617 members Mstep: Class 13 contains 4033 members Mstep: Class 14 contains 3689 members Mstep: Class 15 contains 5616 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1238 members Mstep: Class 20 contains 4823 members Mstep: Class 21 contains 93446 members Mstep: Class 22 contains 731 members Mstep: Class 23 contains 3734 members Mstep: Class 25 contains 1762 members Entering Unmasked Estep ConsiderDeletion Score: -8681855.000000 Penalty: 13356.506836 Iteration 60F: 25 clusters Score -8681855 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2702 members Mstep: Class 3 contains 1661 members Mstep: Class 4 contains 17282 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 2075 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 33023 members Mstep: Class 11 contains 7026 members Mstep: Class 12 contains 13524 members Mstep: Class 13 contains 4198 members Mstep: Class 14 contains 3678 members Mstep: Class 15 contains 5587 members Mstep: Class 16 contains 183 members Mstep: Class 17 contains 647 members Mstep: Class 18 contains 1411 members Mstep: Class 19 contains 1244 members Mstep: Class 20 contains 4811 members Mstep: Class 21 contains 93377 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 3852 members Mstep: Class 25 contains 1762 members Entering Unmasked Estep ConsiderDeletion Score: -8682111.000000 Penalty: 13356.506836 Iteration 61Q: 25 clusters Score -8682111 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2715 members Mstep: Class 3 contains 1673 members Mstep: Class 4 contains 17297 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 2074 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2458 members Mstep: Class 10 contains 32914 members Mstep: Class 11 contains 7040 members Mstep: Class 12 contains 13434 members Mstep: Class 13 contains 4311 members Mstep: Class 14 contains 3684 members Mstep: Class 15 contains 5557 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 658 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 4806 members Mstep: Class 21 contains 93319 members Mstep: Class 22 contains 757 members Mstep: Class 23 contains 3955 members Mstep: Class 25 contains 1764 members Entering Unmasked Estep ConsiderDeletion Score: -8682315.000000 Penalty: 13356.506836 Iteration 62Q: 25 clusters Score -8682315 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 1682 members Mstep: Class 4 contains 17303 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 2074 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2451 members Mstep: Class 10 contains 32814 members Mstep: Class 11 contains 7049 members Mstep: Class 12 contains 13348 members Mstep: Class 13 contains 4406 members Mstep: Class 14 contains 3690 members Mstep: Class 15 contains 5522 members Mstep: Class 16 contains 176 members Mstep: Class 17 contains 660 members Mstep: Class 18 contains 1404 members Mstep: Class 19 contains 1267 members Mstep: Class 20 contains 4795 members Mstep: Class 21 contains 93290 members Mstep: Class 22 contains 773 members Mstep: Class 23 contains 4058 members Mstep: Class 25 contains 1758 members Entering Unmasked Estep ConsiderDeletion Score: -8682399.000000 Penalty: 13356.506836 Iteration 63Q: 25 clusters Score -8682399 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2754 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 17310 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2449 members Mstep: Class 10 contains 32734 members Mstep: Class 11 contains 7055 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 4485 members Mstep: Class 14 contains 3684 members Mstep: Class 15 contains 5495 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 673 members Mstep: Class 18 contains 1408 members Mstep: Class 19 contains 1272 members Mstep: Class 20 contains 4782 members Mstep: Class 21 contains 93263 members Mstep: Class 22 contains 793 members Mstep: Class 23 contains 4142 members Mstep: Class 25 contains 1764 members Entering Unmasked Estep ConsiderDeletion Score: -8682513.000000 Penalty: 13356.506836 Iteration 64Q: 25 clusters Score -8682513 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2765 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 17312 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 1740 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2459 members Mstep: Class 10 contains 32667 members Mstep: Class 11 contains 7064 members Mstep: Class 12 contains 13215 members Mstep: Class 13 contains 4543 members Mstep: Class 14 contains 3677 members Mstep: Class 15 contains 5478 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 686 members Mstep: Class 18 contains 1410 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 4772 members Mstep: Class 21 contains 93233 members Mstep: Class 22 contains 811 members Mstep: Class 23 contains 4203 members Mstep: Class 25 contains 1774 members Entering Unmasked Estep ConsiderDeletion Score: -8682613.000000 Penalty: 13356.506836 Iteration 65Q: 25 clusters Score -8682613 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2782 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 17312 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2472 members Mstep: Class 10 contains 32597 members Mstep: Class 11 contains 7068 members Mstep: Class 12 contains 13166 members Mstep: Class 13 contains 4597 members Mstep: Class 14 contains 3679 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 706 members Mstep: Class 18 contains 1405 members Mstep: Class 19 contains 1275 members Mstep: Class 20 contains 4769 members Mstep: Class 21 contains 93209 members Mstep: Class 22 contains 820 members Mstep: Class 23 contains 4250 members Mstep: Class 25 contains 1779 members Entering Unmasked Estep ConsiderDeletion Score: -8682678.000000 Penalty: 13356.506836 Iteration 66Q: 25 clusters Score -8682678 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2803 members Mstep: Class 3 contains 1695 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 2039 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2478 members Mstep: Class 10 contains 32542 members Mstep: Class 11 contains 7070 members Mstep: Class 12 contains 13122 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 3676 members Mstep: Class 15 contains 5441 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 728 members Mstep: Class 18 contains 1410 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 4761 members Mstep: Class 21 contains 93188 members Mstep: Class 22 contains 830 members Mstep: Class 23 contains 4282 members Mstep: Class 25 contains 1791 members Entering Unmasked Estep ConsiderDeletion Score: -8682707.000000 Penalty: 13356.506836 Iteration 67Q: 25 clusters Score -8682707 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2817 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 17313 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 2032 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 32503 members Mstep: Class 11 contains 7073 members Mstep: Class 12 contains 13085 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 3673 members Mstep: Class 15 contains 5425 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 739 members Mstep: Class 18 contains 1410 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 4749 members Mstep: Class 21 contains 93164 members Mstep: Class 22 contains 836 members Mstep: Class 23 contains 4318 members Mstep: Class 25 contains 1810 members Entering Unmasked Estep ConsiderDeletion Score: -8682744.000000 Penalty: 13356.506836 Iteration 68Q: 25 clusters Score -8682744 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2820 members Mstep: Class 3 contains 1708 members Mstep: Class 4 contains 17313 members Mstep: Class 5 contains 987 members Mstep: Class 6 contains 2034 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2496 members Mstep: Class 10 contains 32471 members Mstep: Class 11 contains 7089 members Mstep: Class 12 contains 13048 members Mstep: Class 13 contains 4690 members Mstep: Class 14 contains 3665 members Mstep: Class 15 contains 5395 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 742 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1291 members Mstep: Class 20 contains 4734 members Mstep: Class 21 contains 93156 members Mstep: Class 22 contains 840 members Mstep: Class 23 contains 4348 members Mstep: Class 25 contains 1833 members Entering Unmasked Estep ConsiderDeletion Score: -8682798.000000 Penalty: 13356.506836 Iteration 69Q: 25 clusters Score -8682798 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2816 members Mstep: Class 3 contains 1710 members Mstep: Class 4 contains 17324 members Mstep: Class 5 contains 989 members Mstep: Class 6 contains 2037 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2512 members Mstep: Class 10 contains 32437 members Mstep: Class 11 contains 7095 members Mstep: Class 12 contains 13016 members Mstep: Class 13 contains 4707 members Mstep: Class 14 contains 3654 members Mstep: Class 15 contains 5370 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 749 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 4729 members Mstep: Class 21 contains 93142 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 4375 members Mstep: Class 25 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -8682849.000000 Penalty: 13356.506836 Iteration 70Q: 25 clusters Score -8682849 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2817 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 17336 members Mstep: Class 5 contains 991 members Mstep: Class 6 contains 2037 members Mstep: Class 7 contains 1730 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 32414 members Mstep: Class 11 contains 7098 members Mstep: Class 12 contains 12980 members Mstep: Class 13 contains 4722 members Mstep: Class 14 contains 3647 members Mstep: Class 15 contains 5342 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1302 members Mstep: Class 20 contains 4720 members Mstep: Class 21 contains 93128 members Mstep: Class 22 contains 870 members Mstep: Class 23 contains 4401 members Mstep: Class 25 contains 1860 members Entering Unmasked Estep ConsiderDeletion Score: -8682892.000000 Penalty: 13356.506836 Iteration 71Q: 25 clusters Score -8682892 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2825 members Mstep: Class 3 contains 1721 members Mstep: Class 4 contains 17357 members Mstep: Class 5 contains 992 members Mstep: Class 6 contains 2033 members Mstep: Class 7 contains 1727 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2522 members Mstep: Class 10 contains 32387 members Mstep: Class 11 contains 7101 members Mstep: Class 12 contains 12957 members Mstep: Class 13 contains 4739 members Mstep: Class 14 contains 3636 members Mstep: Class 15 contains 5312 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 767 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1308 members Mstep: Class 20 contains 4709 members Mstep: Class 21 contains 93094 members Mstep: Class 22 contains 891 members Mstep: Class 23 contains 4420 members Mstep: Class 25 contains 1880 members Entering Unmasked Estep ConsiderDeletion Score: -8682968.000000 Penalty: 13356.506836 Iteration 72Q: 25 clusters Score -8682968 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2829 members Mstep: Class 3 contains 1738 members Mstep: Class 4 contains 17378 members Mstep: Class 5 contains 994 members Mstep: Class 6 contains 2030 members Mstep: Class 7 contains 1724 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2515 members Mstep: Class 10 contains 32352 members Mstep: Class 11 contains 7096 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 4763 members Mstep: Class 14 contains 3625 members Mstep: Class 15 contains 5292 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 776 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 4706 members Mstep: Class 21 contains 93063 members Mstep: Class 22 contains 909 members Mstep: Class 23 contains 4439 members Mstep: Class 25 contains 1898 members Entering Unmasked Estep ConsiderDeletion Score: -8683007.000000 Penalty: 13356.506836 Iteration 73Q: 25 clusters Score -8683007 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2830 members Mstep: Class 3 contains 1742 members Mstep: Class 4 contains 17392 members Mstep: Class 5 contains 996 members Mstep: Class 6 contains 2028 members Mstep: Class 7 contains 1721 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2513 members Mstep: Class 10 contains 32331 members Mstep: Class 11 contains 7083 members Mstep: Class 12 contains 12920 members Mstep: Class 13 contains 4783 members Mstep: Class 14 contains 3615 members Mstep: Class 15 contains 5259 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 798 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 4704 members Mstep: Class 21 contains 93049 members Mstep: Class 22 contains 922 members Mstep: Class 23 contains 4452 members Mstep: Class 25 contains 1919 members Entering Unmasked Estep ConsiderDeletion Score: -8683057.000000 Penalty: 13356.506836 Iteration 74Q: 25 clusters Score -8683057 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2834 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 17393 members Mstep: Class 5 contains 998 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 1712 members Mstep: Class 8 contains 715 members Mstep: Class 9 contains 2519 members Mstep: Class 10 contains 32316 members Mstep: Class 11 contains 7069 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 4797 members Mstep: Class 14 contains 3607 members Mstep: Class 15 contains 5231 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 822 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 4703 members Mstep: Class 21 contains 93034 members Mstep: Class 22 contains 938 members Mstep: Class 23 contains 4470 members Mstep: Class 25 contains 1945 members Entering Unmasked Estep ConsiderDeletion Score: -8683065.000000 Penalty: 13356.506836 Iteration 75Q: 25 clusters Score -8683065 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2846 members Mstep: Class 3 contains 1731 members Mstep: Class 4 contains 17400 members Mstep: Class 5 contains 1002 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 1707 members Mstep: Class 8 contains 716 members Mstep: Class 9 contains 2523 members Mstep: Class 10 contains 32304 members Mstep: Class 11 contains 7055 members Mstep: Class 12 contains 12883 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 3597 members Mstep: Class 15 contains 5210 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 838 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1323 members Mstep: Class 20 contains 4693 members Mstep: Class 21 contains 93007 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 4485 members Mstep: Class 25 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -8683107.000000 Penalty: 13356.506836 Iteration 76Q: 25 clusters Score -8683107 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2853 members Mstep: Class 3 contains 1726 members Mstep: Class 4 contains 17407 members Mstep: Class 5 contains 1008 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 1703 members Mstep: Class 8 contains 717 members Mstep: Class 9 contains 2533 members Mstep: Class 10 contains 32293 members Mstep: Class 11 contains 7040 members Mstep: Class 12 contains 12855 members Mstep: Class 13 contains 4814 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 5208 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 853 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1332 members Mstep: Class 20 contains 4681 members Mstep: Class 21 contains 92966 members Mstep: Class 22 contains 977 members Mstep: Class 23 contains 4500 members Mstep: Class 25 contains 2006 members Entering Unmasked Estep ConsiderDeletion Score: -8683150.000000 Penalty: 13356.506836 Iteration 77Q: 25 clusters Score -8683150 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2850 members Mstep: Class 3 contains 1721 members Mstep: Class 4 contains 17406 members Mstep: Class 5 contains 1011 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 1702 members Mstep: Class 8 contains 719 members Mstep: Class 9 contains 2542 members Mstep: Class 10 contains 32276 members Mstep: Class 11 contains 7028 members Mstep: Class 12 contains 12840 members Mstep: Class 13 contains 4824 members Mstep: Class 14 contains 3565 members Mstep: Class 15 contains 5201 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 876 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1344 members Mstep: Class 20 contains 4669 members Mstep: Class 21 contains 92934 members Mstep: Class 22 contains 998 members Mstep: Class 23 contains 4505 members Mstep: Class 25 contains 2037 members Entering Unmasked Estep ConsiderDeletion Score: -8683177.000000 Penalty: 13356.506836 Iteration 78Q: 25 clusters Score -8683177 nChanged 277 Entering ConstructFrom: Score: -8683177.000000 Penalty: 13356.506836 Entering ConstructFrom: Trying to split cluster 1 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -12274.940430 Penalty: 273.289093 Iteration 0F: 2 clusters Score -12274.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11849.358398 Penalty: 546.578186 Iteration 0F: 3 clusters Score -11849.36 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -11969.238281 Penalty: 546.578186 Iteration 1F: 3 clusters Score -11969.24 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -12013.538086 Penalty: 546.578186 Iteration 2F: 3 clusters Score -12013.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -12033.275391 Penalty: 546.578186 Iteration 3Q: 3 clusters Score -12033.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12050.545898 Penalty: 546.578186 Iteration 4Q: 3 clusters Score -12050.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -12063.023438 Penalty: 546.578186 Iteration 5Q: 3 clusters Score -12063.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -12070.321289 Penalty: 546.578186 Iteration 6Q: 3 clusters Score -12070.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -12079.232422 Penalty: 546.578186 Iteration 7Q: 3 clusters Score -12079.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12096.139648 Penalty: 546.578186 Iteration 8Q: 3 clusters Score -12096.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -12108.321289 Penalty: 546.578186 Iteration 9Q: 3 clusters Score -12108.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12129.955078 Penalty: 546.578186 Iteration 10Q: 3 clusters Score -12129.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12154.792969 Penalty: 546.578186 Iteration 11Q: 3 clusters Score -12154.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -12181.458984 Penalty: 546.578186 Iteration 12Q: 3 clusters Score -12181.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12208.993164 Penalty: 546.578186 Iteration 13Q: 3 clusters Score -12208.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -12222.610352 Penalty: 546.578186 Iteration 14Q: 3 clusters Score -12222.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -12232.019531 Penalty: 546.578186 Iteration 15Q: 3 clusters Score -12232.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12237.715820 Penalty: 546.578186 Iteration 16Q: 3 clusters Score -12237.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12239.492188 Penalty: 546.578186 Iteration 17Q: 3 clusters Score -12239.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12246.718750 Penalty: 546.578186 Iteration 18Q: 3 clusters Score -12246.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12246.718750 Penalty: 546.578186 Iteration 19F: 3 clusters Score -12246.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Entering Unmasked Estep Score: -97574.523438 Penalty: 361.923950 Iteration 0F: 2 clusters Score -97574.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -95611.820312 Penalty: 723.847900 Iteration 0F: 3 clusters Score -95611.82 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -96317.781250 Penalty: 723.847900 Iteration 1F: 3 clusters Score -96317.78 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -96461.640625 Penalty: 723.847900 Iteration 2F: 3 clusters Score -96461.64 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -96581.718750 Penalty: 723.847900 Iteration 3F: 3 clusters Score -96581.72 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -96685.390625 Penalty: 723.847900 Iteration 4F: 3 clusters Score -96685.39 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -96771.406250 Penalty: 723.847900 Iteration 5Q: 3 clusters Score -96771.41 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -96865.250000 Penalty: 723.847900 Iteration 6Q: 3 clusters Score -96865.25 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -96955.960938 Penalty: 723.847900 Iteration 7Q: 3 clusters Score -96955.96 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -97040.937500 Penalty: 723.847900 Iteration 8Q: 3 clusters Score -97040.94 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -97137.132812 Penalty: 723.847900 Iteration 9Q: 3 clusters Score -97137.13 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -97185.906250 Penalty: 723.847900 Iteration 10Q: 3 clusters Score -97185.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -97207.867188 Penalty: 723.847900 Iteration 11Q: 3 clusters Score -97207.87 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -97221.203125 Penalty: 723.847900 Iteration 12Q: 3 clusters Score -97221.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -97237.226562 Penalty: 723.847900 Iteration 13Q: 3 clusters Score -97237.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -97251.062500 Penalty: 723.847900 Iteration 14Q: 3 clusters Score -97251.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -97259.476562 Penalty: 723.847900 Iteration 15Q: 3 clusters Score -97259.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -97262.945312 Penalty: 723.847900 Iteration 16Q: 3 clusters Score -97262.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -97267.273438 Penalty: 723.847900 Iteration 17Q: 3 clusters Score -97267.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -97274.406250 Penalty: 723.847900 Iteration 18Q: 3 clusters Score -97274.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -97279.304688 Penalty: 723.847900 Iteration 19Q: 3 clusters Score -97279.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -97284.585938 Penalty: 723.847900 Iteration 20F: 3 clusters Score -97284.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -97289.187500 Penalty: 723.847900 Iteration 21Q: 3 clusters Score -97289.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -97292.718750 Penalty: 723.847900 Iteration 22Q: 3 clusters Score -97292.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -97297.281250 Penalty: 723.847900 Iteration 23Q: 3 clusters Score -97297.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -97298.625000 Penalty: 723.847900 Iteration 24Q: 3 clusters Score -97298.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -97298.968750 Penalty: 723.847900 Iteration 25Q: 3 clusters Score -97298.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -97299.289062 Penalty: 723.847900 Iteration 26Q: 3 clusters Score -97299.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -97301.195312 Penalty: 723.847900 Iteration 27Q: 3 clusters Score -97301.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -97302.367188 Penalty: 723.847900 Iteration 28Q: 3 clusters Score -97302.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -97303.539062 Penalty: 723.847900 Iteration 29Q: 3 clusters Score -97303.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -97305.226562 Penalty: 723.847900 Iteration 30Q: 3 clusters Score -97305.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -97308.015625 Penalty: 723.847900 Iteration 31Q: 3 clusters Score -97308.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -97310.164062 Penalty: 723.847900 Iteration 32Q: 3 clusters Score -97310.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -97310.898438 Penalty: 723.847900 Iteration 33Q: 3 clusters Score -97310.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -97311.460938 Penalty: 723.847900 Iteration 34Q: 3 clusters Score -97311.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -97313.640625 Penalty: 723.847900 Iteration 35Q: 3 clusters Score -97313.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -97314.781250 Penalty: 723.847900 Iteration 36Q: 3 clusters Score -97314.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -97315.085938 Penalty: 723.847900 Iteration 37Q: 3 clusters Score -97315.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -97315.085938 Penalty: 723.847900 Iteration 38F: 3 clusters Score -97315.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Entering Unmasked Estep Score: -74875.984375 Penalty: 338.899170 Iteration 0F: 2 clusters Score -74875.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -73633.250000 Penalty: 677.798340 Iteration 0F: 3 clusters Score -73633.25 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -74037.773438 Penalty: 677.798340 Iteration 1F: 3 clusters Score -74037.77 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -74080.007812 Penalty: 677.798340 Iteration 2F: 3 clusters Score -74080.01 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -74105.914062 Penalty: 677.798340 Iteration 3Q: 3 clusters Score -74105.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -74131.953125 Penalty: 677.798340 Iteration 4Q: 3 clusters Score -74131.95 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -74164.445312 Penalty: 677.798340 Iteration 5Q: 3 clusters Score -74164.45 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -74211.453125 Penalty: 677.798340 Iteration 6Q: 3 clusters Score -74211.45 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -74259.265625 Penalty: 677.798340 Iteration 7Q: 3 clusters Score -74259.27 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -74295.164062 Penalty: 677.798340 Iteration 8Q: 3 clusters Score -74295.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -74328.242188 Penalty: 677.798340 Iteration 9Q: 3 clusters Score -74328.24 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -74361.179688 Penalty: 677.798340 Iteration 10Q: 3 clusters Score -74361.18 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -74388.726562 Penalty: 677.798340 Iteration 11Q: 3 clusters Score -74388.73 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -74402.765625 Penalty: 677.798340 Iteration 12Q: 3 clusters Score -74402.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -74413.640625 Penalty: 677.798340 Iteration 13Q: 3 clusters Score -74413.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -74420.632812 Penalty: 677.798340 Iteration 14Q: 3 clusters Score -74420.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -74426.203125 Penalty: 677.798340 Iteration 15Q: 3 clusters Score -74426.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -74430.320312 Penalty: 677.798340 Iteration 16Q: 3 clusters Score -74430.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -74434.835938 Penalty: 677.798340 Iteration 17Q: 3 clusters Score -74434.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -74437.015625 Penalty: 677.798340 Iteration 18Q: 3 clusters Score -74437.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -74440.710938 Penalty: 677.798340 Iteration 19Q: 3 clusters Score -74440.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -74444.101562 Penalty: 677.798340 Iteration 20F: 3 clusters Score -74444.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -74446.757812 Penalty: 677.798340 Iteration 21Q: 3 clusters Score -74446.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -74448.695312 Penalty: 677.798340 Iteration 22Q: 3 clusters Score -74448.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -74450.468750 Penalty: 677.798340 Iteration 23Q: 3 clusters Score -74450.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -74451.898438 Penalty: 677.798340 Iteration 24Q: 3 clusters Score -74451.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -74453.507812 Penalty: 677.798340 Iteration 25Q: 3 clusters Score -74453.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -74456.601562 Penalty: 677.798340 Iteration 26Q: 3 clusters Score -74456.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -74463.015625 Penalty: 677.798340 Iteration 27Q: 3 clusters Score -74463.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -74466.390625 Penalty: 677.798340 Iteration 28Q: 3 clusters Score -74466.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -74467.859375 Penalty: 677.798340 Iteration 29Q: 3 clusters Score -74467.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -74469.242188 Penalty: 677.798340 Iteration 30Q: 3 clusters Score -74469.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -74470.632812 Penalty: 677.798340 Iteration 31Q: 3 clusters Score -74470.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -74471.523438 Penalty: 677.798340 Iteration 32Q: 3 clusters Score -74471.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -74471.976562 Penalty: 677.798340 Iteration 33Q: 3 clusters Score -74471.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -74472.562500 Penalty: 677.798340 Iteration 34Q: 3 clusters Score -74472.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -74473.914062 Penalty: 677.798340 Iteration 35Q: 3 clusters Score -74473.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -74475.171875 Penalty: 677.798340 Iteration 36Q: 3 clusters Score -74475.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -74475.750000 Penalty: 677.798340 Iteration 37Q: 3 clusters Score -74475.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -74476.640625 Penalty: 677.798340 Iteration 38Q: 3 clusters Score -74476.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -74479.421875 Penalty: 677.798340 Iteration 39Q: 3 clusters Score -74479.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -74481.335938 Penalty: 677.798340 Iteration 40F: 3 clusters Score -74481.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -74483.515625 Penalty: 677.798340 Iteration 41Q: 3 clusters Score -74483.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -74486.593750 Penalty: 677.798340 Iteration 42Q: 3 clusters Score -74486.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -74489.570312 Penalty: 677.798340 Iteration 43Q: 3 clusters Score -74489.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -74492.601562 Penalty: 677.798340 Iteration 44Q: 3 clusters Score -74492.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -74496.742188 Penalty: 677.798340 Iteration 45Q: 3 clusters Score -74496.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -74503.320312 Penalty: 677.798340 Iteration 46Q: 3 clusters Score -74503.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -74508.218750 Penalty: 677.798340 Iteration 47Q: 3 clusters Score -74508.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -74513.070312 Penalty: 677.798340 Iteration 48Q: 3 clusters Score -74513.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -74523.835938 Penalty: 677.798340 Iteration 49Q: 3 clusters Score -74523.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -74532.312500 Penalty: 677.798340 Iteration 50Q: 3 clusters Score -74532.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -74543.359375 Penalty: 677.798340 Iteration 51Q: 3 clusters Score -74543.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -74548.476562 Penalty: 677.798340 Iteration 52Q: 3 clusters Score -74548.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -74555.046875 Penalty: 677.798340 Iteration 53Q: 3 clusters Score -74555.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -74564.460938 Penalty: 677.798340 Iteration 54Q: 3 clusters Score -74564.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -74569.656250 Penalty: 677.798340 Iteration 55Q: 3 clusters Score -74569.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -74576.578125 Penalty: 677.798340 Iteration 56Q: 3 clusters Score -74576.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -74580.437500 Penalty: 677.798340 Iteration 57Q: 3 clusters Score -74580.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -74582.804688 Penalty: 677.798340 Iteration 58Q: 3 clusters Score -74582.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -74585.117188 Penalty: 677.798340 Iteration 59Q: 3 clusters Score -74585.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -74587.710938 Penalty: 677.798340 Iteration 60F: 3 clusters Score -74587.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -74589.335938 Penalty: 677.798340 Iteration 61Q: 3 clusters Score -74589.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -74589.648438 Penalty: 677.798340 Iteration 62Q: 3 clusters Score -74589.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -74589.648438 Penalty: 677.798340 Iteration 63F: 3 clusters Score -74589.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Entering Unmasked Estep Score: -753586.687500 Penalty: 444.308868 Iteration 0F: 2 clusters Score -753586.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -742083.875000 Penalty: 888.617737 Iteration 0F: 3 clusters Score -742083.9 nChanged 8242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -747229.000000 Penalty: 888.617737 Iteration 1F: 3 clusters Score -747229 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -747608.625000 Penalty: 888.617737 Iteration 2F: 3 clusters Score -747608.6 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -748006.125000 Penalty: 888.617737 Iteration 3F: 3 clusters Score -748006.1 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -748418.937500 Penalty: 888.617737 Iteration 4F: 3 clusters Score -748418.9 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -748859.437500 Penalty: 888.617737 Iteration 5Q: 3 clusters Score -748859.4 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -749413.250000 Penalty: 888.617737 Iteration 6Q: 3 clusters Score -749413.2 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -750163.500000 Penalty: 888.617737 Iteration 7Q: 3 clusters Score -750163.5 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -751034.062500 Penalty: 888.617737 Iteration 8Q: 3 clusters Score -751034.1 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -751655.125000 Penalty: 888.617737 Iteration 9Q: 3 clusters Score -751655.1 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -751943.687500 Penalty: 888.617737 Iteration 10Q: 3 clusters Score -751943.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12679 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -752091.000000 Penalty: 888.617737 Iteration 11Q: 3 clusters Score -752091 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -752181.625000 Penalty: 888.617737 Iteration 12Q: 3 clusters Score -752181.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13018 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -752243.437500 Penalty: 888.617737 Iteration 13Q: 3 clusters Score -752243.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13162 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -752287.812500 Penalty: 888.617737 Iteration 14Q: 3 clusters Score -752287.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -752319.562500 Penalty: 888.617737 Iteration 15Q: 3 clusters Score -752319.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13413 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -752354.312500 Penalty: 888.617737 Iteration 16Q: 3 clusters Score -752354.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -752381.937500 Penalty: 888.617737 Iteration 17Q: 3 clusters Score -752381.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -752405.500000 Penalty: 888.617737 Iteration 18Q: 3 clusters Score -752405.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -752431.062500 Penalty: 888.617737 Iteration 19Q: 3 clusters Score -752431.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -752449.437500 Penalty: 888.617737 Iteration 20F: 3 clusters Score -752449.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13973 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -752466.312500 Penalty: 888.617737 Iteration 21Q: 3 clusters Score -752466.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -752480.312500 Penalty: 888.617737 Iteration 22Q: 3 clusters Score -752480.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -752496.187500 Penalty: 888.617737 Iteration 23Q: 3 clusters Score -752496.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14237 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -752505.375000 Penalty: 888.617737 Iteration 24Q: 3 clusters Score -752505.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -752517.437500 Penalty: 888.617737 Iteration 25Q: 3 clusters Score -752517.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -752527.625000 Penalty: 888.617737 Iteration 26Q: 3 clusters Score -752527.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -752541.375000 Penalty: 888.617737 Iteration 27Q: 3 clusters Score -752541.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -752552.750000 Penalty: 888.617737 Iteration 28Q: 3 clusters Score -752552.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14598 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -752570.125000 Penalty: 888.617737 Iteration 29Q: 3 clusters Score -752570.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -752589.687500 Penalty: 888.617737 Iteration 30Q: 3 clusters Score -752589.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14787 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -752605.375000 Penalty: 888.617737 Iteration 31Q: 3 clusters Score -752605.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -752629.625000 Penalty: 888.617737 Iteration 32Q: 3 clusters Score -752629.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15001 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -752656.812500 Penalty: 888.617737 Iteration 33Q: 3 clusters Score -752656.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -752683.562500 Penalty: 888.617737 Iteration 34Q: 3 clusters Score -752683.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15213 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -752711.375000 Penalty: 888.617737 Iteration 35Q: 3 clusters Score -752711.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15325 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -752736.000000 Penalty: 888.617737 Iteration 36Q: 3 clusters Score -752736 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -752758.937500 Penalty: 888.617737 Iteration 37Q: 3 clusters Score -752758.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15499 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -752778.750000 Penalty: 888.617737 Iteration 38Q: 3 clusters Score -752778.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15579 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -752794.562500 Penalty: 888.617737 Iteration 39Q: 3 clusters Score -752794.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -752818.250000 Penalty: 888.617737 Iteration 40F: 3 clusters Score -752818.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -752843.562500 Penalty: 888.617737 Iteration 41Q: 3 clusters Score -752843.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -752878.875000 Penalty: 888.617737 Iteration 42Q: 3 clusters Score -752878.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15929 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -752927.500000 Penalty: 888.617737 Iteration 43Q: 3 clusters Score -752927.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -753001.750000 Penalty: 888.617737 Iteration 44Q: 3 clusters Score -753001.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16141 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -753076.875000 Penalty: 888.617737 Iteration 45Q: 3 clusters Score -753076.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -753128.000000 Penalty: 888.617737 Iteration 46Q: 3 clusters Score -753128 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16308 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -753162.812500 Penalty: 888.617737 Iteration 47Q: 3 clusters Score -753162.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -753195.687500 Penalty: 888.617737 Iteration 48Q: 3 clusters Score -753195.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16427 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -753216.812500 Penalty: 888.617737 Iteration 49Q: 3 clusters Score -753216.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -753228.187500 Penalty: 888.617737 Iteration 50Q: 3 clusters Score -753228.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16484 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -753235.375000 Penalty: 888.617737 Iteration 51Q: 3 clusters Score -753235.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16516 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -753243.687500 Penalty: 888.617737 Iteration 52Q: 3 clusters Score -753243.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16541 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -753250.562500 Penalty: 888.617737 Iteration 53Q: 3 clusters Score -753250.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16565 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -753255.437500 Penalty: 888.617737 Iteration 54Q: 3 clusters Score -753255.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -753257.000000 Penalty: 888.617737 Iteration 55Q: 3 clusters Score -753257 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -753257.500000 Penalty: 888.617737 Iteration 56Q: 3 clusters Score -753257.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16600 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -753260.375000 Penalty: 888.617737 Iteration 57Q: 3 clusters Score -753260.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -753262.937500 Penalty: 888.617737 Iteration 58Q: 3 clusters Score -753262.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -753265.937500 Penalty: 888.617737 Iteration 59Q: 3 clusters Score -753265.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16630 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -753267.187500 Penalty: 888.617737 Iteration 60F: 3 clusters Score -753267.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16639 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -753273.125000 Penalty: 888.617737 Iteration 61Q: 3 clusters Score -753273.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -753281.437500 Penalty: 888.617737 Iteration 62Q: 3 clusters Score -753281.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -753287.187500 Penalty: 888.617737 Iteration 63Q: 3 clusters Score -753287.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -753296.625000 Penalty: 888.617737 Iteration 64Q: 3 clusters Score -753296.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -753301.875000 Penalty: 888.617737 Iteration 65Q: 3 clusters Score -753301.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -753304.125000 Penalty: 888.617737 Iteration 66Q: 3 clusters Score -753304.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16724 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -753306.562500 Penalty: 888.617737 Iteration 67Q: 3 clusters Score -753306.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -753308.625000 Penalty: 888.617737 Iteration 68Q: 3 clusters Score -753308.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -753309.125000 Penalty: 888.617737 Iteration 69Q: 3 clusters Score -753309.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -753310.000000 Penalty: 888.617737 Iteration 70Q: 3 clusters Score -753310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -753310.187500 Penalty: 888.617737 Iteration 71Q: 3 clusters Score -753310.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -753310.187500 Penalty: 888.617737 Iteration 72F: 3 clusters Score -753310.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Entering Unmasked Estep Score: -39282.289062 Penalty: 314.845612 Iteration 0F: 2 clusters Score -39282.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -38468.812500 Penalty: 629.691223 Iteration 0F: 3 clusters Score -38468.81 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -38692.738281 Penalty: 629.691223 Iteration 1F: 3 clusters Score -38692.74 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -38748.089844 Penalty: 629.691223 Iteration 2F: 3 clusters Score -38748.09 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -38795.179688 Penalty: 629.691223 Iteration 3F: 3 clusters Score -38795.18 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -38860.019531 Penalty: 629.691223 Iteration 4F: 3 clusters Score -38860.02 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -38935.726562 Penalty: 629.691223 Iteration 5F: 3 clusters Score -38935.73 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -39016.562500 Penalty: 629.691223 Iteration 6F: 3 clusters Score -39016.56 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -39076.335938 Penalty: 629.691223 Iteration 7F: 3 clusters Score -39076.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -39103.050781 Penalty: 629.691223 Iteration 8Q: 3 clusters Score -39103.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -39131.117188 Penalty: 629.691223 Iteration 9Q: 3 clusters Score -39131.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -39150.613281 Penalty: 629.691223 Iteration 10Q: 3 clusters Score -39150.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -39160.890625 Penalty: 629.691223 Iteration 11Q: 3 clusters Score -39160.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -39167.710938 Penalty: 629.691223 Iteration 12Q: 3 clusters Score -39167.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -39170.691406 Penalty: 629.691223 Iteration 13Q: 3 clusters Score -39170.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -39172.214844 Penalty: 629.691223 Iteration 14Q: 3 clusters Score -39172.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -39175.093750 Penalty: 629.691223 Iteration 15Q: 3 clusters Score -39175.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -39177.335938 Penalty: 629.691223 Iteration 16Q: 3 clusters Score -39177.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -39179.230469 Penalty: 629.691223 Iteration 17Q: 3 clusters Score -39179.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -39182.773438 Penalty: 629.691223 Iteration 18Q: 3 clusters Score -39182.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -39184.039062 Penalty: 629.691223 Iteration 19Q: 3 clusters Score -39184.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -39185.699219 Penalty: 629.691223 Iteration 20F: 3 clusters Score -39185.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -39185.960938 Penalty: 629.691223 Iteration 21Q: 3 clusters Score -39185.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -39186.257812 Penalty: 629.691223 Iteration 22Q: 3 clusters Score -39186.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -39186.257812 Penalty: 629.691223 Iteration 23F: 3 clusters Score -39186.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Entering Unmasked Estep Score: -82955.968750 Penalty: 346.338837 Iteration 0F: 2 clusters Score -82955.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -81525.929688 Penalty: 692.677673 Iteration 0F: 3 clusters Score -81525.93 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -82071.140625 Penalty: 692.677673 Iteration 1F: 3 clusters Score -82071.14 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -82200.960938 Penalty: 692.677673 Iteration 2F: 3 clusters Score -82200.96 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -82323.875000 Penalty: 692.677673 Iteration 3F: 3 clusters Score -82323.88 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -82444.687500 Penalty: 692.677673 Iteration 4F: 3 clusters Score -82444.69 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -82524.695312 Penalty: 692.677673 Iteration 5Q: 3 clusters Score -82524.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -82564.226562 Penalty: 692.677673 Iteration 6Q: 3 clusters Score -82564.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -82597.867188 Penalty: 692.677673 Iteration 7Q: 3 clusters Score -82597.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -82616.296875 Penalty: 692.677673 Iteration 8Q: 3 clusters Score -82616.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -82623.937500 Penalty: 692.677673 Iteration 9Q: 3 clusters Score -82623.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -82630.867188 Penalty: 692.677673 Iteration 10Q: 3 clusters Score -82630.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -82633.796875 Penalty: 692.677673 Iteration 11Q: 3 clusters Score -82633.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -82636.484375 Penalty: 692.677673 Iteration 12Q: 3 clusters Score -82636.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -82637.070312 Penalty: 692.677673 Iteration 13Q: 3 clusters Score -82637.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -82637.234375 Penalty: 692.677673 Iteration 14Q: 3 clusters Score -82637.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -82637.367188 Penalty: 692.677673 Iteration 15Q: 3 clusters Score -82637.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -82637.367188 Penalty: 692.677673 Iteration 16F: 3 clusters Score -82637.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Entering Unmasked Estep Score: -66490.335938 Penalty: 338.446442 Iteration 0F: 2 clusters Score -66490.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -65241.000000 Penalty: 676.892883 Iteration 0F: 3 clusters Score -65241 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -65628.335938 Penalty: 676.892883 Iteration 1F: 3 clusters Score -65628.34 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -65758.687500 Penalty: 676.892883 Iteration 2F: 3 clusters Score -65758.69 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -65843.406250 Penalty: 676.892883 Iteration 3F: 3 clusters Score -65843.41 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -65896.328125 Penalty: 676.892883 Iteration 4F: 3 clusters Score -65896.33 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -65942.835938 Penalty: 676.892883 Iteration 5F: 3 clusters Score -65942.84 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -65979.742188 Penalty: 676.892883 Iteration 6Q: 3 clusters Score -65979.74 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -66001.578125 Penalty: 676.892883 Iteration 7Q: 3 clusters Score -66001.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -66009.156250 Penalty: 676.892883 Iteration 8Q: 3 clusters Score -66009.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -66015.859375 Penalty: 676.892883 Iteration 9Q: 3 clusters Score -66015.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -66023.640625 Penalty: 676.892883 Iteration 10Q: 3 clusters Score -66023.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -66032.210938 Penalty: 676.892883 Iteration 11Q: 3 clusters Score -66032.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -66039.757812 Penalty: 676.892883 Iteration 12Q: 3 clusters Score -66039.76 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -66049.484375 Penalty: 676.892883 Iteration 13Q: 3 clusters Score -66049.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -66060.406250 Penalty: 676.892883 Iteration 14Q: 3 clusters Score -66060.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -66074.453125 Penalty: 676.892883 Iteration 15Q: 3 clusters Score -66074.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -66085.359375 Penalty: 676.892883 Iteration 16Q: 3 clusters Score -66085.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -66098.679688 Penalty: 676.892883 Iteration 17Q: 3 clusters Score -66098.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -66123.304688 Penalty: 676.892883 Iteration 18Q: 3 clusters Score -66123.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -66143.554688 Penalty: 676.892883 Iteration 19Q: 3 clusters Score -66143.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -66155.101562 Penalty: 676.892883 Iteration 20F: 3 clusters Score -66155.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -66162.789062 Penalty: 676.892883 Iteration 21Q: 3 clusters Score -66162.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -66178.437500 Penalty: 676.892883 Iteration 22Q: 3 clusters Score -66178.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -66200.320312 Penalty: 676.892883 Iteration 23Q: 3 clusters Score -66200.32 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -66215.953125 Penalty: 676.892883 Iteration 24Q: 3 clusters Score -66215.95 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -66228.914062 Penalty: 676.892883 Iteration 25Q: 3 clusters Score -66228.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -66240.507812 Penalty: 676.892883 Iteration 26Q: 3 clusters Score -66240.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -66244.523438 Penalty: 676.892883 Iteration 27Q: 3 clusters Score -66244.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -66249.203125 Penalty: 676.892883 Iteration 28Q: 3 clusters Score -66249.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -66251.468750 Penalty: 676.892883 Iteration 29Q: 3 clusters Score -66251.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -66252.679688 Penalty: 676.892883 Iteration 30Q: 3 clusters Score -66252.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -66254.218750 Penalty: 676.892883 Iteration 31Q: 3 clusters Score -66254.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -66255.984375 Penalty: 676.892883 Iteration 32Q: 3 clusters Score -66255.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -66256.937500 Penalty: 676.892883 Iteration 33Q: 3 clusters Score -66256.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -66258.109375 Penalty: 676.892883 Iteration 34Q: 3 clusters Score -66258.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -66259.757812 Penalty: 676.892883 Iteration 35Q: 3 clusters Score -66259.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -66261.734375 Penalty: 676.892883 Iteration 36Q: 3 clusters Score -66261.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -66264.335938 Penalty: 676.892883 Iteration 37Q: 3 clusters Score -66264.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -66265.851562 Penalty: 676.892883 Iteration 38Q: 3 clusters Score -66265.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -66266.382812 Penalty: 676.892883 Iteration 39Q: 3 clusters Score -66266.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -66267.140625 Penalty: 676.892883 Iteration 40F: 3 clusters Score -66267.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -66268.539062 Penalty: 676.892883 Iteration 41Q: 3 clusters Score -66268.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -66270.203125 Penalty: 676.892883 Iteration 42Q: 3 clusters Score -66270.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -66273.750000 Penalty: 676.892883 Iteration 43Q: 3 clusters Score -66273.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -66277.632812 Penalty: 676.892883 Iteration 44Q: 3 clusters Score -66277.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -66284.382812 Penalty: 676.892883 Iteration 45Q: 3 clusters Score -66284.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -66295.984375 Penalty: 676.892883 Iteration 46Q: 3 clusters Score -66295.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -66306.328125 Penalty: 676.892883 Iteration 47Q: 3 clusters Score -66306.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -66365.757812 Penalty: 676.892883 Iteration 48Q: 3 clusters Score -66365.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -66519.054688 Penalty: 676.892883 Iteration 49Q: 3 clusters Score -66519.05 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -66589.023438 Penalty: 676.892883 Iteration 50Q: 3 clusters Score -66589.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -66602.484375 Penalty: 676.892883 Iteration 51Q: 3 clusters Score -66602.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -66614.382812 Penalty: 676.892883 Iteration 52Q: 3 clusters Score -66614.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -66622.523438 Penalty: 676.892883 Iteration 53Q: 3 clusters Score -66622.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -66627.656250 Penalty: 676.892883 Iteration 54Q: 3 clusters Score -66627.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -66632.382812 Penalty: 676.892883 Iteration 55Q: 3 clusters Score -66632.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -66640.851562 Penalty: 676.892883 Iteration 56Q: 3 clusters Score -66640.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -66645.960938 Penalty: 676.892883 Iteration 57Q: 3 clusters Score -66645.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -66648.835938 Penalty: 676.892883 Iteration 58Q: 3 clusters Score -66648.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -66651.171875 Penalty: 676.892883 Iteration 59Q: 3 clusters Score -66651.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -66654.609375 Penalty: 676.892883 Iteration 60F: 3 clusters Score -66654.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -66655.546875 Penalty: 676.892883 Iteration 61Q: 3 clusters Score -66655.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -66655.601562 Penalty: 676.892883 Iteration 62Q: 3 clusters Score -66655.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -66655.718750 Penalty: 676.892883 Iteration 63Q: 3 clusters Score -66655.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -66655.773438 Penalty: 676.892883 Iteration 64Q: 3 clusters Score -66655.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -66655.773438 Penalty: 676.892883 Iteration 65F: 3 clusters Score -66655.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2848 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 17414 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 867 members Mstep: Class 8 contains 721 members Mstep: Class 9 contains 2548 members Mstep: Class 10 contains 32268 members Mstep: Class 11 contains 7015 members Mstep: Class 12 contains 12821 members Mstep: Class 13 contains 4827 members Mstep: Class 14 contains 3558 members Mstep: Class 15 contains 5194 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 4654 members Mstep: Class 21 contains 92911 members Mstep: Class 22 contains 1016 members Mstep: Class 23 contains 4512 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 2078 members Entering Unmasked Estep Score: -8683151.000000 Penalty: 13913.028320 Splitting cluster 7 changes total score from -8683177.000000 to -8683151.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -19404.611328 Penalty: 299.419067 Iteration 0F: 2 clusters Score -19404.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -18785.638672 Penalty: 598.838135 Iteration 0F: 3 clusters Score -18785.64 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -18986.039062 Penalty: 598.838135 Iteration 1F: 3 clusters Score -18986.04 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -19053.513672 Penalty: 598.838135 Iteration 2F: 3 clusters Score -19053.51 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -19115.738281 Penalty: 598.838135 Iteration 3F: 3 clusters Score -19115.74 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19138.333984 Penalty: 598.838135 Iteration 4Q: 3 clusters Score -19138.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19148.242188 Penalty: 598.838135 Iteration 5Q: 3 clusters Score -19148.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19156.574219 Penalty: 598.838135 Iteration 6Q: 3 clusters Score -19156.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19162.880859 Penalty: 598.838135 Iteration 7Q: 3 clusters Score -19162.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19173.740234 Penalty: 598.838135 Iteration 8Q: 3 clusters Score -19173.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19188.195312 Penalty: 598.838135 Iteration 9Q: 3 clusters Score -19188.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19195.949219 Penalty: 598.838135 Iteration 10Q: 3 clusters Score -19195.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19201.375000 Penalty: 598.838135 Iteration 11Q: 3 clusters Score -19201.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19204.171875 Penalty: 598.838135 Iteration 12Q: 3 clusters Score -19204.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19206.373047 Penalty: 598.838135 Iteration 13Q: 3 clusters Score -19206.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -19209.736328 Penalty: 598.838135 Iteration 14Q: 3 clusters Score -19209.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19212.556641 Penalty: 598.838135 Iteration 15Q: 3 clusters Score -19212.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19213.716797 Penalty: 598.838135 Iteration 16Q: 3 clusters Score -19213.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19213.716797 Penalty: 598.838135 Iteration 17F: 3 clusters Score -19213.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Entering Unmasked Estep Score: -108069.007812 Penalty: 356.859406 Iteration 0F: 2 clusters Score -108069 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -106277.218750 Penalty: 713.718811 Iteration 0F: 3 clusters Score -106277.2 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -106953.335938 Penalty: 713.718811 Iteration 1F: 3 clusters Score -106953.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -107135.015625 Penalty: 713.718811 Iteration 2F: 3 clusters Score -107135 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -107234.375000 Penalty: 713.718811 Iteration 3F: 3 clusters Score -107234.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -107312.414062 Penalty: 713.718811 Iteration 4F: 3 clusters Score -107312.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -107375.593750 Penalty: 713.718811 Iteration 5Q: 3 clusters Score -107375.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -107420.062500 Penalty: 713.718811 Iteration 6Q: 3 clusters Score -107420.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -107458.921875 Penalty: 713.718811 Iteration 7Q: 3 clusters Score -107458.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -107497.718750 Penalty: 713.718811 Iteration 8Q: 3 clusters Score -107497.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -107528.882812 Penalty: 713.718811 Iteration 9Q: 3 clusters Score -107528.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -107547.359375 Penalty: 713.718811 Iteration 10Q: 3 clusters Score -107547.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -107569.367188 Penalty: 713.718811 Iteration 11Q: 3 clusters Score -107569.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -107594.359375 Penalty: 713.718811 Iteration 12Q: 3 clusters Score -107594.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -107611.507812 Penalty: 713.718811 Iteration 13Q: 3 clusters Score -107611.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -107632.937500 Penalty: 713.718811 Iteration 14Q: 3 clusters Score -107632.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -107656.617188 Penalty: 713.718811 Iteration 15Q: 3 clusters Score -107656.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -107679.156250 Penalty: 713.718811 Iteration 16Q: 3 clusters Score -107679.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -107701.390625 Penalty: 713.718811 Iteration 17Q: 3 clusters Score -107701.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -107715.015625 Penalty: 713.718811 Iteration 18Q: 3 clusters Score -107715 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -107734.804688 Penalty: 713.718811 Iteration 19Q: 3 clusters Score -107734.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -107748.164062 Penalty: 713.718811 Iteration 20F: 3 clusters Score -107748.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -107756.039062 Penalty: 713.718811 Iteration 21Q: 3 clusters Score -107756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -107765.625000 Penalty: 713.718811 Iteration 22Q: 3 clusters Score -107765.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -107772.171875 Penalty: 713.718811 Iteration 23Q: 3 clusters Score -107772.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -107777.859375 Penalty: 713.718811 Iteration 24Q: 3 clusters Score -107777.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -107780.695312 Penalty: 713.718811 Iteration 25Q: 3 clusters Score -107780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -107784.445312 Penalty: 713.718811 Iteration 26Q: 3 clusters Score -107784.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -107786.523438 Penalty: 713.718811 Iteration 27Q: 3 clusters Score -107786.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -107788.929688 Penalty: 713.718811 Iteration 28Q: 3 clusters Score -107788.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -107789.375000 Penalty: 713.718811 Iteration 29Q: 3 clusters Score -107789.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -107790.375000 Penalty: 713.718811 Iteration 30Q: 3 clusters Score -107790.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -107790.718750 Penalty: 713.718811 Iteration 31Q: 3 clusters Score -107790.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -107790.718750 Penalty: 713.718811 Iteration 32F: 3 clusters Score -107790.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (32268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Entering Unmasked Estep Score: -1483162.500000 Penalty: 472.373322 Iteration 0F: 2 clusters Score -1483162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 16169 members Entering Unmasked Estep Score: -1461640.125000 Penalty: 944.746643 Iteration 0F: 3 clusters Score -1461640 nChanged 15462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -1471169.000000 Penalty: 944.746643 Iteration 1F: 3 clusters Score -1471169 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14163 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -1471945.125000 Penalty: 944.746643 Iteration 2F: 3 clusters Score -1471945 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 19231 members Entering Unmasked Estep Score: -1473004.625000 Penalty: 944.746643 Iteration 3F: 3 clusters Score -1473005 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 20601 members Entering Unmasked Estep Score: -1474376.125000 Penalty: 944.746643 Iteration 4F: 3 clusters Score -1474376 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 22078 members Entering Unmasked Estep Score: -1475881.125000 Penalty: 944.746643 Iteration 5F: 3 clusters Score -1475881 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 23451 members Entering Unmasked Estep Score: -1477394.250000 Penalty: 944.746643 Iteration 6F: 3 clusters Score -1477394 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 24615 members Entering Unmasked Estep Score: -1478598.875000 Penalty: 944.746643 Iteration 7Q: 3 clusters Score -1478599 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 25526 members Entering Unmasked Estep Score: -1479361.500000 Penalty: 944.746643 Iteration 8Q: 3 clusters Score -1479362 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 26344 members Entering Unmasked Estep Score: -1479871.125000 Penalty: 944.746643 Iteration 9Q: 3 clusters Score -1479871 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 27085 members Entering Unmasked Estep Score: -1480271.000000 Penalty: 944.746643 Iteration 10Q: 3 clusters Score -1480271 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 27763 members Entering Unmasked Estep Score: -1480606.875000 Penalty: 944.746643 Iteration 11Q: 3 clusters Score -1480607 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 28407 members Entering Unmasked Estep Score: -1480927.500000 Penalty: 944.746643 Iteration 12Q: 3 clusters Score -1480928 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 28966 members Entering Unmasked Estep Score: -1481200.625000 Penalty: 944.746643 Iteration 13Q: 3 clusters Score -1481201 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 29466 members Entering Unmasked Estep Score: -1481451.000000 Penalty: 944.746643 Iteration 14Q: 3 clusters Score -1481451 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 29960 members Entering Unmasked Estep Score: -1481719.375000 Penalty: 944.746643 Iteration 15Q: 3 clusters Score -1481719 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 30376 members Entering Unmasked Estep Score: -1481944.000000 Penalty: 944.746643 Iteration 16Q: 3 clusters Score -1481944 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 30740 members Entering Unmasked Estep Score: -1482160.500000 Penalty: 944.746643 Iteration 17Q: 3 clusters Score -1482160 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 31052 members Entering Unmasked Estep Score: -1482328.000000 Penalty: 944.746643 Iteration 18Q: 3 clusters Score -1482328 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 31283 members Entering Unmasked Estep Score: -1482453.625000 Penalty: 944.746643 Iteration 19Q: 3 clusters Score -1482454 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 31466 members Entering Unmasked Estep Score: -1482548.500000 Penalty: 944.746643 Iteration 20F: 3 clusters Score -1482548 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 31599 members Entering Unmasked Estep Score: -1482614.250000 Penalty: 944.746643 Iteration 21Q: 3 clusters Score -1482614 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 31686 members Entering Unmasked Estep Score: -1482647.125000 Penalty: 944.746643 Iteration 22Q: 3 clusters Score -1482647 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 31756 members Entering Unmasked Estep Score: -1482677.000000 Penalty: 944.746643 Iteration 23Q: 3 clusters Score -1482677 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 31805 members Entering Unmasked Estep Score: -1482694.125000 Penalty: 944.746643 Iteration 24Q: 3 clusters Score -1482694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 31851 members Entering Unmasked Estep Score: -1482718.625000 Penalty: 944.746643 Iteration 25Q: 3 clusters Score -1482719 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 31876 members Entering Unmasked Estep Score: -1482726.875000 Penalty: 944.746643 Iteration 26Q: 3 clusters Score -1482727 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 31895 members Entering Unmasked Estep Score: -1482737.250000 Penalty: 944.746643 Iteration 27Q: 3 clusters Score -1482737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 31910 members Entering Unmasked Estep Score: -1482741.375000 Penalty: 944.746643 Iteration 28Q: 3 clusters Score -1482741 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 31922 members Entering Unmasked Estep Score: -1482745.500000 Penalty: 944.746643 Iteration 29Q: 3 clusters Score -1482746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 31930 members Entering Unmasked Estep Score: -1482746.500000 Penalty: 944.746643 Iteration 30Q: 3 clusters Score -1482746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 31933 members Entering Unmasked Estep Score: -1482749.625000 Penalty: 944.746643 Iteration 31Q: 3 clusters Score -1482750 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 31942 members Entering Unmasked Estep Score: -1482749.625000 Penalty: 944.746643 Iteration 32Q: 3 clusters Score -1482750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 31951 members Entering Unmasked Estep Score: -1482755.375000 Penalty: 944.746643 Iteration 33Q: 3 clusters Score -1482755 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 31960 members Entering Unmasked Estep Score: -1482763.000000 Penalty: 944.746643 Iteration 34Q: 3 clusters Score -1482763 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 31971 members Entering Unmasked Estep Score: -1482767.625000 Penalty: 944.746643 Iteration 35Q: 3 clusters Score -1482768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 31984 members Entering Unmasked Estep Score: -1482773.000000 Penalty: 944.746643 Iteration 36Q: 3 clusters Score -1482773 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 31990 members Entering Unmasked Estep Score: -1482774.250000 Penalty: 944.746643 Iteration 37Q: 3 clusters Score -1482774 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 31996 members Entering Unmasked Estep Score: -1482778.000000 Penalty: 944.746643 Iteration 38Q: 3 clusters Score -1482778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 32004 members Entering Unmasked Estep Score: -1482783.375000 Penalty: 944.746643 Iteration 39Q: 3 clusters Score -1482783 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 32005 members Entering Unmasked Estep Score: -1482787.750000 Penalty: 944.746643 Iteration 40F: 3 clusters Score -1482788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 32009 members Entering Unmasked Estep Score: -1482789.125000 Penalty: 944.746643 Iteration 41Q: 3 clusters Score -1482789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -1482787.625000 Penalty: 944.746643 Iteration 42Q: 3 clusters Score -1482788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -1482789.125000 Penalty: 944.746643 Iteration 43Q: 3 clusters Score -1482789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 32015 members Entering Unmasked Estep Score: -1482789.250000 Penalty: 944.746643 Iteration 44Q: 3 clusters Score -1482789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 32017 members Entering Unmasked Estep Score: -1482787.750000 Penalty: 944.746643 Iteration 45Q: 3 clusters Score -1482788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 32018 members Entering Unmasked Estep Score: -1482790.750000 Penalty: 944.746643 Iteration 46Q: 3 clusters Score -1482791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 32020 members Entering Unmasked Estep Score: -1482791.125000 Penalty: 944.746643 Iteration 47Q: 3 clusters Score -1482791 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 32021 members Entering Unmasked Estep Score: -1482790.875000 Penalty: 944.746643 Iteration 48Q: 3 clusters Score -1482791 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 32022 members Entering Unmasked Estep Score: -1482791.750000 Penalty: 944.746643 Iteration 49Q: 3 clusters Score -1482792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 32024 members Entering Unmasked Estep Score: -1482793.000000 Penalty: 944.746643 Iteration 50Q: 3 clusters Score -1482793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 32024 members Entering Unmasked Estep Score: -1482793.000000 Penalty: 944.746643 Iteration 51F: 3 clusters Score -1482793 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Entering Unmasked Estep Score: -294686.906250 Penalty: 402.939178 Iteration 0F: 2 clusters Score -294686.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -290021.031250 Penalty: 805.878357 Iteration 0F: 3 clusters Score -290021 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -292031.625000 Penalty: 805.878357 Iteration 1F: 3 clusters Score -292031.6 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -292427.718750 Penalty: 805.878357 Iteration 2F: 3 clusters Score -292427.7 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -292825.125000 Penalty: 805.878357 Iteration 3F: 3 clusters Score -292825.1 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -293142.500000 Penalty: 805.878357 Iteration 4F: 3 clusters Score -293142.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -293391.375000 Penalty: 805.878357 Iteration 5F: 3 clusters Score -293391.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -293546.000000 Penalty: 805.878357 Iteration 6Q: 3 clusters Score -293546 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -293627.750000 Penalty: 805.878357 Iteration 7Q: 3 clusters Score -293627.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -293666.843750 Penalty: 805.878357 Iteration 8Q: 3 clusters Score -293666.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -293690.218750 Penalty: 805.878357 Iteration 9Q: 3 clusters Score -293690.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -293705.468750 Penalty: 805.878357 Iteration 10Q: 3 clusters Score -293705.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -293716.375000 Penalty: 805.878357 Iteration 11Q: 3 clusters Score -293716.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -293721.687500 Penalty: 805.878357 Iteration 12Q: 3 clusters Score -293721.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -293725.062500 Penalty: 805.878357 Iteration 13Q: 3 clusters Score -293725.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -293727.750000 Penalty: 805.878357 Iteration 14Q: 3 clusters Score -293727.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -293729.218750 Penalty: 805.878357 Iteration 15Q: 3 clusters Score -293729.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -293730.625000 Penalty: 805.878357 Iteration 16Q: 3 clusters Score -293730.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -293731.625000 Penalty: 805.878357 Iteration 17Q: 3 clusters Score -293731.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -293732.343750 Penalty: 805.878357 Iteration 18Q: 3 clusters Score -293732.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -293733.312500 Penalty: 805.878357 Iteration 19Q: 3 clusters Score -293733.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -293734.406250 Penalty: 805.878357 Iteration 20F: 3 clusters Score -293734.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -293735.531250 Penalty: 805.878357 Iteration 21Q: 3 clusters Score -293735.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -293735.468750 Penalty: 805.878357 Iteration 22Q: 3 clusters Score -293735.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -293735.437500 Penalty: 805.878357 Iteration 23Q: 3 clusters Score -293735.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -293735.406250 Penalty: 805.878357 Iteration 24Q: 3 clusters Score -293735.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -293736.218750 Penalty: 805.878357 Iteration 25Q: 3 clusters Score -293736.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -293736.218750 Penalty: 805.878357 Iteration 26F: 3 clusters Score -293736.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Entering Unmasked Estep Score: -596382.250000 Penalty: 430.377197 Iteration 0F: 2 clusters Score -596382.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -587935.250000 Penalty: 860.754395 Iteration 0F: 3 clusters Score -587935.2 nChanged 5948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -591434.937500 Penalty: 860.754395 Iteration 1F: 3 clusters Score -591434.9 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -591771.937500 Penalty: 860.754395 Iteration 2F: 3 clusters Score -591771.9 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -592140.000000 Penalty: 860.754395 Iteration 3F: 3 clusters Score -592140 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -592608.000000 Penalty: 860.754395 Iteration 4F: 3 clusters Score -592608 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -593187.812500 Penalty: 860.754395 Iteration 5F: 3 clusters Score -593187.8 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -593812.312500 Penalty: 860.754395 Iteration 6F: 3 clusters Score -593812.3 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -594378.687500 Penalty: 860.754395 Iteration 7F: 3 clusters Score -594378.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -594711.500000 Penalty: 860.754395 Iteration 8Q: 3 clusters Score -594711.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -594837.250000 Penalty: 860.754395 Iteration 9Q: 3 clusters Score -594837.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -594895.937500 Penalty: 860.754395 Iteration 10Q: 3 clusters Score -594895.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -594943.625000 Penalty: 860.754395 Iteration 11Q: 3 clusters Score -594943.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -594979.375000 Penalty: 860.754395 Iteration 12Q: 3 clusters Score -594979.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -595009.562500 Penalty: 860.754395 Iteration 13Q: 3 clusters Score -595009.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -595041.625000 Penalty: 860.754395 Iteration 14Q: 3 clusters Score -595041.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -595083.812500 Penalty: 860.754395 Iteration 15Q: 3 clusters Score -595083.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -595116.562500 Penalty: 860.754395 Iteration 16Q: 3 clusters Score -595116.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -595151.125000 Penalty: 860.754395 Iteration 17Q: 3 clusters Score -595151.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9434 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -595185.437500 Penalty: 860.754395 Iteration 18Q: 3 clusters Score -595185.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -595211.062500 Penalty: 860.754395 Iteration 19Q: 3 clusters Score -595211.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -595235.437500 Penalty: 860.754395 Iteration 20F: 3 clusters Score -595235.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -595258.750000 Penalty: 860.754395 Iteration 21Q: 3 clusters Score -595258.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -595281.875000 Penalty: 860.754395 Iteration 22Q: 3 clusters Score -595281.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -595306.875000 Penalty: 860.754395 Iteration 23Q: 3 clusters Score -595306.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -595333.937500 Penalty: 860.754395 Iteration 24Q: 3 clusters Score -595333.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -595369.750000 Penalty: 860.754395 Iteration 25Q: 3 clusters Score -595369.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -595401.750000 Penalty: 860.754395 Iteration 26Q: 3 clusters Score -595401.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -595438.312500 Penalty: 860.754395 Iteration 27Q: 3 clusters Score -595438.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -595468.187500 Penalty: 860.754395 Iteration 28Q: 3 clusters Score -595468.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -595495.125000 Penalty: 860.754395 Iteration 29Q: 3 clusters Score -595495.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -595519.187500 Penalty: 860.754395 Iteration 30Q: 3 clusters Score -595519.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -595539.625000 Penalty: 860.754395 Iteration 31Q: 3 clusters Score -595539.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -595559.750000 Penalty: 860.754395 Iteration 32Q: 3 clusters Score -595559.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -595589.375000 Penalty: 860.754395 Iteration 33Q: 3 clusters Score -595589.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -595618.250000 Penalty: 860.754395 Iteration 34Q: 3 clusters Score -595618.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -595641.875000 Penalty: 860.754395 Iteration 35Q: 3 clusters Score -595641.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -595664.437500 Penalty: 860.754395 Iteration 36Q: 3 clusters Score -595664.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -595683.812500 Penalty: 860.754395 Iteration 37Q: 3 clusters Score -595683.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -595704.062500 Penalty: 860.754395 Iteration 38Q: 3 clusters Score -595704.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -595722.000000 Penalty: 860.754395 Iteration 39Q: 3 clusters Score -595722 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -595739.312500 Penalty: 860.754395 Iteration 40F: 3 clusters Score -595739.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -595753.812500 Penalty: 860.754395 Iteration 41Q: 3 clusters Score -595753.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -595768.062500 Penalty: 860.754395 Iteration 42Q: 3 clusters Score -595768.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -595788.375000 Penalty: 860.754395 Iteration 43Q: 3 clusters Score -595788.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -595804.750000 Penalty: 860.754395 Iteration 44Q: 3 clusters Score -595804.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -595817.812500 Penalty: 860.754395 Iteration 45Q: 3 clusters Score -595817.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -595833.375000 Penalty: 860.754395 Iteration 46Q: 3 clusters Score -595833.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -595852.562500 Penalty: 860.754395 Iteration 47Q: 3 clusters Score -595852.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12041 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -595869.000000 Penalty: 860.754395 Iteration 48Q: 3 clusters Score -595869 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -595885.375000 Penalty: 860.754395 Iteration 49Q: 3 clusters Score -595885.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12129 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -595899.500000 Penalty: 860.754395 Iteration 50Q: 3 clusters Score -595899.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -595911.000000 Penalty: 860.754395 Iteration 51Q: 3 clusters Score -595911 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -595922.812500 Penalty: 860.754395 Iteration 52Q: 3 clusters Score -595922.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -595933.375000 Penalty: 860.754395 Iteration 53Q: 3 clusters Score -595933.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -595946.625000 Penalty: 860.754395 Iteration 54Q: 3 clusters Score -595946.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -595954.812500 Penalty: 860.754395 Iteration 55Q: 3 clusters Score -595954.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12311 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -595963.437500 Penalty: 860.754395 Iteration 56Q: 3 clusters Score -595963.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12328 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -595969.000000 Penalty: 860.754395 Iteration 57Q: 3 clusters Score -595969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -595971.500000 Penalty: 860.754395 Iteration 58Q: 3 clusters Score -595971.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12359 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -595979.062500 Penalty: 860.754395 Iteration 59Q: 3 clusters Score -595979.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -595984.875000 Penalty: 860.754395 Iteration 60F: 3 clusters Score -595984.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -595988.250000 Penalty: 860.754395 Iteration 61Q: 3 clusters Score -595988.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -595993.000000 Penalty: 860.754395 Iteration 62Q: 3 clusters Score -595993 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -595996.750000 Penalty: 860.754395 Iteration 63Q: 3 clusters Score -595996.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -596002.187500 Penalty: 860.754395 Iteration 64Q: 3 clusters Score -596002.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -596005.125000 Penalty: 860.754395 Iteration 65Q: 3 clusters Score -596005.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -596007.875000 Penalty: 860.754395 Iteration 66Q: 3 clusters Score -596007.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -596010.937500 Penalty: 860.754395 Iteration 67Q: 3 clusters Score -596010.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -596014.125000 Penalty: 860.754395 Iteration 68Q: 3 clusters Score -596014.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -596015.250000 Penalty: 860.754395 Iteration 69Q: 3 clusters Score -596015.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -596016.875000 Penalty: 860.754395 Iteration 70Q: 3 clusters Score -596016.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -596017.062500 Penalty: 860.754395 Iteration 71Q: 3 clusters Score -596017.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -596017.687500 Penalty: 860.754395 Iteration 72Q: 3 clusters Score -596017.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -596017.687500 Penalty: 860.754395 Iteration 73F: 3 clusters Score -596017.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Entering Unmasked Estep Score: -209414.968750 Penalty: 385.930115 Iteration 0F: 2 clusters Score -209415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -206120.812500 Penalty: 771.860229 Iteration 0F: 3 clusters Score -206120.8 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -207419.125000 Penalty: 771.860229 Iteration 1F: 3 clusters Score -207419.1 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -207644.562500 Penalty: 771.860229 Iteration 2F: 3 clusters Score -207644.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -207885.281250 Penalty: 771.860229 Iteration 3F: 3 clusters Score -207885.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -208146.406250 Penalty: 771.860229 Iteration 4F: 3 clusters Score -208146.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -208443.562500 Penalty: 771.860229 Iteration 5F: 3 clusters Score -208443.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -208662.093750 Penalty: 771.860229 Iteration 6F: 3 clusters Score -208662.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -208807.359375 Penalty: 771.860229 Iteration 7Q: 3 clusters Score -208807.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -208915.500000 Penalty: 771.860229 Iteration 8Q: 3 clusters Score -208915.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -208992.343750 Penalty: 771.860229 Iteration 9Q: 3 clusters Score -208992.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -209047.875000 Penalty: 771.860229 Iteration 10Q: 3 clusters Score -209047.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -209086.718750 Penalty: 771.860229 Iteration 11Q: 3 clusters Score -209086.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -209119.328125 Penalty: 771.860229 Iteration 12Q: 3 clusters Score -209119.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -209142.296875 Penalty: 771.860229 Iteration 13Q: 3 clusters Score -209142.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -209154.578125 Penalty: 771.860229 Iteration 14Q: 3 clusters Score -209154.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -209162.203125 Penalty: 771.860229 Iteration 15Q: 3 clusters Score -209162.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -209167.765625 Penalty: 771.860229 Iteration 16Q: 3 clusters Score -209167.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -209171.781250 Penalty: 771.860229 Iteration 17Q: 3 clusters Score -209171.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -209173.703125 Penalty: 771.860229 Iteration 18Q: 3 clusters Score -209173.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -209175.968750 Penalty: 771.860229 Iteration 19Q: 3 clusters Score -209176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -209178.203125 Penalty: 771.860229 Iteration 20F: 3 clusters Score -209178.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -209182.890625 Penalty: 771.860229 Iteration 21Q: 3 clusters Score -209182.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -209187.515625 Penalty: 771.860229 Iteration 22Q: 3 clusters Score -209187.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -209189.281250 Penalty: 771.860229 Iteration 23Q: 3 clusters Score -209189.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -209190.640625 Penalty: 771.860229 Iteration 24Q: 3 clusters Score -209190.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -209192.781250 Penalty: 771.860229 Iteration 25Q: 3 clusters Score -209192.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -209194.812500 Penalty: 771.860229 Iteration 26Q: 3 clusters Score -209194.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -209196.156250 Penalty: 771.860229 Iteration 27Q: 3 clusters Score -209196.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -209196.953125 Penalty: 771.860229 Iteration 28Q: 3 clusters Score -209197 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -209197.687500 Penalty: 771.860229 Iteration 29Q: 3 clusters Score -209197.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -209197.843750 Penalty: 771.860229 Iteration 30Q: 3 clusters Score -209197.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -209197.703125 Penalty: 771.860229 Iteration 31Q: 3 clusters Score -209197.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -209198.343750 Penalty: 771.860229 Iteration 32Q: 3 clusters Score -209198.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -209198.781250 Penalty: 771.860229 Iteration 33Q: 3 clusters Score -209198.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -209200.218750 Penalty: 771.860229 Iteration 34Q: 3 clusters Score -209200.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -209201.281250 Penalty: 771.860229 Iteration 35Q: 3 clusters Score -209201.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -209202.562500 Penalty: 771.860229 Iteration 36Q: 3 clusters Score -209202.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -209205.296875 Penalty: 771.860229 Iteration 37Q: 3 clusters Score -209205.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -209206.093750 Penalty: 771.860229 Iteration 38Q: 3 clusters Score -209206.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -209207.093750 Penalty: 771.860229 Iteration 39Q: 3 clusters Score -209207.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -209207.125000 Penalty: 771.860229 Iteration 40F: 3 clusters Score -209207.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -209207.265625 Penalty: 771.860229 Iteration 41Q: 3 clusters Score -209207.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -209207.718750 Penalty: 771.860229 Iteration 42Q: 3 clusters Score -209207.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -209207.937500 Penalty: 771.860229 Iteration 43Q: 3 clusters Score -209207.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -209207.937500 Penalty: 771.860229 Iteration 44F: 3 clusters Score -209207.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Entering Unmasked Estep Score: -143197.500000 Penalty: 372.051422 Iteration 0F: 2 clusters Score -143197.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -140796.515625 Penalty: 744.102844 Iteration 0F: 3 clusters Score -140796.5 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -141757.609375 Penalty: 744.102844 Iteration 1F: 3 clusters Score -141757.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -142018.265625 Penalty: 744.102844 Iteration 2F: 3 clusters Score -142018.3 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -142300.156250 Penalty: 744.102844 Iteration 3F: 3 clusters Score -142300.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -142503.718750 Penalty: 744.102844 Iteration 4F: 3 clusters Score -142503.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -142611.140625 Penalty: 744.102844 Iteration 5Q: 3 clusters Score -142611.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -142678.812500 Penalty: 744.102844 Iteration 6Q: 3 clusters Score -142678.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -142734.734375 Penalty: 744.102844 Iteration 7Q: 3 clusters Score -142734.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -142777.796875 Penalty: 744.102844 Iteration 8Q: 3 clusters Score -142777.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -142814.750000 Penalty: 744.102844 Iteration 9Q: 3 clusters Score -142814.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -142847.500000 Penalty: 744.102844 Iteration 10Q: 3 clusters Score -142847.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -142873.328125 Penalty: 744.102844 Iteration 11Q: 3 clusters Score -142873.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -142899.312500 Penalty: 744.102844 Iteration 12Q: 3 clusters Score -142899.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -142934.281250 Penalty: 744.102844 Iteration 13Q: 3 clusters Score -142934.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -142967.375000 Penalty: 744.102844 Iteration 14Q: 3 clusters Score -142967.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -142997.937500 Penalty: 744.102844 Iteration 15Q: 3 clusters Score -142997.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -143036.734375 Penalty: 744.102844 Iteration 16Q: 3 clusters Score -143036.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -143064.062500 Penalty: 744.102844 Iteration 17Q: 3 clusters Score -143064.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -143100.812500 Penalty: 744.102844 Iteration 18Q: 3 clusters Score -143100.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -143151.468750 Penalty: 744.102844 Iteration 19Q: 3 clusters Score -143151.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -143199.156250 Penalty: 744.102844 Iteration 20F: 3 clusters Score -143199.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -143232.421875 Penalty: 744.102844 Iteration 21Q: 3 clusters Score -143232.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -143252.156250 Penalty: 744.102844 Iteration 22Q: 3 clusters Score -143252.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -143264.750000 Penalty: 744.102844 Iteration 23Q: 3 clusters Score -143264.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -143278.234375 Penalty: 744.102844 Iteration 24Q: 3 clusters Score -143278.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -143291.406250 Penalty: 744.102844 Iteration 25Q: 3 clusters Score -143291.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -143299.796875 Penalty: 744.102844 Iteration 26Q: 3 clusters Score -143299.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -143304.171875 Penalty: 744.102844 Iteration 27Q: 3 clusters Score -143304.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -143305.515625 Penalty: 744.102844 Iteration 28Q: 3 clusters Score -143305.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -143306.984375 Penalty: 744.102844 Iteration 29Q: 3 clusters Score -143307 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -143308.765625 Penalty: 744.102844 Iteration 30Q: 3 clusters Score -143308.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -143309.750000 Penalty: 744.102844 Iteration 31Q: 3 clusters Score -143309.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -143310.250000 Penalty: 744.102844 Iteration 32Q: 3 clusters Score -143310.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -143311.062500 Penalty: 744.102844 Iteration 33Q: 3 clusters Score -143311.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -143311.281250 Penalty: 744.102844 Iteration 34Q: 3 clusters Score -143311.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -143311.265625 Penalty: 744.102844 Iteration 35Q: 3 clusters Score -143311.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -143311.515625 Penalty: 744.102844 Iteration 36Q: 3 clusters Score -143311.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -143312.250000 Penalty: 744.102844 Iteration 37Q: 3 clusters Score -143312.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -143313.000000 Penalty: 744.102844 Iteration 38Q: 3 clusters Score -143313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -143313.703125 Penalty: 744.102844 Iteration 39Q: 3 clusters Score -143313.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -143313.921875 Penalty: 744.102844 Iteration 40F: 3 clusters Score -143313.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -143314.046875 Penalty: 744.102844 Iteration 41Q: 3 clusters Score -143314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -143314.203125 Penalty: 744.102844 Iteration 42Q: 3 clusters Score -143314.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -143314.093750 Penalty: 744.102844 Iteration 43Q: 3 clusters Score -143314.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -143314.562500 Penalty: 744.102844 Iteration 44Q: 3 clusters Score -143314.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -143314.781250 Penalty: 744.102844 Iteration 45Q: 3 clusters Score -143314.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -143314.953125 Penalty: 744.102844 Iteration 46Q: 3 clusters Score -143315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -143315.062500 Penalty: 744.102844 Iteration 47Q: 3 clusters Score -143315.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -143315.062500 Penalty: 744.102844 Iteration 48F: 3 clusters Score -143315.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2848 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 17414 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 1700 members Mstep: Class 8 contains 721 members Mstep: Class 9 contains 2548 members Mstep: Class 10 contains 32268 members Mstep: Class 11 contains 7015 members Mstep: Class 12 contains 12821 members Mstep: Class 13 contains 4827 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 5194 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 4654 members Mstep: Class 21 contains 92911 members Mstep: Class 22 contains 1016 members Mstep: Class 23 contains 4512 members Mstep: Class 24 contains 585 members Mstep: Class 25 contains 2078 members Entering Unmasked Estep Score: -8683131.000000 Penalty: 13913.028320 Splitting cluster 14 changes total score from -8683177.000000 to -8683131.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (5194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Entering Unmasked Estep Score: -220065.515625 Penalty: 389.264313 Iteration 0F: 2 clusters Score -220065.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -216602.531250 Penalty: 778.528625 Iteration 0F: 3 clusters Score -216602.5 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -218042.703125 Penalty: 778.528625 Iteration 1F: 3 clusters Score -218042.7 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -218265.062500 Penalty: 778.528625 Iteration 2F: 3 clusters Score -218265.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -218452.859375 Penalty: 778.528625 Iteration 3F: 3 clusters Score -218452.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -218617.093750 Penalty: 778.528625 Iteration 4F: 3 clusters Score -218617.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -218761.687500 Penalty: 778.528625 Iteration 5F: 3 clusters Score -218761.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -218881.046875 Penalty: 778.528625 Iteration 6Q: 3 clusters Score -218881 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -218955.640625 Penalty: 778.528625 Iteration 7Q: 3 clusters Score -218955.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -219002.062500 Penalty: 778.528625 Iteration 8Q: 3 clusters Score -219002.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -219035.078125 Penalty: 778.528625 Iteration 9Q: 3 clusters Score -219035.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -219054.828125 Penalty: 778.528625 Iteration 10Q: 3 clusters Score -219054.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -219073.250000 Penalty: 778.528625 Iteration 11Q: 3 clusters Score -219073.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -219095.187500 Penalty: 778.528625 Iteration 12Q: 3 clusters Score -219095.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -219120.921875 Penalty: 778.528625 Iteration 13Q: 3 clusters Score -219120.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -219152.859375 Penalty: 778.528625 Iteration 14Q: 3 clusters Score -219152.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -219190.656250 Penalty: 778.528625 Iteration 15Q: 3 clusters Score -219190.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -219231.281250 Penalty: 778.528625 Iteration 16Q: 3 clusters Score -219231.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -219282.687500 Penalty: 778.528625 Iteration 17Q: 3 clusters Score -219282.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -219350.875000 Penalty: 778.528625 Iteration 18Q: 3 clusters Score -219350.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -219435.531250 Penalty: 778.528625 Iteration 19Q: 3 clusters Score -219435.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -219540.937500 Penalty: 778.528625 Iteration 20F: 3 clusters Score -219540.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -219624.796875 Penalty: 778.528625 Iteration 21Q: 3 clusters Score -219624.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -219687.953125 Penalty: 778.528625 Iteration 22Q: 3 clusters Score -219688 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -219726.218750 Penalty: 778.528625 Iteration 23Q: 3 clusters Score -219726.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -219746.281250 Penalty: 778.528625 Iteration 24Q: 3 clusters Score -219746.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -219753.625000 Penalty: 778.528625 Iteration 25Q: 3 clusters Score -219753.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -219759.171875 Penalty: 778.528625 Iteration 26Q: 3 clusters Score -219759.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -219765.000000 Penalty: 778.528625 Iteration 27Q: 3 clusters Score -219765 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -219769.015625 Penalty: 778.528625 Iteration 28Q: 3 clusters Score -219769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -219773.140625 Penalty: 778.528625 Iteration 29Q: 3 clusters Score -219773.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -219776.671875 Penalty: 778.528625 Iteration 30Q: 3 clusters Score -219776.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -219778.671875 Penalty: 778.528625 Iteration 31Q: 3 clusters Score -219778.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -219780.062500 Penalty: 778.528625 Iteration 32Q: 3 clusters Score -219780.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -219780.890625 Penalty: 778.528625 Iteration 33Q: 3 clusters Score -219780.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -219781.640625 Penalty: 778.528625 Iteration 34Q: 3 clusters Score -219781.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -219782.406250 Penalty: 778.528625 Iteration 35Q: 3 clusters Score -219782.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -219782.562500 Penalty: 778.528625 Iteration 36Q: 3 clusters Score -219782.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -219782.937500 Penalty: 778.528625 Iteration 37Q: 3 clusters Score -219782.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -219783.031250 Penalty: 778.528625 Iteration 38Q: 3 clusters Score -219783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -219783.343750 Penalty: 778.528625 Iteration 39Q: 3 clusters Score -219783.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -219783.343750 Penalty: 778.528625 Iteration 40F: 3 clusters Score -219783.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -4783.541504 Penalty: 232.595428 Iteration 0F: 2 clusters Score -4783.542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4536.400391 Penalty: 465.190857 Iteration 0F: 3 clusters Score -4536.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -4598.565430 Penalty: 465.190857 Iteration 1F: 3 clusters Score -4598.565 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -4614.884766 Penalty: 465.190857 Iteration 2F: 3 clusters Score -4614.885 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4621.797852 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -4621.798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -4635.676758 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -4635.677 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4645.594238 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -4645.594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -4646.225586 Penalty: 465.190857 Iteration 6Q: 3 clusters Score -4646.226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -4646.225586 Penalty: 465.190857 Iteration 7F: 3 clusters Score -4646.226 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Entering Unmasked Estep Score: -40799.394531 Penalty: 308.949432 Iteration 0F: 2 clusters Score -40799.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -40051.828125 Penalty: 617.898865 Iteration 0F: 3 clusters Score -40051.83 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -40289.750000 Penalty: 617.898865 Iteration 1F: 3 clusters Score -40289.75 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -40346.292969 Penalty: 617.898865 Iteration 2F: 3 clusters Score -40346.29 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -40392.863281 Penalty: 617.898865 Iteration 3F: 3 clusters Score -40392.86 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -40422.519531 Penalty: 617.898865 Iteration 4Q: 3 clusters Score -40422.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -40442.292969 Penalty: 617.898865 Iteration 5Q: 3 clusters Score -40442.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -40458.753906 Penalty: 617.898865 Iteration 6Q: 3 clusters Score -40458.75 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -40476.195312 Penalty: 617.898865 Iteration 7Q: 3 clusters Score -40476.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -40500.722656 Penalty: 617.898865 Iteration 8Q: 3 clusters Score -40500.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -40521.742188 Penalty: 617.898865 Iteration 9Q: 3 clusters Score -40521.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -40536.664062 Penalty: 617.898865 Iteration 10Q: 3 clusters Score -40536.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -40544.886719 Penalty: 617.898865 Iteration 11Q: 3 clusters Score -40544.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -40551.078125 Penalty: 617.898865 Iteration 12Q: 3 clusters Score -40551.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -40554.164062 Penalty: 617.898865 Iteration 13Q: 3 clusters Score -40554.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -40555.519531 Penalty: 617.898865 Iteration 14Q: 3 clusters Score -40555.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -40558.246094 Penalty: 617.898865 Iteration 15Q: 3 clusters Score -40558.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -40562.378906 Penalty: 617.898865 Iteration 16Q: 3 clusters Score -40562.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -40565.972656 Penalty: 617.898865 Iteration 17Q: 3 clusters Score -40565.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -40573.117188 Penalty: 617.898865 Iteration 18Q: 3 clusters Score -40573.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -40574.257812 Penalty: 617.898865 Iteration 19Q: 3 clusters Score -40574.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -40574.257812 Penalty: 617.898865 Iteration 20F: 3 clusters Score -40574.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -63780.425781 Penalty: 330.129395 Iteration 0F: 2 clusters Score -63780.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -62701.027344 Penalty: 660.258789 Iteration 0F: 3 clusters Score -62701.03 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -63107.722656 Penalty: 660.258789 Iteration 1F: 3 clusters Score -63107.72 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -63209.742188 Penalty: 660.258789 Iteration 2F: 3 clusters Score -63209.74 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -63294.945312 Penalty: 660.258789 Iteration 3F: 3 clusters Score -63294.95 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -63357.492188 Penalty: 660.258789 Iteration 4F: 3 clusters Score -63357.49 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -63392.367188 Penalty: 660.258789 Iteration 5Q: 3 clusters Score -63392.37 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -63413.894531 Penalty: 660.258789 Iteration 6Q: 3 clusters Score -63413.89 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -63429.328125 Penalty: 660.258789 Iteration 7Q: 3 clusters Score -63429.33 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -63445.511719 Penalty: 660.258789 Iteration 8Q: 3 clusters Score -63445.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -63461.179688 Penalty: 660.258789 Iteration 9Q: 3 clusters Score -63461.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -63475.859375 Penalty: 660.258789 Iteration 10Q: 3 clusters Score -63475.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -63486.226562 Penalty: 660.258789 Iteration 11Q: 3 clusters Score -63486.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -63488.468750 Penalty: 660.258789 Iteration 12Q: 3 clusters Score -63488.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -63491.308594 Penalty: 660.258789 Iteration 13Q: 3 clusters Score -63491.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -63492.031250 Penalty: 660.258789 Iteration 14Q: 3 clusters Score -63492.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -63493.152344 Penalty: 660.258789 Iteration 15Q: 3 clusters Score -63493.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -63494.015625 Penalty: 660.258789 Iteration 16Q: 3 clusters Score -63494.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -63496.718750 Penalty: 660.258789 Iteration 17Q: 3 clusters Score -63496.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -63498.078125 Penalty: 660.258789 Iteration 18Q: 3 clusters Score -63498.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -63498.691406 Penalty: 660.258789 Iteration 19Q: 3 clusters Score -63498.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -63498.691406 Penalty: 660.258789 Iteration 20F: 3 clusters Score -63498.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -57853.957031 Penalty: 327.653290 Iteration 0F: 2 clusters Score -57853.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -56816.253906 Penalty: 655.306580 Iteration 0F: 3 clusters Score -56816.25 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -57146.589844 Penalty: 655.306580 Iteration 1F: 3 clusters Score -57146.59 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -57203.652344 Penalty: 655.306580 Iteration 2F: 3 clusters Score -57203.65 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -57232.550781 Penalty: 655.306580 Iteration 3F: 3 clusters Score -57232.55 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -57247.550781 Penalty: 655.306580 Iteration 4Q: 3 clusters Score -57247.55 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -57266.289062 Penalty: 655.306580 Iteration 5Q: 3 clusters Score -57266.29 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -57285.660156 Penalty: 655.306580 Iteration 6Q: 3 clusters Score -57285.66 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -57303.554688 Penalty: 655.306580 Iteration 7Q: 3 clusters Score -57303.55 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -57325.355469 Penalty: 655.306580 Iteration 8Q: 3 clusters Score -57325.36 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -57353.332031 Penalty: 655.306580 Iteration 9Q: 3 clusters Score -57353.33 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -57379.648438 Penalty: 655.306580 Iteration 10Q: 3 clusters Score -57379.65 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -57408.945312 Penalty: 655.306580 Iteration 11Q: 3 clusters Score -57408.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -57442.117188 Penalty: 655.306580 Iteration 12Q: 3 clusters Score -57442.12 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -57467.343750 Penalty: 655.306580 Iteration 13Q: 3 clusters Score -57467.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -57477.699219 Penalty: 655.306580 Iteration 14Q: 3 clusters Score -57477.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -57483.441406 Penalty: 655.306580 Iteration 15Q: 3 clusters Score -57483.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -57488.531250 Penalty: 655.306580 Iteration 16Q: 3 clusters Score -57488.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -57494.832031 Penalty: 655.306580 Iteration 17Q: 3 clusters Score -57494.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -57500.304688 Penalty: 655.306580 Iteration 18Q: 3 clusters Score -57500.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -57503.949219 Penalty: 655.306580 Iteration 19Q: 3 clusters Score -57503.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -57506.238281 Penalty: 655.306580 Iteration 20F: 3 clusters Score -57506.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -57508.433594 Penalty: 655.306580 Iteration 21Q: 3 clusters Score -57508.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -57511.562500 Penalty: 655.306580 Iteration 22Q: 3 clusters Score -57511.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -57516.679688 Penalty: 655.306580 Iteration 23Q: 3 clusters Score -57516.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -57518.523438 Penalty: 655.306580 Iteration 24Q: 3 clusters Score -57518.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -57520.109375 Penalty: 655.306580 Iteration 25Q: 3 clusters Score -57520.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -57521.558594 Penalty: 655.306580 Iteration 26Q: 3 clusters Score -57521.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -57522.199219 Penalty: 655.306580 Iteration 27Q: 3 clusters Score -57522.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -57522.566406 Penalty: 655.306580 Iteration 28Q: 3 clusters Score -57522.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -57522.566406 Penalty: 655.306580 Iteration 29F: 3 clusters Score -57522.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Entering Unmasked Estep Score: -165257.234375 Penalty: 384.269440 Iteration 0F: 2 clusters Score -165257.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -162111.375000 Penalty: 768.538879 Iteration 0F: 3 clusters Score -162111.4 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -163356.171875 Penalty: 768.538879 Iteration 1F: 3 clusters Score -163356.2 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -163524.781250 Penalty: 768.538879 Iteration 2F: 3 clusters Score -163524.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -163668.203125 Penalty: 768.538879 Iteration 3F: 3 clusters Score -163668.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -163790.078125 Penalty: 768.538879 Iteration 4F: 3 clusters Score -163790.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -163898.546875 Penalty: 768.538879 Iteration 5F: 3 clusters Score -163898.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -163988.656250 Penalty: 768.538879 Iteration 6Q: 3 clusters Score -163988.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -164055.046875 Penalty: 768.538879 Iteration 7Q: 3 clusters Score -164055 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -164121.296875 Penalty: 768.538879 Iteration 8Q: 3 clusters Score -164121.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -164168.046875 Penalty: 768.538879 Iteration 9Q: 3 clusters Score -164168 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -164208.078125 Penalty: 768.538879 Iteration 10Q: 3 clusters Score -164208.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -164252.406250 Penalty: 768.538879 Iteration 11Q: 3 clusters Score -164252.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -164306.890625 Penalty: 768.538879 Iteration 12Q: 3 clusters Score -164306.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -164370.031250 Penalty: 768.538879 Iteration 13Q: 3 clusters Score -164370 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -164459.437500 Penalty: 768.538879 Iteration 14Q: 3 clusters Score -164459.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -164572.609375 Penalty: 768.538879 Iteration 15Q: 3 clusters Score -164572.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -164668.593750 Penalty: 768.538879 Iteration 16Q: 3 clusters Score -164668.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -164739.859375 Penalty: 768.538879 Iteration 17Q: 3 clusters Score -164739.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -164794.187500 Penalty: 768.538879 Iteration 18Q: 3 clusters Score -164794.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -164831.968750 Penalty: 768.538879 Iteration 19Q: 3 clusters Score -164832 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -164866.312500 Penalty: 768.538879 Iteration 20F: 3 clusters Score -164866.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -164889.296875 Penalty: 768.538879 Iteration 21Q: 3 clusters Score -164889.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -164913.812500 Penalty: 768.538879 Iteration 22Q: 3 clusters Score -164913.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -164924.875000 Penalty: 768.538879 Iteration 23Q: 3 clusters Score -164924.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -164934.500000 Penalty: 768.538879 Iteration 24Q: 3 clusters Score -164934.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -164941.781250 Penalty: 768.538879 Iteration 25Q: 3 clusters Score -164941.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -164943.375000 Penalty: 768.538879 Iteration 26Q: 3 clusters Score -164943.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -164943.859375 Penalty: 768.538879 Iteration 27Q: 3 clusters Score -164943.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -164943.859375 Penalty: 768.538879 Iteration 28F: 3 clusters Score -164943.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (92911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92911 members Entering Unmasked Estep Score: -4244606.000000 Penalty: 520.492615 Iteration 0F: 2 clusters Score -4244606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46444 members Mstep: Class 2 contains 46467 members Entering Unmasked Estep Score: -4181671.500000 Penalty: 1040.985229 Iteration 0F: 3 clusters Score -4181672 nChanged 45581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42523 members Mstep: Class 2 contains 50388 members Entering Unmasked Estep Score: -4213401.500000 Penalty: 1040.985229 Iteration 1F: 3 clusters Score -4213402 nChanged 5894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39925 members Mstep: Class 2 contains 52986 members Entering Unmasked Estep Score: -4216326.000000 Penalty: 1040.985229 Iteration 2F: 3 clusters Score -4216326 nChanged 5610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37129 members Mstep: Class 2 contains 55782 members Entering Unmasked Estep Score: -4219475.000000 Penalty: 1040.985229 Iteration 3F: 3 clusters Score -4219475 nChanged 5334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34185 members Mstep: Class 2 contains 58726 members Entering Unmasked Estep Score: -4223249.500000 Penalty: 1040.985229 Iteration 4F: 3 clusters Score -4223250 nChanged 5198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31311 members Mstep: Class 2 contains 61600 members Entering Unmasked Estep Score: -4227861.000000 Penalty: 1040.985229 Iteration 5F: 3 clusters Score -4227861 nChanged 4348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29051 members Mstep: Class 2 contains 63860 members Entering Unmasked Estep Score: -4231297.000000 Penalty: 1040.985229 Iteration 6Q: 3 clusters Score -4231297 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27384 members Mstep: Class 2 contains 65527 members Entering Unmasked Estep Score: -4232775.000000 Penalty: 1040.985229 Iteration 7Q: 3 clusters Score -4232775 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25809 members Mstep: Class 2 contains 67102 members Entering Unmasked Estep Score: -4233472.500000 Penalty: 1040.985229 Iteration 8Q: 3 clusters Score -4233472 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24285 members Mstep: Class 2 contains 68626 members Entering Unmasked Estep Score: -4234074.000000 Penalty: 1040.985229 Iteration 9Q: 3 clusters Score -4234074 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22729 members Mstep: Class 2 contains 70182 members Entering Unmasked Estep Score: -4234646.500000 Penalty: 1040.985229 Iteration 10Q: 3 clusters Score -4234646 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21164 members Mstep: Class 2 contains 71747 members Entering Unmasked Estep Score: -4235223.500000 Penalty: 1040.985229 Iteration 11Q: 3 clusters Score -4235224 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19605 members Mstep: Class 2 contains 73306 members Entering Unmasked Estep Score: -4235810.500000 Penalty: 1040.985229 Iteration 12Q: 3 clusters Score -4235810 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18123 members Mstep: Class 2 contains 74788 members Entering Unmasked Estep Score: -4236359.500000 Penalty: 1040.985229 Iteration 13Q: 3 clusters Score -4236360 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 76298 members Entering Unmasked Estep Score: -4236945.000000 Penalty: 1040.985229 Iteration 14Q: 3 clusters Score -4236945 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15149 members Mstep: Class 2 contains 77762 members Entering Unmasked Estep Score: -4237519.500000 Penalty: 1040.985229 Iteration 15Q: 3 clusters Score -4237520 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 79155 members Entering Unmasked Estep Score: -4238085.000000 Penalty: 1040.985229 Iteration 16Q: 3 clusters Score -4238085 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 80533 members Entering Unmasked Estep Score: -4238691.500000 Penalty: 1040.985229 Iteration 17Q: 3 clusters Score -4238692 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 81896 members Entering Unmasked Estep Score: -4239281.000000 Penalty: 1040.985229 Iteration 18Q: 3 clusters Score -4239281 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 83186 members Entering Unmasked Estep Score: -4239901.500000 Penalty: 1040.985229 Iteration 19Q: 3 clusters Score -4239902 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 84448 members Entering Unmasked Estep Score: -4240527.000000 Penalty: 1040.985229 Iteration 20F: 3 clusters Score -4240527 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 85570 members Entering Unmasked Estep Score: -4241050.000000 Penalty: 1040.985229 Iteration 21Q: 3 clusters Score -4241050 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 86579 members Entering Unmasked Estep Score: -4241526.000000 Penalty: 1040.985229 Iteration 22Q: 3 clusters Score -4241526 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 87521 members Entering Unmasked Estep Score: -4241980.000000 Penalty: 1040.985229 Iteration 23Q: 3 clusters Score -4241980 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 88406 members Entering Unmasked Estep Score: -4242417.000000 Penalty: 1040.985229 Iteration 24Q: 3 clusters Score -4242417 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 89158 members Entering Unmasked Estep Score: -4242822.000000 Penalty: 1040.985229 Iteration 25Q: 3 clusters Score -4242822 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 89794 members Entering Unmasked Estep Score: -4243134.500000 Penalty: 1040.985229 Iteration 26Q: 3 clusters Score -4243134 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 90284 members Entering Unmasked Estep Score: -4243362.000000 Penalty: 1040.985229 Iteration 27Q: 3 clusters Score -4243362 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 90747 members Entering Unmasked Estep Score: -4243598.000000 Penalty: 1040.985229 Iteration 28Q: 3 clusters Score -4243598 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 91100 members Entering Unmasked Estep Score: -4243767.000000 Penalty: 1040.985229 Iteration 29Q: 3 clusters Score -4243767 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 91380 members Entering Unmasked Estep Score: -4243894.500000 Penalty: 1040.985229 Iteration 30Q: 3 clusters Score -4243894 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 91601 members Entering Unmasked Estep Score: -4243978.500000 Penalty: 1040.985229 Iteration 31Q: 3 clusters Score -4243978 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 91770 members Entering Unmasked Estep Score: -4244047.500000 Penalty: 1040.985229 Iteration 32Q: 3 clusters Score -4244048 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 91928 members Entering Unmasked Estep Score: -4244110.000000 Penalty: 1040.985229 Iteration 33Q: 3 clusters Score -4244110 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 92040 members Entering Unmasked Estep Score: -4244154.000000 Penalty: 1040.985229 Iteration 34Q: 3 clusters Score -4244154 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 92131 members Entering Unmasked Estep Score: -4244198.000000 Penalty: 1040.985229 Iteration 35Q: 3 clusters Score -4244198 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 92194 members Entering Unmasked Estep Score: -4244234.000000 Penalty: 1040.985229 Iteration 36Q: 3 clusters Score -4244234 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 92246 members Entering Unmasked Estep Score: -4244257.500000 Penalty: 1040.985229 Iteration 37Q: 3 clusters Score -4244258 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 92284 members Entering Unmasked Estep Score: -4244278.500000 Penalty: 1040.985229 Iteration 38Q: 3 clusters Score -4244278 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 92317 members Entering Unmasked Estep Score: -4244284.000000 Penalty: 1040.985229 Iteration 39Q: 3 clusters Score -4244284 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 92336 members Entering Unmasked Estep Score: -4244297.000000 Penalty: 1040.985229 Iteration 40F: 3 clusters Score -4244297 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 92353 members Entering Unmasked Estep Score: -4244303.500000 Penalty: 1040.985229 Iteration 41Q: 3 clusters Score -4244304 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 92364 members Entering Unmasked Estep Score: -4244307.000000 Penalty: 1040.985229 Iteration 42Q: 3 clusters Score -4244307 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 92374 members Entering Unmasked Estep Score: -4244307.500000 Penalty: 1040.985229 Iteration 43Q: 3 clusters Score -4244308 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 92384 members Entering Unmasked Estep Score: -4244306.500000 Penalty: 1040.985229 Iteration 44Q: 3 clusters Score -4244306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 92388 members Entering Unmasked Estep Score: -4244310.500000 Penalty: 1040.985229 Iteration 45Q: 3 clusters Score -4244310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 92396 members Entering Unmasked Estep Score: -4244304.500000 Penalty: 1040.985229 Iteration 46Q: 3 clusters Score -4244304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 92401 members Entering Unmasked Estep Score: -4244306.500000 Penalty: 1040.985229 Iteration 47Q: 3 clusters Score -4244306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 92406 members Entering Unmasked Estep Score: -4244308.500000 Penalty: 1040.985229 Iteration 48Q: 3 clusters Score -4244308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 92412 members Entering Unmasked Estep Score: -4244309.500000 Penalty: 1040.985229 Iteration 49Q: 3 clusters Score -4244310 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 92417 members Entering Unmasked Estep Score: -4244307.000000 Penalty: 1040.985229 Iteration 50Q: 3 clusters Score -4244307 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 92421 members Entering Unmasked Estep Score: -4244309.500000 Penalty: 1040.985229 Iteration 51Q: 3 clusters Score -4244310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 92425 members Entering Unmasked Estep Score: -4244312.000000 Penalty: 1040.985229 Iteration 52Q: 3 clusters Score -4244312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 92430 members Entering Unmasked Estep Score: -4244319.000000 Penalty: 1040.985229 Iteration 53Q: 3 clusters Score -4244319 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 92430 members Entering Unmasked Estep Score: -4244319.000000 Penalty: 1040.985229 Iteration 54F: 3 clusters Score -4244319 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Entering Unmasked Estep Score: -36708.597656 Penalty: 315.025116 Iteration 0F: 2 clusters Score -36708.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -35907.152344 Penalty: 630.050232 Iteration 0F: 3 clusters Score -35907.15 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -36149.582031 Penalty: 630.050232 Iteration 1F: 3 clusters Score -36149.58 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -36214.121094 Penalty: 630.050232 Iteration 2F: 3 clusters Score -36214.12 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -36249.808594 Penalty: 630.050232 Iteration 3F: 3 clusters Score -36249.81 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -36277.382812 Penalty: 630.050232 Iteration 4Q: 3 clusters Score -36277.38 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -36316.683594 Penalty: 630.050232 Iteration 5Q: 3 clusters Score -36316.68 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -36349.933594 Penalty: 630.050232 Iteration 6Q: 3 clusters Score -36349.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -36373.691406 Penalty: 630.050232 Iteration 7Q: 3 clusters Score -36373.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -36417.167969 Penalty: 630.050232 Iteration 8Q: 3 clusters Score -36417.17 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -36451.320312 Penalty: 630.050232 Iteration 9Q: 3 clusters Score -36451.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -36474.324219 Penalty: 630.050232 Iteration 10Q: 3 clusters Score -36474.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36484.835938 Penalty: 630.050232 Iteration 11Q: 3 clusters Score -36484.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -36493.074219 Penalty: 630.050232 Iteration 12Q: 3 clusters Score -36493.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -36500.136719 Penalty: 630.050232 Iteration 13Q: 3 clusters Score -36500.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36502.968750 Penalty: 630.050232 Iteration 14Q: 3 clusters Score -36502.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36504.187500 Penalty: 630.050232 Iteration 15Q: 3 clusters Score -36504.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -36504.980469 Penalty: 630.050232 Iteration 16Q: 3 clusters Score -36504.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -36507.574219 Penalty: 630.050232 Iteration 17Q: 3 clusters Score -36507.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -36511.246094 Penalty: 630.050232 Iteration 18Q: 3 clusters Score -36511.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -36515.164062 Penalty: 630.050232 Iteration 19Q: 3 clusters Score -36515.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -36516.093750 Penalty: 630.050232 Iteration 20F: 3 clusters Score -36516.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -36516.289062 Penalty: 630.050232 Iteration 21Q: 3 clusters Score -36516.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -36516.289062 Penalty: 630.050232 Iteration 22F: 3 clusters Score -36516.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Entering Unmasked Estep Score: -210214.828125 Penalty: 382.859558 Iteration 0F: 2 clusters Score -210214.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -207210.640625 Penalty: 765.719116 Iteration 0F: 3 clusters Score -207210.6 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -208274.828125 Penalty: 765.719116 Iteration 1F: 3 clusters Score -208274.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -208377.484375 Penalty: 765.719116 Iteration 2F: 3 clusters Score -208377.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -208482.500000 Penalty: 765.719116 Iteration 3F: 3 clusters Score -208482.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -208583.390625 Penalty: 765.719116 Iteration 4Q: 3 clusters Score -208583.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -208690.609375 Penalty: 765.719116 Iteration 5Q: 3 clusters Score -208690.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -208842.125000 Penalty: 765.719116 Iteration 6F: 3 clusters Score -208842.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -209008.921875 Penalty: 765.719116 Iteration 7F: 3 clusters Score -209008.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -209233.515625 Penalty: 765.719116 Iteration 8F: 3 clusters Score -209233.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -209369.890625 Penalty: 765.719116 Iteration 9Q: 3 clusters Score -209369.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -209426.968750 Penalty: 765.719116 Iteration 10Q: 3 clusters Score -209427 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -209446.625000 Penalty: 765.719116 Iteration 11Q: 3 clusters Score -209446.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -209459.968750 Penalty: 765.719116 Iteration 12Q: 3 clusters Score -209460 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -209472.015625 Penalty: 765.719116 Iteration 13Q: 3 clusters Score -209472 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -209483.078125 Penalty: 765.719116 Iteration 14Q: 3 clusters Score -209483.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -209489.687500 Penalty: 765.719116 Iteration 15Q: 3 clusters Score -209489.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -209493.140625 Penalty: 765.719116 Iteration 16Q: 3 clusters Score -209493.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -209495.890625 Penalty: 765.719116 Iteration 17Q: 3 clusters Score -209495.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -209498.078125 Penalty: 765.719116 Iteration 18Q: 3 clusters Score -209498.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -209499.906250 Penalty: 765.719116 Iteration 19Q: 3 clusters Score -209499.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -209501.687500 Penalty: 765.719116 Iteration 20F: 3 clusters Score -209501.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -209504.140625 Penalty: 765.719116 Iteration 21Q: 3 clusters Score -209504.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -209506.937500 Penalty: 765.719116 Iteration 22Q: 3 clusters Score -209506.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -209509.515625 Penalty: 765.719116 Iteration 23Q: 3 clusters Score -209509.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -209513.359375 Penalty: 765.719116 Iteration 24Q: 3 clusters Score -209513.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -209518.296875 Penalty: 765.719116 Iteration 25Q: 3 clusters Score -209518.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -209522.328125 Penalty: 765.719116 Iteration 26Q: 3 clusters Score -209522.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -209529.859375 Penalty: 765.719116 Iteration 27Q: 3 clusters Score -209529.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -209540.453125 Penalty: 765.719116 Iteration 28Q: 3 clusters Score -209540.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -209553.906250 Penalty: 765.719116 Iteration 29Q: 3 clusters Score -209553.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -209563.921875 Penalty: 765.719116 Iteration 30Q: 3 clusters Score -209563.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -209568.734375 Penalty: 765.719116 Iteration 31Q: 3 clusters Score -209568.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -209572.921875 Penalty: 765.719116 Iteration 32Q: 3 clusters Score -209572.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -209574.765625 Penalty: 765.719116 Iteration 33Q: 3 clusters Score -209574.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -209579.046875 Penalty: 765.719116 Iteration 34Q: 3 clusters Score -209579 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -209582.546875 Penalty: 765.719116 Iteration 35Q: 3 clusters Score -209582.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -209586.281250 Penalty: 765.719116 Iteration 36Q: 3 clusters Score -209586.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -209591.156250 Penalty: 765.719116 Iteration 37Q: 3 clusters Score -209591.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -209595.312500 Penalty: 765.719116 Iteration 38Q: 3 clusters Score -209595.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -209598.328125 Penalty: 765.719116 Iteration 39Q: 3 clusters Score -209598.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -209600.484375 Penalty: 765.719116 Iteration 40F: 3 clusters Score -209600.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -209602.437500 Penalty: 765.719116 Iteration 41Q: 3 clusters Score -209602.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -209604.453125 Penalty: 765.719116 Iteration 42Q: 3 clusters Score -209604.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -209605.781250 Penalty: 765.719116 Iteration 43Q: 3 clusters Score -209605.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -209609.203125 Penalty: 765.719116 Iteration 44Q: 3 clusters Score -209609.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -209612.234375 Penalty: 765.719116 Iteration 45Q: 3 clusters Score -209612.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -209614.750000 Penalty: 765.719116 Iteration 46Q: 3 clusters Score -209614.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -209617.140625 Penalty: 765.719116 Iteration 47Q: 3 clusters Score -209617.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -209620.031250 Penalty: 765.719116 Iteration 48Q: 3 clusters Score -209620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -209621.375000 Penalty: 765.719116 Iteration 49Q: 3 clusters Score -209621.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -209623.906250 Penalty: 765.719116 Iteration 50Q: 3 clusters Score -209623.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -209626.781250 Penalty: 765.719116 Iteration 51Q: 3 clusters Score -209626.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -209628.781250 Penalty: 765.719116 Iteration 52Q: 3 clusters Score -209628.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -209632.875000 Penalty: 765.719116 Iteration 53Q: 3 clusters Score -209632.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -209637.171875 Penalty: 765.719116 Iteration 54Q: 3 clusters Score -209637.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -209641.000000 Penalty: 765.719116 Iteration 55Q: 3 clusters Score -209641 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -209642.406250 Penalty: 765.719116 Iteration 56Q: 3 clusters Score -209642.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -209644.187500 Penalty: 765.719116 Iteration 57Q: 3 clusters Score -209644.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -209646.234375 Penalty: 765.719116 Iteration 58Q: 3 clusters Score -209646.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -209647.578125 Penalty: 765.719116 Iteration 59Q: 3 clusters Score -209647.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -209649.390625 Penalty: 765.719116 Iteration 60F: 3 clusters Score -209649.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -209651.265625 Penalty: 765.719116 Iteration 61Q: 3 clusters Score -209651.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -209652.015625 Penalty: 765.719116 Iteration 62Q: 3 clusters Score -209652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -209653.000000 Penalty: 765.719116 Iteration 63Q: 3 clusters Score -209653 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -209654.984375 Penalty: 765.719116 Iteration 64Q: 3 clusters Score -209655 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -209656.312500 Penalty: 765.719116 Iteration 65Q: 3 clusters Score -209656.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -209656.937500 Penalty: 765.719116 Iteration 66Q: 3 clusters Score -209656.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -209657.656250 Penalty: 765.719116 Iteration 67Q: 3 clusters Score -209657.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -209657.500000 Penalty: 765.719116 Iteration 68Q: 3 clusters Score -209657.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -209658.171875 Penalty: 765.719116 Iteration 69Q: 3 clusters Score -209658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -209659.000000 Penalty: 765.719116 Iteration 70Q: 3 clusters Score -209659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -209659.453125 Penalty: 765.719116 Iteration 71Q: 3 clusters Score -209659.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -209660.265625 Penalty: 765.719116 Iteration 72Q: 3 clusters Score -209660.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -209660.671875 Penalty: 765.719116 Iteration 73Q: 3 clusters Score -209660.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -209661.328125 Penalty: 765.719116 Iteration 74Q: 3 clusters Score -209661.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -209661.515625 Penalty: 765.719116 Iteration 75Q: 3 clusters Score -209661.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -209662.015625 Penalty: 765.719116 Iteration 76Q: 3 clusters Score -209662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -209662.703125 Penalty: 765.719116 Iteration 77Q: 3 clusters Score -209662.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -209664.109375 Penalty: 765.719116 Iteration 78Q: 3 clusters Score -209664.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -209664.421875 Penalty: 765.719116 Iteration 79Q: 3 clusters Score -209664.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -209665.062500 Penalty: 765.719116 Iteration 80F: 3 clusters Score -209665.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -209665.812500 Penalty: 765.719116 Iteration 81Q: 3 clusters Score -209665.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -209667.406250 Penalty: 765.719116 Iteration 82Q: 3 clusters Score -209667.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -209671.484375 Penalty: 765.719116 Iteration 83Q: 3 clusters Score -209671.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -209675.843750 Penalty: 765.719116 Iteration 84Q: 3 clusters Score -209675.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -209679.625000 Penalty: 765.719116 Iteration 85Q: 3 clusters Score -209679.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -209684.375000 Penalty: 765.719116 Iteration 86Q: 3 clusters Score -209684.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -209688.578125 Penalty: 765.719116 Iteration 87Q: 3 clusters Score -209688.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -209691.921875 Penalty: 765.719116 Iteration 88Q: 3 clusters Score -209691.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -209694.359375 Penalty: 765.719116 Iteration 89Q: 3 clusters Score -209694.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -209697.765625 Penalty: 765.719116 Iteration 90Q: 3 clusters Score -209697.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -209701.828125 Penalty: 765.719116 Iteration 91Q: 3 clusters Score -209701.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -209703.203125 Penalty: 765.719116 Iteration 92Q: 3 clusters Score -209703.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -209704.718750 Penalty: 765.719116 Iteration 93Q: 3 clusters Score -209704.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -209705.703125 Penalty: 765.719116 Iteration 94Q: 3 clusters Score -209705.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -209706.359375 Penalty: 765.719116 Iteration 95Q: 3 clusters Score -209706.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -209707.437500 Penalty: 765.719116 Iteration 96Q: 3 clusters Score -209707.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -209708.750000 Penalty: 765.719116 Iteration 97Q: 3 clusters Score -209708.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -209710.328125 Penalty: 765.719116 Iteration 98Q: 3 clusters Score -209710.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -209713.359375 Penalty: 765.719116 Iteration 99Q: 3 clusters Score -209713.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -209715.859375 Penalty: 765.719116 Iteration 100F: 3 clusters Score -209715.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -209720.640625 Penalty: 765.719116 Iteration 101Q: 3 clusters Score -209720.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -209723.750000 Penalty: 765.719116 Iteration 102Q: 3 clusters Score -209723.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -209724.734375 Penalty: 765.719116 Iteration 103Q: 3 clusters Score -209724.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -209725.843750 Penalty: 765.719116 Iteration 104Q: 3 clusters Score -209725.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -209726.234375 Penalty: 765.719116 Iteration 105Q: 3 clusters Score -209726.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -209727.031250 Penalty: 765.719116 Iteration 106Q: 3 clusters Score -209727 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -209728.593750 Penalty: 765.719116 Iteration 107Q: 3 clusters Score -209728.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -209731.437500 Penalty: 765.719116 Iteration 108Q: 3 clusters Score -209731.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -209733.640625 Penalty: 765.719116 Iteration 109Q: 3 clusters Score -209733.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -209735.640625 Penalty: 765.719116 Iteration 110Q: 3 clusters Score -209735.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -209739.015625 Penalty: 765.719116 Iteration 111Q: 3 clusters Score -209739 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -209740.468750 Penalty: 765.719116 Iteration 112Q: 3 clusters Score -209740.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -209741.109375 Penalty: 765.719116 Iteration 113Q: 3 clusters Score -209741.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -209743.109375 Penalty: 765.719116 Iteration 114Q: 3 clusters Score -209743.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -209744.296875 Penalty: 765.719116 Iteration 115Q: 3 clusters Score -209744.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -209745.890625 Penalty: 765.719116 Iteration 116Q: 3 clusters Score -209745.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -209745.796875 Penalty: 765.719116 Iteration 117Q: 3 clusters Score -209745.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -209746.218750 Penalty: 765.719116 Iteration 118Q: 3 clusters Score -209746.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -209746.718750 Penalty: 765.719116 Iteration 119Q: 3 clusters Score -209746.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -209747.406250 Penalty: 765.719116 Iteration 120F: 3 clusters Score -209747.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -209747.500000 Penalty: 765.719116 Iteration 121Q: 3 clusters Score -209747.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -209747.500000 Penalty: 765.719116 Iteration 122Q: 3 clusters Score -209747.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -209748.265625 Penalty: 765.719116 Iteration 123Q: 3 clusters Score -209748.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -209749.218750 Penalty: 765.719116 Iteration 124Q: 3 clusters Score -209749.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -209751.125000 Penalty: 765.719116 Iteration 125Q: 3 clusters Score -209751.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -209754.281250 Penalty: 765.719116 Iteration 126Q: 3 clusters Score -209754.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -209758.968750 Penalty: 765.719116 Iteration 127Q: 3 clusters Score -209759 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -209763.562500 Penalty: 765.719116 Iteration 128Q: 3 clusters Score -209763.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -209765.718750 Penalty: 765.719116 Iteration 129Q: 3 clusters Score -209765.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -209767.390625 Penalty: 765.719116 Iteration 130Q: 3 clusters Score -209767.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -209768.640625 Penalty: 765.719116 Iteration 131Q: 3 clusters Score -209768.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -209768.781250 Penalty: 765.719116 Iteration 132Q: 3 clusters Score -209768.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -209768.890625 Penalty: 765.719116 Iteration 133Q: 3 clusters Score -209768.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -209768.953125 Penalty: 765.719116 Iteration 134Q: 3 clusters Score -209769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -209769.312500 Penalty: 765.719116 Iteration 135Q: 3 clusters Score -209769.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -209769.687500 Penalty: 765.719116 Iteration 136Q: 3 clusters Score -209769.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -209770.375000 Penalty: 765.719116 Iteration 137Q: 3 clusters Score -209770.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -209771.062500 Penalty: 765.719116 Iteration 138Q: 3 clusters Score -209771.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -209771.546875 Penalty: 765.719116 Iteration 139Q: 3 clusters Score -209771.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -209771.453125 Penalty: 765.719116 Iteration 140F: 3 clusters Score -209771.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Entering Unmasked Estep Score: -80506.242188 Penalty: 347.581818 Iteration 0F: 2 clusters Score -80506.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -79006.382812 Penalty: 695.163635 Iteration 0F: 3 clusters Score -79006.38 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -79552.648438 Penalty: 695.163635 Iteration 1F: 3 clusters Score -79552.65 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -79680.031250 Penalty: 695.163635 Iteration 2F: 3 clusters Score -79680.03 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -79803.835938 Penalty: 695.163635 Iteration 3F: 3 clusters Score -79803.84 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -79881.562500 Penalty: 695.163635 Iteration 4F: 3 clusters Score -79881.56 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -79950.968750 Penalty: 695.163635 Iteration 5F: 3 clusters Score -79950.97 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -79999.898438 Penalty: 695.163635 Iteration 6Q: 3 clusters Score -79999.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -80032.593750 Penalty: 695.163635 Iteration 7Q: 3 clusters Score -80032.59 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -80058.789062 Penalty: 695.163635 Iteration 8Q: 3 clusters Score -80058.79 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -80074.835938 Penalty: 695.163635 Iteration 9Q: 3 clusters Score -80074.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -80085.812500 Penalty: 695.163635 Iteration 10Q: 3 clusters Score -80085.81 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -80099.859375 Penalty: 695.163635 Iteration 11Q: 3 clusters Score -80099.86 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -80113.250000 Penalty: 695.163635 Iteration 12Q: 3 clusters Score -80113.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -80122.250000 Penalty: 695.163635 Iteration 13Q: 3 clusters Score -80122.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -80130.835938 Penalty: 695.163635 Iteration 14Q: 3 clusters Score -80130.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -80135.851562 Penalty: 695.163635 Iteration 15Q: 3 clusters Score -80135.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -80145.203125 Penalty: 695.163635 Iteration 16Q: 3 clusters Score -80145.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -80156.179688 Penalty: 695.163635 Iteration 17Q: 3 clusters Score -80156.18 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -80169.437500 Penalty: 695.163635 Iteration 18Q: 3 clusters Score -80169.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -80182.218750 Penalty: 695.163635 Iteration 19Q: 3 clusters Score -80182.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -80191.000000 Penalty: 695.163635 Iteration 20F: 3 clusters Score -80191 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -80196.250000 Penalty: 695.163635 Iteration 21Q: 3 clusters Score -80196.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -80197.968750 Penalty: 695.163635 Iteration 22Q: 3 clusters Score -80197.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -80199.117188 Penalty: 695.163635 Iteration 23Q: 3 clusters Score -80199.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -80200.101562 Penalty: 695.163635 Iteration 24Q: 3 clusters Score -80200.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -80201.085938 Penalty: 695.163635 Iteration 25Q: 3 clusters Score -80201.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -80202.531250 Penalty: 695.163635 Iteration 26Q: 3 clusters Score -80202.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -80204.828125 Penalty: 695.163635 Iteration 27Q: 3 clusters Score -80204.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -80208.234375 Penalty: 695.163635 Iteration 28Q: 3 clusters Score -80208.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -80210.773438 Penalty: 695.163635 Iteration 29Q: 3 clusters Score -80210.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -80213.812500 Penalty: 695.163635 Iteration 30Q: 3 clusters Score -80213.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -80215.843750 Penalty: 695.163635 Iteration 31Q: 3 clusters Score -80215.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -80218.335938 Penalty: 695.163635 Iteration 32Q: 3 clusters Score -80218.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -80221.445312 Penalty: 695.163635 Iteration 33Q: 3 clusters Score -80221.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -80223.039062 Penalty: 695.163635 Iteration 34Q: 3 clusters Score -80223.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -80225.125000 Penalty: 695.163635 Iteration 35Q: 3 clusters Score -80225.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -80227.703125 Penalty: 695.163635 Iteration 36Q: 3 clusters Score -80227.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -80231.429688 Penalty: 695.163635 Iteration 37Q: 3 clusters Score -80231.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -80233.539062 Penalty: 695.163635 Iteration 38Q: 3 clusters Score -80233.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -80234.476562 Penalty: 695.163635 Iteration 39Q: 3 clusters Score -80234.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -80234.843750 Penalty: 695.163635 Iteration 40F: 3 clusters Score -80234.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -80235.593750 Penalty: 695.163635 Iteration 41Q: 3 clusters Score -80235.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -80236.851562 Penalty: 695.163635 Iteration 42Q: 3 clusters Score -80236.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -80237.828125 Penalty: 695.163635 Iteration 43Q: 3 clusters Score -80237.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -80238.406250 Penalty: 695.163635 Iteration 44Q: 3 clusters Score -80238.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -80239.078125 Penalty: 695.163635 Iteration 45Q: 3 clusters Score -80239.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -80239.210938 Penalty: 695.163635 Iteration 46Q: 3 clusters Score -80239.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -80239.296875 Penalty: 695.163635 Iteration 47Q: 3 clusters Score -80239.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -80239.296875 Penalty: 695.163635 Iteration 48F: 3 clusters Score -80239.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2848 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 17414 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 1700 members Mstep: Class 8 contains 721 members Mstep: Class 9 contains 2548 members Mstep: Class 10 contains 32268 members Mstep: Class 11 contains 7015 members Mstep: Class 12 contains 12821 members Mstep: Class 13 contains 4827 members Mstep: Class 14 contains 3558 members Mstep: Class 15 contains 5194 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 4654 members Mstep: Class 21 contains 92911 members Mstep: Class 22 contains 1016 members Mstep: Class 23 contains 4512 members Mstep: Class 25 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -8683217.000000 Penalty: 13356.506836 Iteration 79Q: 25 clusters Score -8683217 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2836 members Mstep: Class 3 contains 1715 members Mstep: Class 4 contains 17419 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 1702 members Mstep: Class 8 contains 721 members Mstep: Class 9 contains 2555 members Mstep: Class 10 contains 32262 members Mstep: Class 11 contains 7007 members Mstep: Class 12 contains 12806 members Mstep: Class 13 contains 4829 members Mstep: Class 14 contains 3550 members Mstep: Class 15 contains 5183 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 906 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1334 members Mstep: Class 20 contains 4643 members Mstep: Class 21 contains 92897 members Mstep: Class 22 contains 1029 members Mstep: Class 23 contains 4522 members Mstep: Class 25 contains 2113 members Entering Unmasked Estep ConsiderDeletion Score: -8683371.000000 Penalty: 13356.506836 Iteration 80F: 25 clusters Score -8683371 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2812 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 17421 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 1700 members Mstep: Class 8 contains 719 members Mstep: Class 9 contains 2556 members Mstep: Class 10 contains 32256 members Mstep: Class 11 contains 6996 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4832 members Mstep: Class 14 contains 3545 members Mstep: Class 15 contains 5176 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 926 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1337 members Mstep: Class 20 contains 4635 members Mstep: Class 21 contains 92879 members Mstep: Class 22 contains 1039 members Mstep: Class 23 contains 4533 members Mstep: Class 25 contains 2156 members Entering Unmasked Estep ConsiderDeletion Score: -8683464.000000 Penalty: 13356.506836 Iteration 81Q: 25 clusters Score -8683464 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2784 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 17435 members Mstep: Class 5 contains 1011 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 1695 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 2560 members Mstep: Class 10 contains 32252 members Mstep: Class 11 contains 6978 members Mstep: Class 12 contains 12778 members Mstep: Class 13 contains 4835 members Mstep: Class 14 contains 3535 members Mstep: Class 15 contains 5174 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 947 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1343 members Mstep: Class 20 contains 4620 members Mstep: Class 21 contains 92854 members Mstep: Class 22 contains 1049 members Mstep: Class 23 contains 4543 members Mstep: Class 25 contains 2210 members Entering Unmasked Estep ConsiderDeletion Score: -8683521.000000 Penalty: 13356.506836 Iteration 82Q: 25 clusters Score -8683521 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2745 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 17451 members Mstep: Class 5 contains 1013 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 1691 members Mstep: Class 8 contains 722 members Mstep: Class 9 contains 2564 members Mstep: Class 10 contains 32249 members Mstep: Class 11 contains 6959 members Mstep: Class 12 contains 12771 members Mstep: Class 13 contains 4835 members Mstep: Class 14 contains 3522 members Mstep: Class 15 contains 5173 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 958 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 4601 members Mstep: Class 21 contains 92831 members Mstep: Class 22 contains 1060 members Mstep: Class 23 contains 4553 members Mstep: Class 25 contains 2276 members Entering Unmasked Estep ConsiderDeletion Score: -8683566.000000 Penalty: 13356.506836 Iteration 83Q: 25 clusters Score -8683566 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 17476 members Mstep: Class 5 contains 1013 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 1691 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 2572 members Mstep: Class 10 contains 32248 members Mstep: Class 11 contains 6944 members Mstep: Class 12 contains 12765 members Mstep: Class 13 contains 4836 members Mstep: Class 14 contains 3513 members Mstep: Class 15 contains 5171 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 965 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1352 members Mstep: Class 20 contains 4569 members Mstep: Class 21 contains 92799 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 4559 members Mstep: Class 25 contains 2345 members Entering Unmasked Estep ConsiderDeletion Score: -8683626.000000 Penalty: 13356.506836 Iteration 84Q: 25 clusters Score -8683626 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2678 members Mstep: Class 3 contains 1702 members Mstep: Class 4 contains 17508 members Mstep: Class 5 contains 1016 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1689 members Mstep: Class 8 contains 724 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 32245 members Mstep: Class 11 contains 6941 members Mstep: Class 12 contains 12753 members Mstep: Class 13 contains 4838 members Mstep: Class 14 contains 3501 members Mstep: Class 15 contains 5175 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 975 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1359 members Mstep: Class 20 contains 4539 members Mstep: Class 21 contains 92756 members Mstep: Class 22 contains 1084 members Mstep: Class 23 contains 4571 members Mstep: Class 25 contains 2396 members Entering Unmasked Estep ConsiderDeletion Score: -8683709.000000 Penalty: 13356.506836 Iteration 85Q: 25 clusters Score -8683709 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2641 members Mstep: Class 3 contains 1695 members Mstep: Class 4 contains 17525 members Mstep: Class 5 contains 1016 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1688 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 2589 members Mstep: Class 10 contains 32240 members Mstep: Class 11 contains 6923 members Mstep: Class 12 contains 12733 members Mstep: Class 13 contains 4840 members Mstep: Class 14 contains 3492 members Mstep: Class 15 contains 5167 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 994 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1362 members Mstep: Class 20 contains 4517 members Mstep: Class 21 contains 92747 members Mstep: Class 22 contains 1108 members Mstep: Class 23 contains 4584 members Mstep: Class 25 contains 2450 members Entering Unmasked Estep ConsiderDeletion Score: -8683775.000000 Penalty: 13356.506836 Iteration 86Q: 25 clusters Score -8683775 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2592 members Mstep: Class 3 contains 1688 members Mstep: Class 4 contains 17550 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 2597 members Mstep: Class 10 contains 32238 members Mstep: Class 11 contains 6907 members Mstep: Class 12 contains 12707 members Mstep: Class 13 contains 4841 members Mstep: Class 14 contains 3481 members Mstep: Class 15 contains 5154 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1028 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1364 members Mstep: Class 20 contains 4492 members Mstep: Class 21 contains 92710 members Mstep: Class 22 contains 1125 members Mstep: Class 23 contains 4608 members Mstep: Class 25 contains 2528 members Entering Unmasked Estep ConsiderDeletion Score: -8683821.000000 Penalty: 13356.506836 Iteration 87Q: 25 clusters Score -8683821 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2542 members Mstep: Class 3 contains 1679 members Mstep: Class 4 contains 17569 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 1679 members Mstep: Class 8 contains 716 members Mstep: Class 9 contains 2610 members Mstep: Class 10 contains 32234 members Mstep: Class 11 contains 6900 members Mstep: Class 12 contains 12676 members Mstep: Class 13 contains 4845 members Mstep: Class 14 contains 3468 members Mstep: Class 15 contains 5127 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1056 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 4457 members Mstep: Class 21 contains 92681 members Mstep: Class 22 contains 1149 members Mstep: Class 23 contains 4633 members Mstep: Class 25 contains 2619 members Entering Unmasked Estep ConsiderDeletion Score: -8683953.000000 Penalty: 13356.506836 Iteration 88Q: 25 clusters Score -8683953 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2505 members Mstep: Class 3 contains 1671 members Mstep: Class 4 contains 17588 members Mstep: Class 5 contains 1019 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 1682 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 32231 members Mstep: Class 11 contains 6876 members Mstep: Class 12 contains 12662 members Mstep: Class 13 contains 4847 members Mstep: Class 14 contains 3465 members Mstep: Class 15 contains 5097 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 4429 members Mstep: Class 21 contains 92644 members Mstep: Class 22 contains 1164 members Mstep: Class 23 contains 4649 members Mstep: Class 25 contains 2705 members Entering Unmasked Estep ConsiderDeletion Score: -8684003.000000 Penalty: 13356.506836 Iteration 89Q: 25 clusters Score -8684003 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2474 members Mstep: Class 3 contains 1668 members Mstep: Class 4 contains 17608 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 1683 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2626 members Mstep: Class 10 contains 32228 members Mstep: Class 11 contains 6848 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 4848 members Mstep: Class 14 contains 3456 members Mstep: Class 15 contains 5088 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1132 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 4405 members Mstep: Class 21 contains 92586 members Mstep: Class 22 contains 1184 members Mstep: Class 23 contains 4656 members Mstep: Class 25 contains 2782 members Entering Unmasked Estep ConsiderDeletion Score: -8684073.000000 Penalty: 13356.506836 Iteration 90Q: 25 clusters Score -8684073 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2432 members Mstep: Class 3 contains 1661 members Mstep: Class 4 contains 17627 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2635 members Mstep: Class 10 contains 32226 members Mstep: Class 11 contains 6831 members Mstep: Class 12 contains 12644 members Mstep: Class 13 contains 4852 members Mstep: Class 14 contains 3445 members Mstep: Class 15 contains 5079 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1179 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 4369 members Mstep: Class 21 contains 92516 members Mstep: Class 22 contains 1202 members Mstep: Class 23 contains 4663 members Mstep: Class 25 contains 2879 members Entering Unmasked Estep ConsiderDeletion Score: -8684194.000000 Penalty: 13356.506836 Iteration 91Q: 25 clusters Score -8684194 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2406 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17636 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2641 members Mstep: Class 10 contains 32222 members Mstep: Class 11 contains 6812 members Mstep: Class 12 contains 12640 members Mstep: Class 13 contains 4853 members Mstep: Class 14 contains 3448 members Mstep: Class 15 contains 5061 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1238 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 4335 members Mstep: Class 21 contains 92450 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 4668 members Mstep: Class 25 contains 2949 members Entering Unmasked Estep ConsiderDeletion Score: -8684262.000000 Penalty: 13356.506836 Iteration 92Q: 25 clusters Score -8684262 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2390 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17643 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 1683 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2650 members Mstep: Class 10 contains 32220 members Mstep: Class 11 contains 6785 members Mstep: Class 12 contains 12639 members Mstep: Class 13 contains 4854 members Mstep: Class 14 contains 3447 members Mstep: Class 15 contains 5048 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1373 members Mstep: Class 20 contains 4309 members Mstep: Class 21 contains 92390 members Mstep: Class 22 contains 1223 members Mstep: Class 23 contains 4669 members Mstep: Class 25 contains 3008 members Entering Unmasked Estep ConsiderDeletion Score: -8684375.000000 Penalty: 13356.506836 Iteration 93Q: 25 clusters Score -8684375 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2373 members Mstep: Class 3 contains 1645 members Mstep: Class 4 contains 17649 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2657 members Mstep: Class 10 contains 32220 members Mstep: Class 11 contains 6754 members Mstep: Class 12 contains 12640 members Mstep: Class 13 contains 4857 members Mstep: Class 14 contains 3453 members Mstep: Class 15 contains 5014 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1357 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 4280 members Mstep: Class 21 contains 92332 members Mstep: Class 22 contains 1230 members Mstep: Class 23 contains 4669 members Mstep: Class 25 contains 3091 members Entering Unmasked Estep ConsiderDeletion Score: -8684413.000000 Penalty: 13356.506836 Iteration 94Q: 25 clusters Score -8684413 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2347 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17653 members Mstep: Class 5 contains 1030 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2668 members Mstep: Class 10 contains 32216 members Mstep: Class 11 contains 6718 members Mstep: Class 12 contains 12643 members Mstep: Class 13 contains 4859 members Mstep: Class 14 contains 3455 members Mstep: Class 15 contains 5001 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1410 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1377 members Mstep: Class 20 contains 4245 members Mstep: Class 21 contains 92285 members Mstep: Class 22 contains 1240 members Mstep: Class 23 contains 4663 members Mstep: Class 25 contains 3166 members Entering Unmasked Estep ConsiderDeletion Score: -8684458.000000 Penalty: 13356.506836 Iteration 95Q: 25 clusters Score -8684458 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 17667 members Mstep: Class 5 contains 1033 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 1680 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2677 members Mstep: Class 10 contains 32213 members Mstep: Class 11 contains 6685 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 4859 members Mstep: Class 14 contains 3457 members Mstep: Class 15 contains 4987 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1455 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1377 members Mstep: Class 20 contains 4216 members Mstep: Class 21 contains 92243 members Mstep: Class 22 contains 1250 members Mstep: Class 23 contains 4659 members Mstep: Class 25 contains 3234 members Entering Unmasked Estep ConsiderDeletion Score: -8684493.000000 Penalty: 13356.506836 Iteration 96Q: 25 clusters Score -8684493 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2300 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 17680 members Mstep: Class 5 contains 1036 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2688 members Mstep: Class 10 contains 32204 members Mstep: Class 11 contains 6648 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 4862 members Mstep: Class 14 contains 3460 members Mstep: Class 15 contains 4984 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1505 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 4190 members Mstep: Class 21 contains 92192 members Mstep: Class 22 contains 1259 members Mstep: Class 23 contains 4656 members Mstep: Class 25 contains 3287 members Entering Unmasked Estep ConsiderDeletion Score: -8684545.000000 Penalty: 13356.506836 Iteration 97Q: 25 clusters Score -8684545 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2276 members Mstep: Class 3 contains 1624 members Mstep: Class 4 contains 17692 members Mstep: Class 5 contains 1040 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 1682 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2701 members Mstep: Class 10 contains 32199 members Mstep: Class 11 contains 6622 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 4866 members Mstep: Class 14 contains 3464 members Mstep: Class 15 contains 4990 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 1542 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 4169 members Mstep: Class 21 contains 92132 members Mstep: Class 22 contains 1267 members Mstep: Class 23 contains 4655 members Mstep: Class 25 contains 3340 members Entering Unmasked Estep ConsiderDeletion Score: -8684577.000000 Penalty: 13356.506836 Iteration 98Q: 25 clusters Score -8684577 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2257 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 17699 members Mstep: Class 5 contains 1038 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2707 members Mstep: Class 10 contains 32185 members Mstep: Class 11 contains 6585 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 4874 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 4982 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1581 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 4157 members Mstep: Class 21 contains 92083 members Mstep: Class 22 contains 1276 members Mstep: Class 23 contains 4654 members Mstep: Class 25 contains 3405 members Entering Unmasked Estep ConsiderDeletion Score: -8684564.000000 Penalty: 13356.506836 Iteration 99Q: 25 clusters Score -8684564 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2240 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17700 members Mstep: Class 5 contains 1038 members Mstep: Class 6 contains 2010 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2713 members Mstep: Class 10 contains 32170 members Mstep: Class 11 contains 6550 members Mstep: Class 12 contains 12643 members Mstep: Class 13 contains 4881 members Mstep: Class 14 contains 3463 members Mstep: Class 15 contains 4969 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1616 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 4143 members Mstep: Class 21 contains 92059 members Mstep: Class 22 contains 1290 members Mstep: Class 23 contains 4652 members Mstep: Class 25 contains 3465 members Entering Unmasked Estep ConsiderDeletion Score: -8684650.000000 Penalty: 13356.506836 Iteration 100F: 25 clusters Score -8684650 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2217 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17700 members Mstep: Class 5 contains 1038 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 1682 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2717 members Mstep: Class 10 contains 32159 members Mstep: Class 11 contains 6497 members Mstep: Class 12 contains 12640 members Mstep: Class 13 contains 4893 members Mstep: Class 14 contains 3456 members Mstep: Class 15 contains 4945 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1682 members Mstep: Class 18 contains 1413 members Mstep: Class 19 contains 1376 members Mstep: Class 20 contains 4124 members Mstep: Class 21 contains 92032 members Mstep: Class 22 contains 1303 members Mstep: Class 23 contains 4656 members Mstep: Class 25 contains 3542 members Entering Unmasked Estep ConsiderDeletion Score: -8684728.000000 Penalty: 13356.506836 Iteration 101Q: 25 clusters Score -8684728 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2181 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17694 members Mstep: Class 5 contains 1037 members Mstep: Class 6 contains 1999 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 714 members Mstep: Class 9 contains 2718 members Mstep: Class 10 contains 32151 members Mstep: Class 11 contains 6453 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 4906 members Mstep: Class 14 contains 3454 members Mstep: Class 15 contains 4929 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1746 members Mstep: Class 18 contains 1410 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 4099 members Mstep: Class 21 contains 92015 members Mstep: Class 22 contains 1314 members Mstep: Class 23 contains 4658 members Mstep: Class 25 contains 3621 members Entering Unmasked Estep ConsiderDeletion Score: -8684799.000000 Penalty: 13356.506836 Iteration 102Q: 25 clusters Score -8684799 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2143 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 17700 members Mstep: Class 5 contains 1039 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 715 members Mstep: Class 9 contains 2725 members Mstep: Class 10 contains 32143 members Mstep: Class 11 contains 6408 members Mstep: Class 12 contains 12637 members Mstep: Class 13 contains 4917 members Mstep: Class 14 contains 3449 members Mstep: Class 15 contains 4914 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1798 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 4070 members Mstep: Class 21 contains 92002 members Mstep: Class 22 contains 1329 members Mstep: Class 23 contains 4661 members Mstep: Class 25 contains 3687 members Entering Unmasked Estep ConsiderDeletion Score: -8684815.000000 Penalty: 13356.506836 Iteration 103Q: 25 clusters Score -8684815 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2108 members Mstep: Class 3 contains 1633 members Mstep: Class 4 contains 17704 members Mstep: Class 5 contains 1036 members Mstep: Class 6 contains 1995 members Mstep: Class 7 contains 1679 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 2729 members Mstep: Class 10 contains 32133 members Mstep: Class 11 contains 6365 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 4931 members Mstep: Class 14 contains 3446 members Mstep: Class 15 contains 4907 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1857 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 4036 members Mstep: Class 21 contains 91962 members Mstep: Class 22 contains 1342 members Mstep: Class 23 contains 4662 members Mstep: Class 25 contains 3768 members Entering Unmasked Estep ConsiderDeletion Score: -8684850.000000 Penalty: 13356.506836 Iteration 104Q: 25 clusters Score -8684850 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2058 members Mstep: Class 3 contains 1632 members Mstep: Class 4 contains 17704 members Mstep: Class 5 contains 1032 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1679 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 2731 members Mstep: Class 10 contains 32124 members Mstep: Class 11 contains 6312 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 4940 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 4894 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 1947 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 3997 members Mstep: Class 21 contains 91925 members Mstep: Class 22 contains 1361 members Mstep: Class 23 contains 4665 members Mstep: Class 25 contains 3856 members Entering Unmasked Estep ConsiderDeletion Score: -8684982.000000 Penalty: 13356.506836 Iteration 105Q: 25 clusters Score -8684982 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2025 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 17709 members Mstep: Class 5 contains 1030 members Mstep: Class 6 contains 1994 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 722 members Mstep: Class 9 contains 2734 members Mstep: Class 10 contains 32121 members Mstep: Class 11 contains 6263 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 4946 members Mstep: Class 14 contains 3422 members Mstep: Class 15 contains 4891 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2018 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 3966 members Mstep: Class 21 contains 91895 members Mstep: Class 22 contains 1380 members Mstep: Class 23 contains 4666 members Mstep: Class 25 contains 3924 members Entering Unmasked Estep ConsiderDeletion Score: -8685054.000000 Penalty: 13356.506836 Iteration 106Q: 25 clusters Score -8685054 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1991 members Mstep: Class 3 contains 1629 members Mstep: Class 4 contains 17701 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1683 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 2737 members Mstep: Class 10 contains 32118 members Mstep: Class 11 contains 6204 members Mstep: Class 12 contains 12639 members Mstep: Class 13 contains 4951 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 4891 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2082 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 3940 members Mstep: Class 21 contains 91864 members Mstep: Class 22 contains 1399 members Mstep: Class 23 contains 4666 members Mstep: Class 25 contains 3997 members Entering Unmasked Estep ConsiderDeletion Score: -8685120.000000 Penalty: 13356.506836 Iteration 107Q: 25 clusters Score -8685120 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1960 members Mstep: Class 3 contains 1629 members Mstep: Class 4 contains 17681 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1998 members Mstep: Class 7 contains 1683 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2739 members Mstep: Class 10 contains 32112 members Mstep: Class 11 contains 6156 members Mstep: Class 12 contains 12637 members Mstep: Class 13 contains 4957 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 4888 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2136 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 3923 members Mstep: Class 21 contains 91845 members Mstep: Class 22 contains 1414 members Mstep: Class 23 contains 4668 members Mstep: Class 25 contains 4067 members Entering Unmasked Estep ConsiderDeletion Score: -8685179.000000 Penalty: 13356.506836 Iteration 108Q: 25 clusters Score -8685179 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1922 members Mstep: Class 3 contains 1626 members Mstep: Class 4 contains 17659 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2743 members Mstep: Class 10 contains 32111 members Mstep: Class 11 contains 6093 members Mstep: Class 12 contains 12637 members Mstep: Class 13 contains 4961 members Mstep: Class 14 contains 3428 members Mstep: Class 15 contains 4896 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2191 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 91826 members Mstep: Class 22 contains 1428 members Mstep: Class 23 contains 4669 members Mstep: Class 25 contains 4133 members Entering Unmasked Estep ConsiderDeletion Score: -8685229.000000 Penalty: 13356.506836 Iteration 109Q: 25 clusters Score -8685229 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1891 members Mstep: Class 3 contains 1626 members Mstep: Class 4 contains 17650 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 1997 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2746 members Mstep: Class 10 contains 32110 members Mstep: Class 11 contains 6027 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 4961 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 4899 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2240 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1367 members Mstep: Class 20 contains 3893 members Mstep: Class 21 contains 91801 members Mstep: Class 22 contains 1440 members Mstep: Class 23 contains 4670 members Mstep: Class 25 contains 4220 members Entering Unmasked Estep ConsiderDeletion Score: -8685269.000000 Penalty: 13356.506836 Iteration 110Q: 25 clusters Score -8685269 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1857 members Mstep: Class 3 contains 1629 members Mstep: Class 4 contains 17640 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1683 members Mstep: Class 8 contains 704 members Mstep: Class 9 contains 2746 members Mstep: Class 10 contains 32105 members Mstep: Class 11 contains 5982 members Mstep: Class 12 contains 12635 members Mstep: Class 13 contains 4966 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 4899 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2283 members Mstep: Class 18 contains 1408 members Mstep: Class 19 contains 1365 members Mstep: Class 20 contains 3869 members Mstep: Class 21 contains 91772 members Mstep: Class 22 contains 1449 members Mstep: Class 23 contains 4672 members Mstep: Class 25 contains 4308 members Entering Unmasked Estep ConsiderDeletion Score: -8685313.000000 Penalty: 13356.506836 Iteration 111Q: 25 clusters Score -8685313 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 1632 members Mstep: Class 4 contains 17636 members Mstep: Class 5 contains 1011 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2749 members Mstep: Class 10 contains 32098 members Mstep: Class 11 contains 5933 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 4968 members Mstep: Class 14 contains 3438 members Mstep: Class 15 contains 4886 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2309 members Mstep: Class 18 contains 1411 members Mstep: Class 19 contains 1364 members Mstep: Class 20 contains 3860 members Mstep: Class 21 contains 91758 members Mstep: Class 22 contains 1459 members Mstep: Class 23 contains 4675 members Mstep: Class 25 contains 4407 members Entering Unmasked Estep ConsiderDeletion Score: -8685377.000000 Penalty: 13356.506836 Iteration 112Q: 25 clusters Score -8685377 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1757 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 17639 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 1680 members Mstep: Class 8 contains 702 members Mstep: Class 9 contains 2752 members Mstep: Class 10 contains 32089 members Mstep: Class 11 contains 5892 members Mstep: Class 12 contains 12630 members Mstep: Class 13 contains 4968 members Mstep: Class 14 contains 3445 members Mstep: Class 15 contains 4870 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2340 members Mstep: Class 18 contains 1413 members Mstep: Class 19 contains 1361 members Mstep: Class 20 contains 3848 members Mstep: Class 21 contains 91750 members Mstep: Class 22 contains 1467 members Mstep: Class 23 contains 4678 members Mstep: Class 25 contains 4493 members Entering Unmasked Estep ConsiderDeletion Score: -8685393.000000 Penalty: 13356.506836 Iteration 113Q: 25 clusters Score -8685393 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 17643 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 701 members Mstep: Class 9 contains 2757 members Mstep: Class 10 contains 32085 members Mstep: Class 11 contains 5857 members Mstep: Class 12 contains 12627 members Mstep: Class 13 contains 4971 members Mstep: Class 14 contains 3453 members Mstep: Class 15 contains 4857 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1359 members Mstep: Class 20 contains 3836 members Mstep: Class 21 contains 91737 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 4680 members Mstep: Class 25 contains 4575 members Entering Unmasked Estep ConsiderDeletion Score: -8685423.000000 Penalty: 13356.506836 Iteration 114Q: 25 clusters Score -8685423 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1651 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 17642 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 1676 members Mstep: Class 8 contains 696 members Mstep: Class 9 contains 2760 members Mstep: Class 10 contains 32083 members Mstep: Class 11 contains 5832 members Mstep: Class 12 contains 12622 members Mstep: Class 13 contains 4975 members Mstep: Class 14 contains 3461 members Mstep: Class 15 contains 4850 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2381 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1360 members Mstep: Class 20 contains 3835 members Mstep: Class 21 contains 91724 members Mstep: Class 22 contains 1480 members Mstep: Class 23 contains 4685 members Mstep: Class 25 contains 4647 members Entering Unmasked Estep ConsiderDeletion Score: -8685454.000000 Penalty: 13356.506836 Iteration 115Q: 25 clusters Score -8685454 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1605 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17652 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 2001 members Mstep: Class 7 contains 1675 members Mstep: Class 8 contains 694 members Mstep: Class 9 contains 2764 members Mstep: Class 10 contains 32082 members Mstep: Class 11 contains 5811 members Mstep: Class 12 contains 12620 members Mstep: Class 13 contains 4975 members Mstep: Class 14 contains 3464 members Mstep: Class 15 contains 4842 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2401 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1356 members Mstep: Class 20 contains 3831 members Mstep: Class 21 contains 91693 members Mstep: Class 22 contains 1490 members Mstep: Class 23 contains 4691 members Mstep: Class 25 contains 4710 members Entering Unmasked Estep ConsiderDeletion Score: -8685481.000000 Penalty: 13356.506836 Iteration 116Q: 25 clusters Score -8685481 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1567 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17668 members Mstep: Class 5 contains 1002 members Mstep: Class 6 contains 2001 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 693 members Mstep: Class 9 contains 2767 members Mstep: Class 10 contains 32084 members Mstep: Class 11 contains 5779 members Mstep: Class 12 contains 12619 members Mstep: Class 13 contains 4975 members Mstep: Class 14 contains 3464 members Mstep: Class 15 contains 4835 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2423 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1353 members Mstep: Class 20 contains 3821 members Mstep: Class 21 contains 91671 members Mstep: Class 22 contains 1498 members Mstep: Class 23 contains 4693 members Mstep: Class 25 contains 4776 members Entering Unmasked Estep ConsiderDeletion Score: -8685492.000000 Penalty: 13356.506836 Iteration 117Q: 25 clusters Score -8685492 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1535 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17676 members Mstep: Class 5 contains 998 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 1676 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2769 members Mstep: Class 10 contains 32086 members Mstep: Class 11 contains 5760 members Mstep: Class 12 contains 12620 members Mstep: Class 13 contains 4975 members Mstep: Class 14 contains 3465 members Mstep: Class 15 contains 4838 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2438 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1349 members Mstep: Class 20 contains 3810 members Mstep: Class 21 contains 91651 members Mstep: Class 22 contains 1502 members Mstep: Class 23 contains 4693 members Mstep: Class 25 contains 4829 members Entering Unmasked Estep ConsiderDeletion Score: -8685501.000000 Penalty: 13356.506836 Iteration 118Q: 25 clusters Score -8685501 nChanged 169 Entering ConstructFrom: Score: -8685501.000000 Penalty: 13356.506836 Entering ConstructFrom: Trying to split cluster 1 (476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Entering Unmasked Estep Score: -14739.900391 Penalty: 280.526489 Iteration 0F: 2 clusters Score -14739.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14279.100586 Penalty: 561.052979 Iteration 0F: 3 clusters Score -14279.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14472.660156 Penalty: 561.052979 Iteration 1F: 3 clusters Score -14472.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14548.015625 Penalty: 561.052979 Iteration 2F: 3 clusters Score -14548.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14585.513672 Penalty: 561.052979 Iteration 3F: 3 clusters Score -14585.51 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14601.951172 Penalty: 561.052979 Iteration 4Q: 3 clusters Score -14601.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14617.069336 Penalty: 561.052979 Iteration 5Q: 3 clusters Score -14617.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14633.464844 Penalty: 561.052979 Iteration 6Q: 3 clusters Score -14633.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14647.655273 Penalty: 561.052979 Iteration 7Q: 3 clusters Score -14647.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14657.096680 Penalty: 561.052979 Iteration 8Q: 3 clusters Score -14657.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14675.474609 Penalty: 561.052979 Iteration 9Q: 3 clusters Score -14675.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14681.965820 Penalty: 561.052979 Iteration 10Q: 3 clusters Score -14681.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14688.870117 Penalty: 561.052979 Iteration 11Q: 3 clusters Score -14688.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14693.265625 Penalty: 561.052979 Iteration 12Q: 3 clusters Score -14693.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -14699.837891 Penalty: 561.052979 Iteration 13Q: 3 clusters Score -14699.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14702.630859 Penalty: 561.052979 Iteration 14Q: 3 clusters Score -14702.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14702.630859 Penalty: 561.052979 Iteration 15F: 3 clusters Score -14702.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Entering Unmasked Estep Score: -49972.957031 Penalty: 333.023712 Iteration 0F: 2 clusters Score -49972.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -48854.394531 Penalty: 666.047424 Iteration 0F: 3 clusters Score -48854.39 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -49310.773438 Penalty: 666.047424 Iteration 1F: 3 clusters Score -49310.77 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -49432.125000 Penalty: 666.047424 Iteration 2F: 3 clusters Score -49432.12 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -49537.593750 Penalty: 666.047424 Iteration 3F: 3 clusters Score -49537.59 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -49608.488281 Penalty: 666.047424 Iteration 4F: 3 clusters Score -49608.49 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -49636.074219 Penalty: 666.047424 Iteration 5Q: 3 clusters Score -49636.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -49645.140625 Penalty: 666.047424 Iteration 6Q: 3 clusters Score -49645.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -49657.058594 Penalty: 666.047424 Iteration 7Q: 3 clusters Score -49657.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -49676.187500 Penalty: 666.047424 Iteration 8Q: 3 clusters Score -49676.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -49686.671875 Penalty: 666.047424 Iteration 9Q: 3 clusters Score -49686.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -49695.687500 Penalty: 666.047424 Iteration 10Q: 3 clusters Score -49695.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -49709.261719 Penalty: 666.047424 Iteration 11Q: 3 clusters Score -49709.26 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -49730.441406 Penalty: 666.047424 Iteration 12Q: 3 clusters Score -49730.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -49763.425781 Penalty: 666.047424 Iteration 13Q: 3 clusters Score -49763.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -49799.734375 Penalty: 666.047424 Iteration 14Q: 3 clusters Score -49799.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -49848.015625 Penalty: 666.047424 Iteration 15Q: 3 clusters Score -49848.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -49892.511719 Penalty: 666.047424 Iteration 16Q: 3 clusters Score -49892.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -49921.507812 Penalty: 666.047424 Iteration 17Q: 3 clusters Score -49921.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -49931.031250 Penalty: 666.047424 Iteration 18Q: 3 clusters Score -49931.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -49932.109375 Penalty: 666.047424 Iteration 19Q: 3 clusters Score -49932.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -49932.691406 Penalty: 666.047424 Iteration 20F: 3 clusters Score -49932.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Entering Unmasked Estep Score: -71565.625000 Penalty: 336.783783 Iteration 0F: 2 clusters Score -71565.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -70383.859375 Penalty: 673.567566 Iteration 0F: 3 clusters Score -70383.86 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -70746.367188 Penalty: 673.567566 Iteration 1F: 3 clusters Score -70746.37 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -70816.031250 Penalty: 673.567566 Iteration 2F: 3 clusters Score -70816.03 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -70861.242188 Penalty: 673.567566 Iteration 3F: 3 clusters Score -70861.24 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -70891.843750 Penalty: 673.567566 Iteration 4Q: 3 clusters Score -70891.84 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -70908.117188 Penalty: 673.567566 Iteration 5Q: 3 clusters Score -70908.12 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -70923.382812 Penalty: 673.567566 Iteration 6Q: 3 clusters Score -70923.38 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -70943.132812 Penalty: 673.567566 Iteration 7Q: 3 clusters Score -70943.13 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -70966.726562 Penalty: 673.567566 Iteration 8Q: 3 clusters Score -70966.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -70999.070312 Penalty: 673.567566 Iteration 9Q: 3 clusters Score -70999.07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -71033.453125 Penalty: 673.567566 Iteration 10Q: 3 clusters Score -71033.45 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -71088.234375 Penalty: 673.567566 Iteration 11Q: 3 clusters Score -71088.23 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -71133.015625 Penalty: 673.567566 Iteration 12Q: 3 clusters Score -71133.02 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -71171.929688 Penalty: 673.567566 Iteration 13Q: 3 clusters Score -71171.93 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -71206.453125 Penalty: 673.567566 Iteration 14Q: 3 clusters Score -71206.45 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -71228.164062 Penalty: 673.567566 Iteration 15Q: 3 clusters Score -71228.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -71244.210938 Penalty: 673.567566 Iteration 16Q: 3 clusters Score -71244.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -71258.828125 Penalty: 673.567566 Iteration 17Q: 3 clusters Score -71258.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -71270.804688 Penalty: 673.567566 Iteration 18Q: 3 clusters Score -71270.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -71285.054688 Penalty: 673.567566 Iteration 19Q: 3 clusters Score -71285.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -71291.695312 Penalty: 673.567566 Iteration 20F: 3 clusters Score -71291.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -71294.351562 Penalty: 673.567566 Iteration 21Q: 3 clusters Score -71294.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -71295.757812 Penalty: 673.567566 Iteration 22Q: 3 clusters Score -71295.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -71297.460938 Penalty: 673.567566 Iteration 23Q: 3 clusters Score -71297.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -71299.265625 Penalty: 673.567566 Iteration 24Q: 3 clusters Score -71299.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -71299.742188 Penalty: 673.567566 Iteration 25Q: 3 clusters Score -71299.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -71300.000000 Penalty: 673.567566 Iteration 26Q: 3 clusters Score -71300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -71300.476562 Penalty: 673.567566 Iteration 27Q: 3 clusters Score -71300.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -71300.937500 Penalty: 673.567566 Iteration 28Q: 3 clusters Score -71300.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -71302.187500 Penalty: 673.567566 Iteration 29Q: 3 clusters Score -71302.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -71303.382812 Penalty: 673.567566 Iteration 30Q: 3 clusters Score -71303.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -71303.562500 Penalty: 673.567566 Iteration 31Q: 3 clusters Score -71303.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -71303.562500 Penalty: 673.567566 Iteration 32F: 3 clusters Score -71303.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17678 members Entering Unmasked Estep Score: -762577.375000 Penalty: 444.993469 Iteration 0F: 2 clusters Score -762577.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -750729.250000 Penalty: 889.986938 Iteration 0F: 3 clusters Score -750729.2 nChanged 8390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -756171.312500 Penalty: 889.986938 Iteration 1F: 3 clusters Score -756171.3 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -756915.312500 Penalty: 889.986938 Iteration 2F: 3 clusters Score -756915.3 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -757772.750000 Penalty: 889.986938 Iteration 3F: 3 clusters Score -757772.8 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -758649.437500 Penalty: 889.986938 Iteration 4F: 3 clusters Score -758649.4 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -759356.500000 Penalty: 889.986938 Iteration 5F: 3 clusters Score -759356.5 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -759689.375000 Penalty: 889.986938 Iteration 6Q: 3 clusters Score -759689.4 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -759822.375000 Penalty: 889.986938 Iteration 7Q: 3 clusters Score -759822.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -759882.562500 Penalty: 889.986938 Iteration 8Q: 3 clusters Score -759882.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -759923.375000 Penalty: 889.986938 Iteration 9Q: 3 clusters Score -759923.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -759960.375000 Penalty: 889.986938 Iteration 10Q: 3 clusters Score -759960.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -760011.125000 Penalty: 889.986938 Iteration 11Q: 3 clusters Score -760011.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -760052.437500 Penalty: 889.986938 Iteration 12Q: 3 clusters Score -760052.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -760106.875000 Penalty: 889.986938 Iteration 13Q: 3 clusters Score -760106.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -760165.500000 Penalty: 889.986938 Iteration 14Q: 3 clusters Score -760165.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -760228.687500 Penalty: 889.986938 Iteration 15Q: 3 clusters Score -760228.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -760296.875000 Penalty: 889.986938 Iteration 16Q: 3 clusters Score -760296.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -760364.062500 Penalty: 889.986938 Iteration 17Q: 3 clusters Score -760364.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -760427.187500 Penalty: 889.986938 Iteration 18Q: 3 clusters Score -760427.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -760487.437500 Penalty: 889.986938 Iteration 19Q: 3 clusters Score -760487.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11574 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -760538.187500 Penalty: 889.986938 Iteration 20F: 3 clusters Score -760538.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -760580.000000 Penalty: 889.986938 Iteration 21Q: 3 clusters Score -760580 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -760625.000000 Penalty: 889.986938 Iteration 22Q: 3 clusters Score -760625 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -760668.875000 Penalty: 889.986938 Iteration 23Q: 3 clusters Score -760668.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -760716.875000 Penalty: 889.986938 Iteration 24Q: 3 clusters Score -760716.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -760771.437500 Penalty: 889.986938 Iteration 25Q: 3 clusters Score -760771.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -760820.437500 Penalty: 889.986938 Iteration 26Q: 3 clusters Score -760820.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12949 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -760871.187500 Penalty: 889.986938 Iteration 27Q: 3 clusters Score -760871.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -760916.250000 Penalty: 889.986938 Iteration 28Q: 3 clusters Score -760916.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -760956.812500 Penalty: 889.986938 Iteration 29Q: 3 clusters Score -760956.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -760997.937500 Penalty: 889.986938 Iteration 30Q: 3 clusters Score -760997.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -761042.437500 Penalty: 889.986938 Iteration 31Q: 3 clusters Score -761042.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -761086.750000 Penalty: 889.986938 Iteration 32Q: 3 clusters Score -761086.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14119 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -761133.625000 Penalty: 889.986938 Iteration 33Q: 3 clusters Score -761133.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -761188.000000 Penalty: 889.986938 Iteration 34Q: 3 clusters Score -761188 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -761240.125000 Penalty: 889.986938 Iteration 35Q: 3 clusters Score -761240.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -761304.000000 Penalty: 889.986938 Iteration 36Q: 3 clusters Score -761304 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -761375.812500 Penalty: 889.986938 Iteration 37Q: 3 clusters Score -761375.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -761439.500000 Penalty: 889.986938 Iteration 38Q: 3 clusters Score -761439.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -761490.625000 Penalty: 889.986938 Iteration 39Q: 3 clusters Score -761490.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -761555.437500 Penalty: 889.986938 Iteration 40F: 3 clusters Score -761555.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -761621.812500 Penalty: 889.986938 Iteration 41Q: 3 clusters Score -761621.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15931 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -761686.937500 Penalty: 889.986938 Iteration 42Q: 3 clusters Score -761686.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16103 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -761756.000000 Penalty: 889.986938 Iteration 43Q: 3 clusters Score -761756 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -761823.312500 Penalty: 889.986938 Iteration 44Q: 3 clusters Score -761823.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16427 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -761891.687500 Penalty: 889.986938 Iteration 45Q: 3 clusters Score -761891.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16580 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -761954.375000 Penalty: 889.986938 Iteration 46Q: 3 clusters Score -761954.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -762010.187500 Penalty: 889.986938 Iteration 47Q: 3 clusters Score -762010.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -762060.750000 Penalty: 889.986938 Iteration 48Q: 3 clusters Score -762060.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16919 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -762109.875000 Penalty: 889.986938 Iteration 49Q: 3 clusters Score -762109.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16983 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -762141.812500 Penalty: 889.986938 Iteration 50Q: 3 clusters Score -762141.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17034 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -762183.125000 Penalty: 889.986938 Iteration 51Q: 3 clusters Score -762183.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -762211.875000 Penalty: 889.986938 Iteration 52Q: 3 clusters Score -762211.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17109 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -762252.312500 Penalty: 889.986938 Iteration 53Q: 3 clusters Score -762252.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17150 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -762287.250000 Penalty: 889.986938 Iteration 54Q: 3 clusters Score -762287.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -762311.687500 Penalty: 889.986938 Iteration 55Q: 3 clusters Score -762311.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -762321.875000 Penalty: 889.986938 Iteration 56Q: 3 clusters Score -762321.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17192 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -762327.437500 Penalty: 889.986938 Iteration 57Q: 3 clusters Score -762327.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -762331.750000 Penalty: 889.986938 Iteration 58Q: 3 clusters Score -762331.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17202 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -762337.500000 Penalty: 889.986938 Iteration 59Q: 3 clusters Score -762337.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -762340.812500 Penalty: 889.986938 Iteration 60F: 3 clusters Score -762340.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17212 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -762342.437500 Penalty: 889.986938 Iteration 61Q: 3 clusters Score -762342.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -762343.062500 Penalty: 889.986938 Iteration 62Q: 3 clusters Score -762343.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -762343.937500 Penalty: 889.986938 Iteration 63Q: 3 clusters Score -762343.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17220 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -762344.187500 Penalty: 889.986938 Iteration 64Q: 3 clusters Score -762344.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -762345.375000 Penalty: 889.986938 Iteration 65Q: 3 clusters Score -762345.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -762345.375000 Penalty: 889.986938 Iteration 66F: 3 clusters Score -762345.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Entering Unmasked Estep Score: -38575.507812 Penalty: 314.074799 Iteration 0F: 2 clusters Score -38575.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -37763.093750 Penalty: 628.149597 Iteration 0F: 3 clusters Score -37763.09 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -37991.023438 Penalty: 628.149597 Iteration 1F: 3 clusters Score -37991.02 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -38041.347656 Penalty: 628.149597 Iteration 2F: 3 clusters Score -38041.35 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -38093.328125 Penalty: 628.149597 Iteration 3F: 3 clusters Score -38093.33 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -38153.250000 Penalty: 628.149597 Iteration 4F: 3 clusters Score -38153.25 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -38213.621094 Penalty: 628.149597 Iteration 5F: 3 clusters Score -38213.62 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -38276.640625 Penalty: 628.149597 Iteration 6F: 3 clusters Score -38276.64 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -38346.859375 Penalty: 628.149597 Iteration 7F: 3 clusters Score -38346.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -38412.273438 Penalty: 628.149597 Iteration 8Q: 3 clusters Score -38412.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -38445.449219 Penalty: 628.149597 Iteration 9Q: 3 clusters Score -38445.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -38466.175781 Penalty: 628.149597 Iteration 10Q: 3 clusters Score -38466.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -38480.656250 Penalty: 628.149597 Iteration 11Q: 3 clusters Score -38480.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -38491.007812 Penalty: 628.149597 Iteration 12Q: 3 clusters Score -38491.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -38497.984375 Penalty: 628.149597 Iteration 13Q: 3 clusters Score -38497.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -38502.761719 Penalty: 628.149597 Iteration 14Q: 3 clusters Score -38502.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -38504.503906 Penalty: 628.149597 Iteration 15Q: 3 clusters Score -38504.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -38506.308594 Penalty: 628.149597 Iteration 16Q: 3 clusters Score -38506.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -38507.808594 Penalty: 628.149597 Iteration 17F: 3 clusters Score -38507.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -38508.773438 Penalty: 628.149597 Iteration 18Q: 3 clusters Score -38508.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -38508.773438 Penalty: 628.149597 Iteration 19F: 3 clusters Score -38508.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Entering Unmasked Estep Score: -82129.445312 Penalty: 345.841064 Iteration 0F: 2 clusters Score -82129.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -80682.882812 Penalty: 691.682129 Iteration 0F: 3 clusters Score -80682.88 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -81203.179688 Penalty: 691.682129 Iteration 1F: 3 clusters Score -81203.18 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -81317.421875 Penalty: 691.682129 Iteration 2F: 3 clusters Score -81317.42 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -81417.679688 Penalty: 691.682129 Iteration 3F: 3 clusters Score -81417.68 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -81517.078125 Penalty: 691.682129 Iteration 4F: 3 clusters Score -81517.08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -81603.562500 Penalty: 691.682129 Iteration 5Q: 3 clusters Score -81603.56 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -81672.625000 Penalty: 691.682129 Iteration 6Q: 3 clusters Score -81672.62 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -81720.281250 Penalty: 691.682129 Iteration 7Q: 3 clusters Score -81720.28 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -81754.820312 Penalty: 691.682129 Iteration 8Q: 3 clusters Score -81754.82 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -81778.812500 Penalty: 691.682129 Iteration 9Q: 3 clusters Score -81778.81 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -81799.773438 Penalty: 691.682129 Iteration 10Q: 3 clusters Score -81799.77 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -81819.156250 Penalty: 691.682129 Iteration 11Q: 3 clusters Score -81819.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -81837.437500 Penalty: 691.682129 Iteration 12Q: 3 clusters Score -81837.44 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -81858.750000 Penalty: 691.682129 Iteration 13Q: 3 clusters Score -81858.75 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -81885.304688 Penalty: 691.682129 Iteration 14Q: 3 clusters Score -81885.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -81904.007812 Penalty: 691.682129 Iteration 15Q: 3 clusters Score -81904.01 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -81916.429688 Penalty: 691.682129 Iteration 16Q: 3 clusters Score -81916.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -81929.640625 Penalty: 691.682129 Iteration 17Q: 3 clusters Score -81929.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -81936.976562 Penalty: 691.682129 Iteration 18Q: 3 clusters Score -81936.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -81940.867188 Penalty: 691.682129 Iteration 19Q: 3 clusters Score -81940.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -81945.054688 Penalty: 691.682129 Iteration 20F: 3 clusters Score -81945.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -81948.304688 Penalty: 691.682129 Iteration 21Q: 3 clusters Score -81948.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -81950.320312 Penalty: 691.682129 Iteration 22Q: 3 clusters Score -81950.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -81951.289062 Penalty: 691.682129 Iteration 23Q: 3 clusters Score -81951.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -81951.812500 Penalty: 691.682129 Iteration 24Q: 3 clusters Score -81951.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -81952.601562 Penalty: 691.682129 Iteration 25Q: 3 clusters Score -81952.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -81953.367188 Penalty: 691.682129 Iteration 26Q: 3 clusters Score -81953.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -81954.062500 Penalty: 691.682129 Iteration 27Q: 3 clusters Score -81954.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -81954.828125 Penalty: 691.682129 Iteration 28Q: 3 clusters Score -81954.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -81956.343750 Penalty: 691.682129 Iteration 29Q: 3 clusters Score -81956.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -81957.304688 Penalty: 691.682129 Iteration 30Q: 3 clusters Score -81957.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -81958.640625 Penalty: 691.682129 Iteration 31Q: 3 clusters Score -81958.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -81958.640625 Penalty: 691.682129 Iteration 32F: 3 clusters Score -81958.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -65667.703125 Penalty: 337.745178 Iteration 0F: 2 clusters Score -65667.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -64396.281250 Penalty: 675.490356 Iteration 0F: 3 clusters Score -64396.28 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -64782.574219 Penalty: 675.490356 Iteration 1F: 3 clusters Score -64782.57 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -64874.195312 Penalty: 675.490356 Iteration 2F: 3 clusters Score -64874.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -64951.890625 Penalty: 675.490356 Iteration 3F: 3 clusters Score -64951.89 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -65037.242188 Penalty: 675.490356 Iteration 4F: 3 clusters Score -65037.24 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -65142.078125 Penalty: 675.490356 Iteration 5F: 3 clusters Score -65142.08 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -65243.468750 Penalty: 675.490356 Iteration 6F: 3 clusters Score -65243.47 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -65326.800781 Penalty: 675.490356 Iteration 7Q: 3 clusters Score -65326.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -65372.300781 Penalty: 675.490356 Iteration 8Q: 3 clusters Score -65372.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -65406.824219 Penalty: 675.490356 Iteration 9Q: 3 clusters Score -65406.82 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -65429.308594 Penalty: 675.490356 Iteration 10Q: 3 clusters Score -65429.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -65450.300781 Penalty: 675.490356 Iteration 11Q: 3 clusters Score -65450.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -65480.753906 Penalty: 675.490356 Iteration 12Q: 3 clusters Score -65480.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -65535.316406 Penalty: 675.490356 Iteration 13Q: 3 clusters Score -65535.32 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -65564.937500 Penalty: 675.490356 Iteration 14Q: 3 clusters Score -65564.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -65569.968750 Penalty: 675.490356 Iteration 15Q: 3 clusters Score -65569.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -65572.296875 Penalty: 675.490356 Iteration 16Q: 3 clusters Score -65572.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -65574.117188 Penalty: 675.490356 Iteration 17Q: 3 clusters Score -65574.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -65576.609375 Penalty: 675.490356 Iteration 18Q: 3 clusters Score -65576.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -65577.914062 Penalty: 675.490356 Iteration 19Q: 3 clusters Score -65577.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -65578.875000 Penalty: 675.490356 Iteration 20F: 3 clusters Score -65578.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -65578.851562 Penalty: 675.490356 Iteration 21Q: 3 clusters Score -65578.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -65579.109375 Penalty: 675.490356 Iteration 22Q: 3 clusters Score -65579.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -65579.921875 Penalty: 675.490356 Iteration 23Q: 3 clusters Score -65579.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -65580.492188 Penalty: 675.490356 Iteration 24Q: 3 clusters Score -65580.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -65580.984375 Penalty: 675.490356 Iteration 25Q: 3 clusters Score -65580.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -65581.140625 Penalty: 675.490356 Iteration 26Q: 3 clusters Score -65581.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -65581.273438 Penalty: 675.490356 Iteration 27Q: 3 clusters Score -65581.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -65581.273438 Penalty: 675.490356 Iteration 28F: 3 clusters Score -65581.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -18515.048828 Penalty: 297.353485 Iteration 0F: 2 clusters Score -18515.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -17927.972656 Penalty: 594.706970 Iteration 0F: 3 clusters Score -17927.97 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -18121.158203 Penalty: 594.706970 Iteration 1F: 3 clusters Score -18121.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -18162.205078 Penalty: 594.706970 Iteration 2F: 3 clusters Score -18162.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -18183.332031 Penalty: 594.706970 Iteration 3Q: 3 clusters Score -18183.33 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -18197.544922 Penalty: 594.706970 Iteration 4Q: 3 clusters Score -18197.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -18210.882812 Penalty: 594.706970 Iteration 5Q: 3 clusters Score -18210.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -18230.554688 Penalty: 594.706970 Iteration 6Q: 3 clusters Score -18230.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -18250.615234 Penalty: 594.706970 Iteration 7Q: 3 clusters Score -18250.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -18259.150391 Penalty: 594.706970 Iteration 8Q: 3 clusters Score -18259.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -18278.773438 Penalty: 594.706970 Iteration 9Q: 3 clusters Score -18278.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -18290.347656 Penalty: 594.706970 Iteration 10Q: 3 clusters Score -18290.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -18298.919922 Penalty: 594.706970 Iteration 11Q: 3 clusters Score -18298.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -18303.220703 Penalty: 594.706970 Iteration 12Q: 3 clusters Score -18303.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -18306.791016 Penalty: 594.706970 Iteration 13Q: 3 clusters Score -18306.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -18309.181641 Penalty: 594.706970 Iteration 14Q: 3 clusters Score -18309.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -18310.404297 Penalty: 594.706970 Iteration 15Q: 3 clusters Score -18310.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -18310.892578 Penalty: 594.706970 Iteration 16Q: 3 clusters Score -18310.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -18310.892578 Penalty: 594.706970 Iteration 17F: 3 clusters Score -18310.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Entering Unmasked Estep Score: -117241.937500 Penalty: 360.709686 Iteration 0F: 2 clusters Score -117241.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -115259.554688 Penalty: 721.419373 Iteration 0F: 3 clusters Score -115259.6 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -115929.906250 Penalty: 721.419373 Iteration 1F: 3 clusters Score -115929.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -116038.992188 Penalty: 721.419373 Iteration 2F: 3 clusters Score -116039 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -116156.601562 Penalty: 721.419373 Iteration 3F: 3 clusters Score -116156.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -116272.531250 Penalty: 721.419373 Iteration 4F: 3 clusters Score -116272.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -116405.437500 Penalty: 721.419373 Iteration 5F: 3 clusters Score -116405.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -116519.835938 Penalty: 721.419373 Iteration 6F: 3 clusters Score -116519.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -116618.039062 Penalty: 721.419373 Iteration 7F: 3 clusters Score -116618 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -116701.890625 Penalty: 721.419373 Iteration 8Q: 3 clusters Score -116701.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -116754.773438 Penalty: 721.419373 Iteration 9Q: 3 clusters Score -116754.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -116793.531250 Penalty: 721.419373 Iteration 10Q: 3 clusters Score -116793.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -116824.390625 Penalty: 721.419373 Iteration 11Q: 3 clusters Score -116824.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -116855.976562 Penalty: 721.419373 Iteration 12Q: 3 clusters Score -116856 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -116875.906250 Penalty: 721.419373 Iteration 13Q: 3 clusters Score -116875.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -116887.343750 Penalty: 721.419373 Iteration 14Q: 3 clusters Score -116887.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -116897.132812 Penalty: 721.419373 Iteration 15Q: 3 clusters Score -116897.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -116900.968750 Penalty: 721.419373 Iteration 16Q: 3 clusters Score -116901 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -116904.195312 Penalty: 721.419373 Iteration 17Q: 3 clusters Score -116904.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -116906.570312 Penalty: 721.419373 Iteration 18Q: 3 clusters Score -116906.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -116908.500000 Penalty: 721.419373 Iteration 19Q: 3 clusters Score -116908.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -116911.101562 Penalty: 721.419373 Iteration 20F: 3 clusters Score -116911.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -116915.281250 Penalty: 721.419373 Iteration 21Q: 3 clusters Score -116915.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -116918.953125 Penalty: 721.419373 Iteration 22Q: 3 clusters Score -116919 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -116925.437500 Penalty: 721.419373 Iteration 23Q: 3 clusters Score -116925.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -116934.242188 Penalty: 721.419373 Iteration 24Q: 3 clusters Score -116934.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -116939.359375 Penalty: 721.419373 Iteration 25Q: 3 clusters Score -116939.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -116942.500000 Penalty: 721.419373 Iteration 26Q: 3 clusters Score -116942.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -116946.109375 Penalty: 721.419373 Iteration 27Q: 3 clusters Score -116946.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -116948.039062 Penalty: 721.419373 Iteration 28Q: 3 clusters Score -116948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -116949.718750 Penalty: 721.419373 Iteration 29Q: 3 clusters Score -116949.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -116952.015625 Penalty: 721.419373 Iteration 30Q: 3 clusters Score -116952 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -116953.398438 Penalty: 721.419373 Iteration 31Q: 3 clusters Score -116953.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -116954.109375 Penalty: 721.419373 Iteration 32Q: 3 clusters Score -116954.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -116954.523438 Penalty: 721.419373 Iteration 33Q: 3 clusters Score -116954.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -116955.015625 Penalty: 721.419373 Iteration 34Q: 3 clusters Score -116955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -116955.796875 Penalty: 721.419373 Iteration 35Q: 3 clusters Score -116955.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -116956.703125 Penalty: 721.419373 Iteration 36Q: 3 clusters Score -116956.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -116957.242188 Penalty: 721.419373 Iteration 37Q: 3 clusters Score -116957.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -116957.351562 Penalty: 721.419373 Iteration 38Q: 3 clusters Score -116957.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -116957.468750 Penalty: 721.419373 Iteration 39Q: 3 clusters Score -116957.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -116957.468750 Penalty: 721.419373 Iteration 40F: 3 clusters Score -116957.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (32088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32088 members Entering Unmasked Estep Score: -1475518.875000 Penalty: 472.118835 Iteration 0F: 2 clusters Score -1475519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -1454167.875000 Penalty: 944.237671 Iteration 0F: 3 clusters Score -1454168 nChanged 15456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16277 members Mstep: Class 2 contains 15811 members Entering Unmasked Estep Score: -1463826.125000 Penalty: 944.237671 Iteration 1F: 3 clusters Score -1463826 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16243 members Mstep: Class 2 contains 15845 members Entering Unmasked Estep Score: -1464787.625000 Penalty: 944.237671 Iteration 2F: 3 clusters Score -1464788 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 15816 members Entering Unmasked Estep Score: -1466001.125000 Penalty: 944.237671 Iteration 3F: 3 clusters Score -1466001 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16304 members Mstep: Class 2 contains 15784 members Entering Unmasked Estep Score: -1467386.750000 Penalty: 944.237671 Iteration 4F: 3 clusters Score -1467387 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -1468609.500000 Penalty: 944.237671 Iteration 5F: 3 clusters Score -1468610 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 15717 members Entering Unmasked Estep Score: -1469286.375000 Penalty: 944.237671 Iteration 6Q: 3 clusters Score -1469286 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -1469592.250000 Penalty: 944.237671 Iteration 7Q: 3 clusters Score -1469592 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -1469731.750000 Penalty: 944.237671 Iteration 8Q: 3 clusters Score -1469732 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16316 members Mstep: Class 2 contains 15772 members Entering Unmasked Estep Score: -1469821.250000 Penalty: 944.237671 Iteration 9Q: 3 clusters Score -1469821 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16247 members Mstep: Class 2 contains 15841 members Entering Unmasked Estep Score: -1469886.750000 Penalty: 944.237671 Iteration 10Q: 3 clusters Score -1469887 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -1469952.875000 Penalty: 944.237671 Iteration 11Q: 3 clusters Score -1469953 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16046 members Mstep: Class 2 contains 16042 members Entering Unmasked Estep Score: -1470003.625000 Penalty: 944.237671 Iteration 12Q: 3 clusters Score -1470004 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -1470055.375000 Penalty: 944.237671 Iteration 13Q: 3 clusters Score -1470055 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15822 members Mstep: Class 2 contains 16266 members Entering Unmasked Estep Score: -1470108.625000 Penalty: 944.237671 Iteration 14Q: 3 clusters Score -1470109 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 16426 members Entering Unmasked Estep Score: -1470167.875000 Penalty: 944.237671 Iteration 15Q: 3 clusters Score -1470168 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15470 members Mstep: Class 2 contains 16618 members Entering Unmasked Estep Score: -1470238.000000 Penalty: 944.237671 Iteration 16Q: 3 clusters Score -1470238 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -1470305.625000 Penalty: 944.237671 Iteration 17Q: 3 clusters Score -1470306 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15076 members Mstep: Class 2 contains 17012 members Entering Unmasked Estep Score: -1470370.750000 Penalty: 944.237671 Iteration 18Q: 3 clusters Score -1470371 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 17186 members Entering Unmasked Estep Score: -1470424.375000 Penalty: 944.237671 Iteration 19Q: 3 clusters Score -1470424 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 17372 members Entering Unmasked Estep Score: -1470470.625000 Penalty: 944.237671 Iteration 20F: 3 clusters Score -1470471 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 17586 members Entering Unmasked Estep Score: -1470529.875000 Penalty: 944.237671 Iteration 21Q: 3 clusters Score -1470530 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14274 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -1470603.750000 Penalty: 944.237671 Iteration 22Q: 3 clusters Score -1470604 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 18052 members Entering Unmasked Estep Score: -1470659.000000 Penalty: 944.237671 Iteration 23Q: 3 clusters Score -1470659 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13785 members Mstep: Class 2 contains 18303 members Entering Unmasked Estep Score: -1470719.375000 Penalty: 944.237671 Iteration 24Q: 3 clusters Score -1470719 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 18552 members Entering Unmasked Estep Score: -1470784.625000 Penalty: 944.237671 Iteration 25Q: 3 clusters Score -1470785 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -1470853.750000 Penalty: 944.237671 Iteration 26Q: 3 clusters Score -1470854 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 19098 members Entering Unmasked Estep Score: -1470931.000000 Penalty: 944.237671 Iteration 27Q: 3 clusters Score -1470931 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 19393 members Entering Unmasked Estep Score: -1471013.375000 Penalty: 944.237671 Iteration 28Q: 3 clusters Score -1471013 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -1471093.125000 Penalty: 944.237671 Iteration 29Q: 3 clusters Score -1471093 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 19955 members Entering Unmasked Estep Score: -1471157.500000 Penalty: 944.237671 Iteration 30Q: 3 clusters Score -1471158 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -1471235.750000 Penalty: 944.237671 Iteration 31Q: 3 clusters Score -1471236 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 20525 members Entering Unmasked Estep Score: -1471314.250000 Penalty: 944.237671 Iteration 32Q: 3 clusters Score -1471314 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 20849 members Entering Unmasked Estep Score: -1471383.500000 Penalty: 944.237671 Iteration 33Q: 3 clusters Score -1471384 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 21158 members Entering Unmasked Estep Score: -1471454.250000 Penalty: 944.237671 Iteration 34Q: 3 clusters Score -1471454 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 21470 members Entering Unmasked Estep Score: -1471528.625000 Penalty: 944.237671 Iteration 35Q: 3 clusters Score -1471529 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 21843 members Entering Unmasked Estep Score: -1471610.750000 Penalty: 944.237671 Iteration 36Q: 3 clusters Score -1471611 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9872 members Mstep: Class 2 contains 22216 members Entering Unmasked Estep Score: -1471682.125000 Penalty: 944.237671 Iteration 37Q: 3 clusters Score -1471682 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 22584 members Entering Unmasked Estep Score: -1471747.750000 Penalty: 944.237671 Iteration 38Q: 3 clusters Score -1471748 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -1471827.875000 Penalty: 944.237671 Iteration 39Q: 3 clusters Score -1471828 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 23341 members Entering Unmasked Estep Score: -1471911.500000 Penalty: 944.237671 Iteration 40F: 3 clusters Score -1471912 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -1471985.250000 Penalty: 944.237671 Iteration 41Q: 3 clusters Score -1471985 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 24118 members Entering Unmasked Estep Score: -1472084.875000 Penalty: 944.237671 Iteration 42Q: 3 clusters Score -1472085 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 24534 members Entering Unmasked Estep Score: -1472174.375000 Penalty: 944.237671 Iteration 43Q: 3 clusters Score -1472174 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 24912 members Entering Unmasked Estep Score: -1472269.125000 Penalty: 944.237671 Iteration 44Q: 3 clusters Score -1472269 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 25294 members Entering Unmasked Estep Score: -1472345.000000 Penalty: 944.237671 Iteration 45Q: 3 clusters Score -1472345 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 25685 members Entering Unmasked Estep Score: -1472441.000000 Penalty: 944.237671 Iteration 46Q: 3 clusters Score -1472441 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 26129 members Entering Unmasked Estep Score: -1472548.125000 Penalty: 944.237671 Iteration 47Q: 3 clusters Score -1472548 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 26594 members Entering Unmasked Estep Score: -1472682.000000 Penalty: 944.237671 Iteration 48Q: 3 clusters Score -1472682 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 27115 members Entering Unmasked Estep Score: -1472867.500000 Penalty: 944.237671 Iteration 49Q: 3 clusters Score -1472868 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 27595 members Entering Unmasked Estep Score: -1473027.250000 Penalty: 944.237671 Iteration 50Q: 3 clusters Score -1473027 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 28065 members Entering Unmasked Estep Score: -1473196.250000 Penalty: 944.237671 Iteration 51Q: 3 clusters Score -1473196 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 28546 members Entering Unmasked Estep Score: -1473378.125000 Penalty: 944.237671 Iteration 52Q: 3 clusters Score -1473378 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 29044 members Entering Unmasked Estep Score: -1473583.625000 Penalty: 944.237671 Iteration 53Q: 3 clusters Score -1473584 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 29511 members Entering Unmasked Estep Score: -1473803.875000 Penalty: 944.237671 Iteration 54Q: 3 clusters Score -1473804 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 29996 members Entering Unmasked Estep Score: -1474050.375000 Penalty: 944.237671 Iteration 55Q: 3 clusters Score -1474050 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 30462 members Entering Unmasked Estep Score: -1474310.500000 Penalty: 944.237671 Iteration 56Q: 3 clusters Score -1474310 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 30867 members Entering Unmasked Estep Score: -1474543.250000 Penalty: 944.237671 Iteration 57Q: 3 clusters Score -1474543 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 31204 members Entering Unmasked Estep Score: -1474729.000000 Penalty: 944.237671 Iteration 58Q: 3 clusters Score -1474729 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 31441 members Entering Unmasked Estep Score: -1474858.375000 Penalty: 944.237671 Iteration 59Q: 3 clusters Score -1474858 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 31597 members Entering Unmasked Estep Score: -1474941.750000 Penalty: 944.237671 Iteration 60F: 3 clusters Score -1474942 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 31697 members Entering Unmasked Estep Score: -1474997.250000 Penalty: 944.237671 Iteration 61Q: 3 clusters Score -1474997 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 31762 members Entering Unmasked Estep Score: -1475030.625000 Penalty: 944.237671 Iteration 62Q: 3 clusters Score -1475031 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 31810 members Entering Unmasked Estep Score: -1475051.000000 Penalty: 944.237671 Iteration 63Q: 3 clusters Score -1475051 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 31844 members Entering Unmasked Estep Score: -1475065.625000 Penalty: 944.237671 Iteration 64Q: 3 clusters Score -1475066 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 31873 members Entering Unmasked Estep Score: -1475088.500000 Penalty: 944.237671 Iteration 65Q: 3 clusters Score -1475088 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 31892 members Entering Unmasked Estep Score: -1475099.500000 Penalty: 944.237671 Iteration 66Q: 3 clusters Score -1475100 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 31910 members Entering Unmasked Estep Score: -1475111.625000 Penalty: 944.237671 Iteration 67Q: 3 clusters Score -1475112 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 31915 members Entering Unmasked Estep Score: -1475121.375000 Penalty: 944.237671 Iteration 68Q: 3 clusters Score -1475121 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 31920 members Entering Unmasked Estep Score: -1475125.750000 Penalty: 944.237671 Iteration 69Q: 3 clusters Score -1475126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 31925 members Entering Unmasked Estep Score: -1475127.250000 Penalty: 944.237671 Iteration 70Q: 3 clusters Score -1475127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 31927 members Entering Unmasked Estep Score: -1475128.875000 Penalty: 944.237671 Iteration 71Q: 3 clusters Score -1475129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 31928 members Entering Unmasked Estep Score: -1475131.500000 Penalty: 944.237671 Iteration 72Q: 3 clusters Score -1475132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 31930 members Entering Unmasked Estep Score: -1475135.125000 Penalty: 944.237671 Iteration 73Q: 3 clusters Score -1475135 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 31934 members Entering Unmasked Estep Score: -1475137.875000 Penalty: 944.237671 Iteration 74Q: 3 clusters Score -1475138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 31937 members Entering Unmasked Estep Score: -1475140.250000 Penalty: 944.237671 Iteration 75Q: 3 clusters Score -1475140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 31938 members Entering Unmasked Estep Score: -1475141.875000 Penalty: 944.237671 Iteration 76Q: 3 clusters Score -1475142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 31935 members Entering Unmasked Estep Score: -1475143.500000 Penalty: 944.237671 Iteration 77Q: 3 clusters Score -1475144 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 31936 members Entering Unmasked Estep Score: -1475146.625000 Penalty: 944.237671 Iteration 78Q: 3 clusters Score -1475147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 31939 members Entering Unmasked Estep Score: -1475147.375000 Penalty: 944.237671 Iteration 79Q: 3 clusters Score -1475147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 31939 members Entering Unmasked Estep Score: -1475147.375000 Penalty: 944.237671 Iteration 80F: 3 clusters Score -1475147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 31940 members Entering Unmasked Estep Score: -1475147.000000 Penalty: 944.237671 Iteration 81Q: 3 clusters Score -1475147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 31942 members Entering Unmasked Estep Score: -1475146.875000 Penalty: 944.237671 Iteration 82Q: 3 clusters Score -1475147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 31943 members Entering Unmasked Estep Score: -1475148.000000 Penalty: 944.237671 Iteration 83Q: 3 clusters Score -1475148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 31944 members Entering Unmasked Estep Score: -1475149.250000 Penalty: 944.237671 Iteration 84Q: 3 clusters Score -1475149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 31944 members Entering Unmasked Estep Score: -1475149.250000 Penalty: 944.237671 Iteration 85F: 3 clusters Score -1475149 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Entering Unmasked Estep Score: -241475.093750 Penalty: 393.812256 Iteration 0F: 2 clusters Score -241475.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -237683.531250 Penalty: 787.624512 Iteration 0F: 3 clusters Score -237683.5 nChanged 2541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -239283.656250 Penalty: 787.624512 Iteration 1F: 3 clusters Score -239283.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -239483.250000 Penalty: 787.624512 Iteration 2F: 3 clusters Score -239483.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -239684.187500 Penalty: 787.624512 Iteration 3F: 3 clusters Score -239684.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -239875.734375 Penalty: 787.624512 Iteration 4F: 3 clusters Score -239875.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -240061.375000 Penalty: 787.624512 Iteration 5F: 3 clusters Score -240061.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -240212.484375 Penalty: 787.624512 Iteration 6Q: 3 clusters Score -240212.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -240351.078125 Penalty: 787.624512 Iteration 7Q: 3 clusters Score -240351.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -240464.593750 Penalty: 787.624512 Iteration 8Q: 3 clusters Score -240464.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -240556.453125 Penalty: 787.624512 Iteration 9Q: 3 clusters Score -240556.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -240617.531250 Penalty: 787.624512 Iteration 10Q: 3 clusters Score -240617.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -240663.390625 Penalty: 787.624512 Iteration 11Q: 3 clusters Score -240663.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -240694.359375 Penalty: 787.624512 Iteration 12Q: 3 clusters Score -240694.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -240722.781250 Penalty: 787.624512 Iteration 13Q: 3 clusters Score -240722.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -240747.343750 Penalty: 787.624512 Iteration 14Q: 3 clusters Score -240747.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -240769.859375 Penalty: 787.624512 Iteration 15Q: 3 clusters Score -240769.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -240791.015625 Penalty: 787.624512 Iteration 16Q: 3 clusters Score -240791 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -240810.093750 Penalty: 787.624512 Iteration 17Q: 3 clusters Score -240810.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -240825.453125 Penalty: 787.624512 Iteration 18Q: 3 clusters Score -240825.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -240837.109375 Penalty: 787.624512 Iteration 19Q: 3 clusters Score -240837.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -240848.843750 Penalty: 787.624512 Iteration 20F: 3 clusters Score -240848.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -240860.625000 Penalty: 787.624512 Iteration 21Q: 3 clusters Score -240860.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -240877.125000 Penalty: 787.624512 Iteration 22Q: 3 clusters Score -240877.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -240894.843750 Penalty: 787.624512 Iteration 23Q: 3 clusters Score -240894.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -240903.875000 Penalty: 787.624512 Iteration 24Q: 3 clusters Score -240903.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -240910.859375 Penalty: 787.624512 Iteration 25Q: 3 clusters Score -240910.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -240923.015625 Penalty: 787.624512 Iteration 26Q: 3 clusters Score -240923 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -240947.000000 Penalty: 787.624512 Iteration 27Q: 3 clusters Score -240947 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -240964.546875 Penalty: 787.624512 Iteration 28Q: 3 clusters Score -240964.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -240981.328125 Penalty: 787.624512 Iteration 29Q: 3 clusters Score -240981.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -240996.250000 Penalty: 787.624512 Iteration 30Q: 3 clusters Score -240996.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -241009.750000 Penalty: 787.624512 Iteration 31Q: 3 clusters Score -241009.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -241021.593750 Penalty: 787.624512 Iteration 32Q: 3 clusters Score -241021.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -241037.062500 Penalty: 787.624512 Iteration 33Q: 3 clusters Score -241037.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -241051.468750 Penalty: 787.624512 Iteration 34Q: 3 clusters Score -241051.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -241062.406250 Penalty: 787.624512 Iteration 35Q: 3 clusters Score -241062.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -241073.453125 Penalty: 787.624512 Iteration 36Q: 3 clusters Score -241073.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -241083.890625 Penalty: 787.624512 Iteration 37Q: 3 clusters Score -241083.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -241092.953125 Penalty: 787.624512 Iteration 38Q: 3 clusters Score -241093 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -241099.671875 Penalty: 787.624512 Iteration 39Q: 3 clusters Score -241099.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -241109.250000 Penalty: 787.624512 Iteration 40F: 3 clusters Score -241109.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -241113.531250 Penalty: 787.624512 Iteration 41Q: 3 clusters Score -241113.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -241116.484375 Penalty: 787.624512 Iteration 42Q: 3 clusters Score -241116.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -241121.203125 Penalty: 787.624512 Iteration 43Q: 3 clusters Score -241121.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -241125.390625 Penalty: 787.624512 Iteration 44Q: 3 clusters Score -241125.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -241126.546875 Penalty: 787.624512 Iteration 45Q: 3 clusters Score -241126.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -241127.671875 Penalty: 787.624512 Iteration 46Q: 3 clusters Score -241127.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -241128.593750 Penalty: 787.624512 Iteration 47Q: 3 clusters Score -241128.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -241129.546875 Penalty: 787.624512 Iteration 48Q: 3 clusters Score -241129.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -241131.921875 Penalty: 787.624512 Iteration 49Q: 3 clusters Score -241131.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -241132.578125 Penalty: 787.624512 Iteration 50Q: 3 clusters Score -241132.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -241133.578125 Penalty: 787.624512 Iteration 51Q: 3 clusters Score -241133.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -241135.625000 Penalty: 787.624512 Iteration 52Q: 3 clusters Score -241135.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -241137.890625 Penalty: 787.624512 Iteration 53Q: 3 clusters Score -241137.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -241140.687500 Penalty: 787.624512 Iteration 54Q: 3 clusters Score -241140.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -241142.468750 Penalty: 787.624512 Iteration 55Q: 3 clusters Score -241142.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -241142.671875 Penalty: 787.624512 Iteration 56Q: 3 clusters Score -241142.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -241144.734375 Penalty: 787.624512 Iteration 57Q: 3 clusters Score -241144.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -241144.703125 Penalty: 787.624512 Iteration 58Q: 3 clusters Score -241144.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -241144.953125 Penalty: 787.624512 Iteration 59Q: 3 clusters Score -241145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -241145.843750 Penalty: 787.624512 Iteration 60F: 3 clusters Score -241145.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -241146.078125 Penalty: 787.624512 Iteration 61Q: 3 clusters Score -241146.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -241146.671875 Penalty: 787.624512 Iteration 62Q: 3 clusters Score -241146.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -241148.484375 Penalty: 787.624512 Iteration 63Q: 3 clusters Score -241148.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -241150.765625 Penalty: 787.624512 Iteration 64Q: 3 clusters Score -241150.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -241151.328125 Penalty: 787.624512 Iteration 65Q: 3 clusters Score -241151.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -241152.921875 Penalty: 787.624512 Iteration 66Q: 3 clusters Score -241152.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -241154.609375 Penalty: 787.624512 Iteration 67Q: 3 clusters Score -241154.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -241155.031250 Penalty: 787.624512 Iteration 68Q: 3 clusters Score -241155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -241157.515625 Penalty: 787.624512 Iteration 69Q: 3 clusters Score -241157.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -241160.312500 Penalty: 787.624512 Iteration 70Q: 3 clusters Score -241160.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -241161.375000 Penalty: 787.624512 Iteration 71Q: 3 clusters Score -241161.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -241163.015625 Penalty: 787.624512 Iteration 72Q: 3 clusters Score -241163 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -241164.468750 Penalty: 787.624512 Iteration 73Q: 3 clusters Score -241164.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -241165.937500 Penalty: 787.624512 Iteration 74Q: 3 clusters Score -241165.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -241165.609375 Penalty: 787.624512 Iteration 75Q: 3 clusters Score -241165.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -241165.703125 Penalty: 787.624512 Iteration 76Q: 3 clusters Score -241165.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -241165.468750 Penalty: 787.624512 Iteration 77Q: 3 clusters Score -241165.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -241165.546875 Penalty: 787.624512 Iteration 78Q: 3 clusters Score -241165.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -241165.546875 Penalty: 787.624512 Iteration 79F: 3 clusters Score -241165.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12618 members Entering Unmasked Estep Score: -587090.937500 Penalty: 429.651031 Iteration 0F: 2 clusters Score -587090.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -578593.125000 Penalty: 859.302063 Iteration 0F: 3 clusters Score -578593.1 nChanged 5956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -582163.812500 Penalty: 859.302063 Iteration 1F: 3 clusters Score -582163.8 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -582558.062500 Penalty: 859.302063 Iteration 2F: 3 clusters Score -582558.1 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -583115.187500 Penalty: 859.302063 Iteration 3F: 3 clusters Score -583115.2 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -583796.937500 Penalty: 859.302063 Iteration 4F: 3 clusters Score -583796.9 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -584494.312500 Penalty: 859.302063 Iteration 5F: 3 clusters Score -584494.3 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -585072.187500 Penalty: 859.302063 Iteration 6F: 3 clusters Score -585072.2 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -585401.437500 Penalty: 859.302063 Iteration 7Q: 3 clusters Score -585401.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -585597.625000 Penalty: 859.302063 Iteration 8Q: 3 clusters Score -585597.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -585710.000000 Penalty: 859.302063 Iteration 9Q: 3 clusters Score -585710 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -585787.750000 Penalty: 859.302063 Iteration 10Q: 3 clusters Score -585787.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -585850.562500 Penalty: 859.302063 Iteration 11Q: 3 clusters Score -585850.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -585912.250000 Penalty: 859.302063 Iteration 12Q: 3 clusters Score -585912.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -585977.875000 Penalty: 859.302063 Iteration 13Q: 3 clusters Score -585977.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -586041.875000 Penalty: 859.302063 Iteration 14Q: 3 clusters Score -586041.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -586080.062500 Penalty: 859.302063 Iteration 15Q: 3 clusters Score -586080.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -586114.562500 Penalty: 859.302063 Iteration 16Q: 3 clusters Score -586114.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -586147.062500 Penalty: 859.302063 Iteration 17Q: 3 clusters Score -586147.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -586178.250000 Penalty: 859.302063 Iteration 18Q: 3 clusters Score -586178.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -586202.562500 Penalty: 859.302063 Iteration 19Q: 3 clusters Score -586202.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -586226.312500 Penalty: 859.302063 Iteration 20F: 3 clusters Score -586226.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -586255.812500 Penalty: 859.302063 Iteration 21Q: 3 clusters Score -586255.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -586280.625000 Penalty: 859.302063 Iteration 22Q: 3 clusters Score -586280.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -586299.812500 Penalty: 859.302063 Iteration 23Q: 3 clusters Score -586299.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -586320.687500 Penalty: 859.302063 Iteration 24Q: 3 clusters Score -586320.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -586346.187500 Penalty: 859.302063 Iteration 25Q: 3 clusters Score -586346.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -586369.312500 Penalty: 859.302063 Iteration 26Q: 3 clusters Score -586369.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -586394.250000 Penalty: 859.302063 Iteration 27Q: 3 clusters Score -586394.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -586415.937500 Penalty: 859.302063 Iteration 28Q: 3 clusters Score -586415.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -586442.312500 Penalty: 859.302063 Iteration 29Q: 3 clusters Score -586442.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -586468.437500 Penalty: 859.302063 Iteration 30Q: 3 clusters Score -586468.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -586493.937500 Penalty: 859.302063 Iteration 31Q: 3 clusters Score -586493.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -586526.875000 Penalty: 859.302063 Iteration 32Q: 3 clusters Score -586526.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -586558.750000 Penalty: 859.302063 Iteration 33Q: 3 clusters Score -586558.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -586590.625000 Penalty: 859.302063 Iteration 34Q: 3 clusters Score -586590.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -586613.062500 Penalty: 859.302063 Iteration 35Q: 3 clusters Score -586613.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 12010 members Entering Unmasked Estep Score: -586627.125000 Penalty: 859.302063 Iteration 36Q: 3 clusters Score -586627.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -586640.125000 Penalty: 859.302063 Iteration 37Q: 3 clusters Score -586640.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -586657.375000 Penalty: 859.302063 Iteration 38Q: 3 clusters Score -586657.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 12116 members Entering Unmasked Estep Score: -586678.750000 Penalty: 859.302063 Iteration 39Q: 3 clusters Score -586678.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -586699.562500 Penalty: 859.302063 Iteration 40F: 3 clusters Score -586699.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -586711.062500 Penalty: 859.302063 Iteration 41Q: 3 clusters Score -586711.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -586716.437500 Penalty: 859.302063 Iteration 42Q: 3 clusters Score -586716.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -586723.625000 Penalty: 859.302063 Iteration 43Q: 3 clusters Score -586723.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -586725.500000 Penalty: 859.302063 Iteration 44Q: 3 clusters Score -586725.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -586727.937500 Penalty: 859.302063 Iteration 45Q: 3 clusters Score -586727.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 12233 members Entering Unmasked Estep Score: -586730.187500 Penalty: 859.302063 Iteration 46Q: 3 clusters Score -586730.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -586730.062500 Penalty: 859.302063 Iteration 47Q: 3 clusters Score -586730.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -586730.187500 Penalty: 859.302063 Iteration 48Q: 3 clusters Score -586730.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -586730.187500 Penalty: 859.302063 Iteration 49F: 3 clusters Score -586730.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Entering Unmasked Estep Score: -215846.359375 Penalty: 387.322510 Iteration 0F: 2 clusters Score -215846.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -212424.109375 Penalty: 774.645020 Iteration 0F: 3 clusters Score -212424.1 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -213798.796875 Penalty: 774.645020 Iteration 1F: 3 clusters Score -213798.8 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -214151.546875 Penalty: 774.645020 Iteration 2F: 3 clusters Score -214151.5 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -214576.562500 Penalty: 774.645020 Iteration 3F: 3 clusters Score -214576.6 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -214949.203125 Penalty: 774.645020 Iteration 4F: 3 clusters Score -214949.2 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -215231.906250 Penalty: 774.645020 Iteration 5F: 3 clusters Score -215231.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -215378.187500 Penalty: 774.645020 Iteration 6Q: 3 clusters Score -215378.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -215465.609375 Penalty: 774.645020 Iteration 7Q: 3 clusters Score -215465.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -215531.171875 Penalty: 774.645020 Iteration 8Q: 3 clusters Score -215531.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -215575.515625 Penalty: 774.645020 Iteration 9Q: 3 clusters Score -215575.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -215605.937500 Penalty: 774.645020 Iteration 10Q: 3 clusters Score -215605.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -215625.109375 Penalty: 774.645020 Iteration 11Q: 3 clusters Score -215625.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -215638.140625 Penalty: 774.645020 Iteration 12Q: 3 clusters Score -215638.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -215654.562500 Penalty: 774.645020 Iteration 13Q: 3 clusters Score -215654.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -215671.750000 Penalty: 774.645020 Iteration 14Q: 3 clusters Score -215671.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -215692.515625 Penalty: 774.645020 Iteration 15Q: 3 clusters Score -215692.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -215714.687500 Penalty: 774.645020 Iteration 16Q: 3 clusters Score -215714.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -215747.890625 Penalty: 774.645020 Iteration 17Q: 3 clusters Score -215747.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -215778.296875 Penalty: 774.645020 Iteration 18Q: 3 clusters Score -215778.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -215804.953125 Penalty: 774.645020 Iteration 19Q: 3 clusters Score -215805 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -215813.453125 Penalty: 774.645020 Iteration 20F: 3 clusters Score -215813.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -215818.687500 Penalty: 774.645020 Iteration 21Q: 3 clusters Score -215818.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -215822.093750 Penalty: 774.645020 Iteration 22Q: 3 clusters Score -215822.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -215824.437500 Penalty: 774.645020 Iteration 23Q: 3 clusters Score -215824.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -215825.828125 Penalty: 774.645020 Iteration 24Q: 3 clusters Score -215825.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -215826.921875 Penalty: 774.645020 Iteration 25Q: 3 clusters Score -215826.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -215829.343750 Penalty: 774.645020 Iteration 26Q: 3 clusters Score -215829.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -215830.828125 Penalty: 774.645020 Iteration 27Q: 3 clusters Score -215830.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -215832.406250 Penalty: 774.645020 Iteration 28Q: 3 clusters Score -215832.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -215833.468750 Penalty: 774.645020 Iteration 29Q: 3 clusters Score -215833.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -215833.796875 Penalty: 774.645020 Iteration 30Q: 3 clusters Score -215833.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -215833.937500 Penalty: 774.645020 Iteration 31Q: 3 clusters Score -215833.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -215834.078125 Penalty: 774.645020 Iteration 32Q: 3 clusters Score -215834.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -215834.234375 Penalty: 774.645020 Iteration 33Q: 3 clusters Score -215834.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -215834.234375 Penalty: 774.645020 Iteration 34Q: 3 clusters Score -215834.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -215834.593750 Penalty: 774.645020 Iteration 35Q: 3 clusters Score -215834.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -215835.171875 Penalty: 774.645020 Iteration 36Q: 3 clusters Score -215835.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -215835.218750 Penalty: 774.645020 Iteration 37Q: 3 clusters Score -215835.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -215836.078125 Penalty: 774.645020 Iteration 38Q: 3 clusters Score -215836.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -215837.281250 Penalty: 774.645020 Iteration 39Q: 3 clusters Score -215837.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -215838.734375 Penalty: 774.645020 Iteration 40F: 3 clusters Score -215838.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -215841.671875 Penalty: 774.645020 Iteration 41Q: 3 clusters Score -215841.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -215845.781250 Penalty: 774.645020 Iteration 42Q: 3 clusters Score -215845.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -215846.968750 Penalty: 774.645020 Iteration 43Q: 3 clusters Score -215847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -215848.078125 Penalty: 774.645020 Iteration 44Q: 3 clusters Score -215848.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -215847.968750 Penalty: 774.645020 Iteration 45Q: 3 clusters Score -215848 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -215849.593750 Penalty: 774.645020 Iteration 46Q: 3 clusters Score -215849.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -215851.453125 Penalty: 774.645020 Iteration 47Q: 3 clusters Score -215851.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -215852.140625 Penalty: 774.645020 Iteration 48Q: 3 clusters Score -215852.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -215853.265625 Penalty: 774.645020 Iteration 49Q: 3 clusters Score -215853.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -215853.734375 Penalty: 774.645020 Iteration 50Q: 3 clusters Score -215853.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -215854.937500 Penalty: 774.645020 Iteration 51Q: 3 clusters Score -215854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -215855.718750 Penalty: 774.645020 Iteration 52Q: 3 clusters Score -215855.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -215856.546875 Penalty: 774.645020 Iteration 53Q: 3 clusters Score -215856.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -215856.546875 Penalty: 774.645020 Iteration 54Q: 3 clusters Score -215856.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -215856.390625 Penalty: 774.645020 Iteration 55Q: 3 clusters Score -215856.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -215856.421875 Penalty: 774.645020 Iteration 56Q: 3 clusters Score -215856.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -215856.625000 Penalty: 774.645020 Iteration 57Q: 3 clusters Score -215856.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -215856.593750 Penalty: 774.645020 Iteration 58Q: 3 clusters Score -215856.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -215856.718750 Penalty: 774.645020 Iteration 59Q: 3 clusters Score -215856.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -215856.718750 Penalty: 774.645020 Iteration 60F: 3 clusters Score -215856.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1509 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17678 members Mstep: Class 5 contains 995 members Mstep: Class 6 contains 2000 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 32088 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 12618 members Mstep: Class 13 contains 4420 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 4840 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2452 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 3803 members Mstep: Class 21 contains 91643 members Mstep: Class 22 contains 1509 members Mstep: Class 23 contains 4693 members Mstep: Class 24 contains 557 members Mstep: Class 25 contains 4869 members Entering Unmasked Estep Score: -8685353.000000 Penalty: 13913.028320 Splitting cluster 13 changes total score from -8685501.000000 to -8685353.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Entering Unmasked Estep Score: -142701.562500 Penalty: 370.859436 Iteration 0F: 2 clusters Score -142701.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -140326.500000 Penalty: 741.718872 Iteration 0F: 3 clusters Score -140326.5 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -141262.718750 Penalty: 741.718872 Iteration 1F: 3 clusters Score -141262.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -141388.578125 Penalty: 741.718872 Iteration 2F: 3 clusters Score -141388.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -141499.859375 Penalty: 741.718872 Iteration 3F: 3 clusters Score -141499.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -141598.328125 Penalty: 741.718872 Iteration 4F: 3 clusters Score -141598.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -141697.718750 Penalty: 741.718872 Iteration 5F: 3 clusters Score -141697.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -141797.390625 Penalty: 741.718872 Iteration 6Q: 3 clusters Score -141797.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -141906.984375 Penalty: 741.718872 Iteration 7Q: 3 clusters Score -141907 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -142008.296875 Penalty: 741.718872 Iteration 8Q: 3 clusters Score -142008.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -142104.750000 Penalty: 741.718872 Iteration 9Q: 3 clusters Score -142104.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -142178.546875 Penalty: 741.718872 Iteration 10Q: 3 clusters Score -142178.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -142238.109375 Penalty: 741.718872 Iteration 11Q: 3 clusters Score -142238.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -142295.390625 Penalty: 741.718872 Iteration 12Q: 3 clusters Score -142295.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -142331.812500 Penalty: 741.718872 Iteration 13Q: 3 clusters Score -142331.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -142359.156250 Penalty: 741.718872 Iteration 14Q: 3 clusters Score -142359.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -142367.406250 Penalty: 741.718872 Iteration 15Q: 3 clusters Score -142367.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -142378.671875 Penalty: 741.718872 Iteration 16Q: 3 clusters Score -142378.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -142386.687500 Penalty: 741.718872 Iteration 17Q: 3 clusters Score -142386.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -142391.234375 Penalty: 741.718872 Iteration 18Q: 3 clusters Score -142391.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -142401.296875 Penalty: 741.718872 Iteration 19Q: 3 clusters Score -142401.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -142412.875000 Penalty: 741.718872 Iteration 20F: 3 clusters Score -142412.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -142418.703125 Penalty: 741.718872 Iteration 21Q: 3 clusters Score -142418.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -142429.718750 Penalty: 741.718872 Iteration 22Q: 3 clusters Score -142429.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -142430.093750 Penalty: 741.718872 Iteration 23Q: 3 clusters Score -142430.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -142430.093750 Penalty: 741.718872 Iteration 24F: 3 clusters Score -142430.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Entering Unmasked Estep Score: -211646.578125 Penalty: 386.052460 Iteration 0F: 2 clusters Score -211646.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -208398.421875 Penalty: 772.104919 Iteration 0F: 3 clusters Score -208398.4 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -209655.703125 Penalty: 772.104919 Iteration 1F: 3 clusters Score -209655.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -209753.296875 Penalty: 772.104919 Iteration 2F: 3 clusters Score -209753.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -209830.875000 Penalty: 772.104919 Iteration 3Q: 3 clusters Score -209830.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -209900.031250 Penalty: 772.104919 Iteration 4Q: 3 clusters Score -209900 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -209966.921875 Penalty: 772.104919 Iteration 5Q: 3 clusters Score -209966.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -210037.000000 Penalty: 772.104919 Iteration 6Q: 3 clusters Score -210037 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -210135.500000 Penalty: 772.104919 Iteration 7Q: 3 clusters Score -210135.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -210264.203125 Penalty: 772.104919 Iteration 8Q: 3 clusters Score -210264.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -210405.046875 Penalty: 772.104919 Iteration 9Q: 3 clusters Score -210405 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -210520.609375 Penalty: 772.104919 Iteration 10Q: 3 clusters Score -210520.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -210620.937500 Penalty: 772.104919 Iteration 11Q: 3 clusters Score -210620.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -210698.609375 Penalty: 772.104919 Iteration 12Q: 3 clusters Score -210698.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -210758.421875 Penalty: 772.104919 Iteration 13Q: 3 clusters Score -210758.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -210797.750000 Penalty: 772.104919 Iteration 14Q: 3 clusters Score -210797.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -210825.812500 Penalty: 772.104919 Iteration 15Q: 3 clusters Score -210825.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -210849.562500 Penalty: 772.104919 Iteration 16Q: 3 clusters Score -210849.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -210868.250000 Penalty: 772.104919 Iteration 17Q: 3 clusters Score -210868.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -210881.421875 Penalty: 772.104919 Iteration 18Q: 3 clusters Score -210881.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -210891.265625 Penalty: 772.104919 Iteration 19Q: 3 clusters Score -210891.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -210899.406250 Penalty: 772.104919 Iteration 20F: 3 clusters Score -210899.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -210905.156250 Penalty: 772.104919 Iteration 21Q: 3 clusters Score -210905.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -210911.640625 Penalty: 772.104919 Iteration 22Q: 3 clusters Score -210911.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -210917.203125 Penalty: 772.104919 Iteration 23Q: 3 clusters Score -210917.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -210924.765625 Penalty: 772.104919 Iteration 24Q: 3 clusters Score -210924.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -210933.640625 Penalty: 772.104919 Iteration 25Q: 3 clusters Score -210933.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -210941.218750 Penalty: 772.104919 Iteration 26Q: 3 clusters Score -210941.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -210945.859375 Penalty: 772.104919 Iteration 27Q: 3 clusters Score -210945.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -210948.718750 Penalty: 772.104919 Iteration 28Q: 3 clusters Score -210948.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -210950.671875 Penalty: 772.104919 Iteration 29Q: 3 clusters Score -210950.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -210953.796875 Penalty: 772.104919 Iteration 30Q: 3 clusters Score -210953.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -210956.171875 Penalty: 772.104919 Iteration 31Q: 3 clusters Score -210956.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -210961.984375 Penalty: 772.104919 Iteration 32Q: 3 clusters Score -210962 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -210967.328125 Penalty: 772.104919 Iteration 33Q: 3 clusters Score -210967.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -210971.953125 Penalty: 772.104919 Iteration 34Q: 3 clusters Score -210972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -210976.875000 Penalty: 772.104919 Iteration 35Q: 3 clusters Score -210976.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -210981.921875 Penalty: 772.104919 Iteration 36Q: 3 clusters Score -210981.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -210985.796875 Penalty: 772.104919 Iteration 37Q: 3 clusters Score -210985.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -210990.062500 Penalty: 772.104919 Iteration 38Q: 3 clusters Score -210990.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -210998.781250 Penalty: 772.104919 Iteration 39Q: 3 clusters Score -210998.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -211010.906250 Penalty: 772.104919 Iteration 40F: 3 clusters Score -211010.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -211022.203125 Penalty: 772.104919 Iteration 41Q: 3 clusters Score -211022.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -211030.953125 Penalty: 772.104919 Iteration 42Q: 3 clusters Score -211031 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -211042.546875 Penalty: 772.104919 Iteration 43Q: 3 clusters Score -211042.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -211049.234375 Penalty: 772.104919 Iteration 44Q: 3 clusters Score -211049.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -211053.671875 Penalty: 772.104919 Iteration 45Q: 3 clusters Score -211053.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -211057.328125 Penalty: 772.104919 Iteration 46Q: 3 clusters Score -211057.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -211060.968750 Penalty: 772.104919 Iteration 47Q: 3 clusters Score -211061 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -211063.296875 Penalty: 772.104919 Iteration 48Q: 3 clusters Score -211063.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -211065.750000 Penalty: 772.104919 Iteration 49Q: 3 clusters Score -211065.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -211067.468750 Penalty: 772.104919 Iteration 50Q: 3 clusters Score -211067.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -211068.093750 Penalty: 772.104919 Iteration 51Q: 3 clusters Score -211068.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -211068.609375 Penalty: 772.104919 Iteration 52Q: 3 clusters Score -211068.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -211068.812500 Penalty: 772.104919 Iteration 53Q: 3 clusters Score -211068.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -211068.750000 Penalty: 772.104919 Iteration 54Q: 3 clusters Score -211068.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -211068.718750 Penalty: 772.104919 Iteration 55Q: 3 clusters Score -211068.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -211069.109375 Penalty: 772.104919 Iteration 56Q: 3 clusters Score -211069.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -211069.359375 Penalty: 772.104919 Iteration 57Q: 3 clusters Score -211069.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -211070.078125 Penalty: 772.104919 Iteration 58Q: 3 clusters Score -211070.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -211070.343750 Penalty: 772.104919 Iteration 59Q: 3 clusters Score -211070.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -211070.531250 Penalty: 772.104919 Iteration 60F: 3 clusters Score -211070.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -211070.921875 Penalty: 772.104919 Iteration 61Q: 3 clusters Score -211070.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -211071.171875 Penalty: 772.104919 Iteration 62Q: 3 clusters Score -211071.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -211071.000000 Penalty: 772.104919 Iteration 63Q: 3 clusters Score -211071 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -211070.953125 Penalty: 772.104919 Iteration 64Q: 3 clusters Score -211071 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -211070.953125 Penalty: 772.104919 Iteration 65F: 3 clusters Score -211071 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -4871.808594 Penalty: 233.945694 Iteration 0F: 2 clusters Score -4871.809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4609.486328 Penalty: 467.891388 Iteration 0F: 3 clusters Score -4609.486 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4675.266602 Penalty: 467.891388 Iteration 1F: 3 clusters Score -4675.267 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4678.023438 Penalty: 467.891388 Iteration 2Q: 3 clusters Score -4678.023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4679.306152 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -4679.306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4680.621582 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -4680.622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4681.198730 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -4681.199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4681.198730 Penalty: 467.891388 Iteration 6F: 3 clusters Score -4681.199 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Entering Unmasked Estep Score: -110695.335938 Penalty: 355.112000 Iteration 0F: 2 clusters Score -110695.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -108964.851562 Penalty: 710.223999 Iteration 0F: 3 clusters Score -108964.9 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -109623.226562 Penalty: 710.223999 Iteration 1F: 3 clusters Score -109623.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -109769.742188 Penalty: 710.223999 Iteration 2F: 3 clusters Score -109769.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -109919.882812 Penalty: 710.223999 Iteration 3F: 3 clusters Score -109919.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -110030.890625 Penalty: 710.223999 Iteration 4F: 3 clusters Score -110030.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -110115.906250 Penalty: 710.223999 Iteration 5F: 3 clusters Score -110115.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -110165.828125 Penalty: 710.223999 Iteration 6Q: 3 clusters Score -110165.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -110190.015625 Penalty: 710.223999 Iteration 7Q: 3 clusters Score -110190 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -110204.179688 Penalty: 710.223999 Iteration 8Q: 3 clusters Score -110204.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -110215.101562 Penalty: 710.223999 Iteration 9Q: 3 clusters Score -110215.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -110223.929688 Penalty: 710.223999 Iteration 10Q: 3 clusters Score -110223.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -110229.375000 Penalty: 710.223999 Iteration 11Q: 3 clusters Score -110229.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -110233.250000 Penalty: 710.223999 Iteration 12Q: 3 clusters Score -110233.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -110236.875000 Penalty: 710.223999 Iteration 13Q: 3 clusters Score -110236.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -110239.210938 Penalty: 710.223999 Iteration 14Q: 3 clusters Score -110239.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -110240.945312 Penalty: 710.223999 Iteration 15Q: 3 clusters Score -110240.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -110242.578125 Penalty: 710.223999 Iteration 16Q: 3 clusters Score -110242.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -110244.085938 Penalty: 710.223999 Iteration 17Q: 3 clusters Score -110244.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -110246.351562 Penalty: 710.223999 Iteration 18Q: 3 clusters Score -110246.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -110247.117188 Penalty: 710.223999 Iteration 19Q: 3 clusters Score -110247.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -110248.609375 Penalty: 710.223999 Iteration 20F: 3 clusters Score -110248.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -110251.250000 Penalty: 710.223999 Iteration 21Q: 3 clusters Score -110251.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -110252.367188 Penalty: 710.223999 Iteration 22Q: 3 clusters Score -110252.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -110253.632812 Penalty: 710.223999 Iteration 23Q: 3 clusters Score -110253.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -110255.453125 Penalty: 710.223999 Iteration 24Q: 3 clusters Score -110255.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -110257.406250 Penalty: 710.223999 Iteration 25Q: 3 clusters Score -110257.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -110259.023438 Penalty: 710.223999 Iteration 26Q: 3 clusters Score -110259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -110261.664062 Penalty: 710.223999 Iteration 27Q: 3 clusters Score -110261.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -110262.851562 Penalty: 710.223999 Iteration 28Q: 3 clusters Score -110262.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -110263.937500 Penalty: 710.223999 Iteration 29Q: 3 clusters Score -110263.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -110265.414062 Penalty: 710.223999 Iteration 30Q: 3 clusters Score -110265.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -110269.570312 Penalty: 710.223999 Iteration 31Q: 3 clusters Score -110269.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -110276.031250 Penalty: 710.223999 Iteration 32Q: 3 clusters Score -110276 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -110282.492188 Penalty: 710.223999 Iteration 33Q: 3 clusters Score -110282.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -110288.945312 Penalty: 710.223999 Iteration 34Q: 3 clusters Score -110288.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -110297.906250 Penalty: 710.223999 Iteration 35Q: 3 clusters Score -110297.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -110308.460938 Penalty: 710.223999 Iteration 36Q: 3 clusters Score -110308.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -110317.843750 Penalty: 710.223999 Iteration 37Q: 3 clusters Score -110317.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -110326.851562 Penalty: 710.223999 Iteration 38Q: 3 clusters Score -110326.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -110335.679688 Penalty: 710.223999 Iteration 39Q: 3 clusters Score -110335.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -110346.750000 Penalty: 710.223999 Iteration 40F: 3 clusters Score -110346.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -110355.328125 Penalty: 710.223999 Iteration 41Q: 3 clusters Score -110355.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -110360.570312 Penalty: 710.223999 Iteration 42Q: 3 clusters Score -110360.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -110363.148438 Penalty: 710.223999 Iteration 43Q: 3 clusters Score -110363.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -110368.125000 Penalty: 710.223999 Iteration 44Q: 3 clusters Score -110368.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -110372.968750 Penalty: 710.223999 Iteration 45Q: 3 clusters Score -110373 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -110376.281250 Penalty: 710.223999 Iteration 46Q: 3 clusters Score -110376.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -110378.210938 Penalty: 710.223999 Iteration 47Q: 3 clusters Score -110378.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -110379.289062 Penalty: 710.223999 Iteration 48Q: 3 clusters Score -110379.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -110379.945312 Penalty: 710.223999 Iteration 49Q: 3 clusters Score -110379.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -110380.226562 Penalty: 710.223999 Iteration 50Q: 3 clusters Score -110380.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -110380.226562 Penalty: 710.223999 Iteration 51F: 3 clusters Score -110380.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Entering Unmasked Estep Score: -63732.132812 Penalty: 330.065094 Iteration 0F: 2 clusters Score -63732.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -62659.460938 Penalty: 660.130188 Iteration 0F: 3 clusters Score -62659.46 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -62972.609375 Penalty: 660.130188 Iteration 1F: 3 clusters Score -62972.61 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -63019.867188 Penalty: 660.130188 Iteration 2F: 3 clusters Score -63019.87 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -63051.484375 Penalty: 660.130188 Iteration 3F: 3 clusters Score -63051.48 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -63063.507812 Penalty: 660.130188 Iteration 4Q: 3 clusters Score -63063.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63077.265625 Penalty: 660.130188 Iteration 5Q: 3 clusters Score -63077.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -63099.285156 Penalty: 660.130188 Iteration 6Q: 3 clusters Score -63099.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63116.949219 Penalty: 660.130188 Iteration 7Q: 3 clusters Score -63116.95 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -63134.742188 Penalty: 660.130188 Iteration 8Q: 3 clusters Score -63134.74 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -63149.699219 Penalty: 660.130188 Iteration 9Q: 3 clusters Score -63149.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63160.082031 Penalty: 660.130188 Iteration 10Q: 3 clusters Score -63160.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63169.839844 Penalty: 660.130188 Iteration 11Q: 3 clusters Score -63169.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -63179.062500 Penalty: 660.130188 Iteration 12Q: 3 clusters Score -63179.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63184.792969 Penalty: 660.130188 Iteration 13Q: 3 clusters Score -63184.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -63188.632812 Penalty: 660.130188 Iteration 14Q: 3 clusters Score -63188.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -63196.292969 Penalty: 660.130188 Iteration 15Q: 3 clusters Score -63196.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -63211.992188 Penalty: 660.130188 Iteration 16Q: 3 clusters Score -63211.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -63229.894531 Penalty: 660.130188 Iteration 17Q: 3 clusters Score -63229.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -63243.441406 Penalty: 660.130188 Iteration 18Q: 3 clusters Score -63243.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -63250.019531 Penalty: 660.130188 Iteration 19Q: 3 clusters Score -63250.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -63254.226562 Penalty: 660.130188 Iteration 20F: 3 clusters Score -63254.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -63262.160156 Penalty: 660.130188 Iteration 21Q: 3 clusters Score -63262.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -63270.464844 Penalty: 660.130188 Iteration 22Q: 3 clusters Score -63270.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -63276.035156 Penalty: 660.130188 Iteration 23Q: 3 clusters Score -63276.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -63280.074219 Penalty: 660.130188 Iteration 24Q: 3 clusters Score -63280.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -63283.691406 Penalty: 660.130188 Iteration 25Q: 3 clusters Score -63283.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -63286.664062 Penalty: 660.130188 Iteration 26Q: 3 clusters Score -63286.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -63289.078125 Penalty: 660.130188 Iteration 27Q: 3 clusters Score -63289.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -63290.527344 Penalty: 660.130188 Iteration 28Q: 3 clusters Score -63290.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -63291.695312 Penalty: 660.130188 Iteration 29Q: 3 clusters Score -63291.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -63293.253906 Penalty: 660.130188 Iteration 30Q: 3 clusters Score -63293.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -63294.328125 Penalty: 660.130188 Iteration 31Q: 3 clusters Score -63294.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -63296.027344 Penalty: 660.130188 Iteration 32Q: 3 clusters Score -63296.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -63299.039062 Penalty: 660.130188 Iteration 33Q: 3 clusters Score -63299.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -63303.824219 Penalty: 660.130188 Iteration 34Q: 3 clusters Score -63303.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -63309.148438 Penalty: 660.130188 Iteration 35Q: 3 clusters Score -63309.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -63310.945312 Penalty: 660.130188 Iteration 36Q: 3 clusters Score -63310.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -63312.101562 Penalty: 660.130188 Iteration 37Q: 3 clusters Score -63312.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -63313.042969 Penalty: 660.130188 Iteration 38Q: 3 clusters Score -63313.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -63314.093750 Penalty: 660.130188 Iteration 39Q: 3 clusters Score -63314.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -63315.347656 Penalty: 660.130188 Iteration 40F: 3 clusters Score -63315.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -63316.167969 Penalty: 660.130188 Iteration 41Q: 3 clusters Score -63316.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -63316.921875 Penalty: 660.130188 Iteration 42Q: 3 clusters Score -63316.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -63318.800781 Penalty: 660.130188 Iteration 43Q: 3 clusters Score -63318.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -63320.199219 Penalty: 660.130188 Iteration 44Q: 3 clusters Score -63320.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -63320.871094 Penalty: 660.130188 Iteration 45Q: 3 clusters Score -63320.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -63322.031250 Penalty: 660.130188 Iteration 46Q: 3 clusters Score -63322.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -63323.035156 Penalty: 660.130188 Iteration 47Q: 3 clusters Score -63323.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -63324.183594 Penalty: 660.130188 Iteration 48Q: 3 clusters Score -63324.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -63325.351562 Penalty: 660.130188 Iteration 49Q: 3 clusters Score -63325.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -63325.449219 Penalty: 660.130188 Iteration 50Q: 3 clusters Score -63325.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -63325.449219 Penalty: 660.130188 Iteration 51F: 3 clusters Score -63325.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Entering Unmasked Estep Score: -57761.230469 Penalty: 327.788788 Iteration 0F: 2 clusters Score -57761.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -56720.933594 Penalty: 655.577576 Iteration 0F: 3 clusters Score -56720.93 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -57104.402344 Penalty: 655.577576 Iteration 1F: 3 clusters Score -57104.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -57271.730469 Penalty: 655.577576 Iteration 2F: 3 clusters Score -57271.73 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -57379.468750 Penalty: 655.577576 Iteration 3F: 3 clusters Score -57379.47 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -57425.265625 Penalty: 655.577576 Iteration 4F: 3 clusters Score -57425.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -57445.566406 Penalty: 655.577576 Iteration 5Q: 3 clusters Score -57445.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -57463.574219 Penalty: 655.577576 Iteration 6Q: 3 clusters Score -57463.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -57478.812500 Penalty: 655.577576 Iteration 7Q: 3 clusters Score -57478.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -57491.433594 Penalty: 655.577576 Iteration 8Q: 3 clusters Score -57491.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -57498.851562 Penalty: 655.577576 Iteration 9Q: 3 clusters Score -57498.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -57501.816406 Penalty: 655.577576 Iteration 10Q: 3 clusters Score -57501.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -57503.687500 Penalty: 655.577576 Iteration 11Q: 3 clusters Score -57503.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -57504.613281 Penalty: 655.577576 Iteration 12Q: 3 clusters Score -57504.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -57505.921875 Penalty: 655.577576 Iteration 13Q: 3 clusters Score -57505.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -57507.324219 Penalty: 655.577576 Iteration 14Q: 3 clusters Score -57507.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -57507.480469 Penalty: 655.577576 Iteration 15Q: 3 clusters Score -57507.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -57507.480469 Penalty: 655.577576 Iteration 16F: 3 clusters Score -57507.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Entering Unmasked Estep Score: -133887.640625 Penalty: 375.081329 Iteration 0F: 2 clusters Score -133887.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -131276.687500 Penalty: 750.162659 Iteration 0F: 3 clusters Score -131276.7 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -132356.500000 Penalty: 750.162659 Iteration 1F: 3 clusters Score -132356.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -132580.546875 Penalty: 750.162659 Iteration 2F: 3 clusters Score -132580.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -132761.812500 Penalty: 750.162659 Iteration 3F: 3 clusters Score -132761.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -132901.078125 Penalty: 750.162659 Iteration 4F: 3 clusters Score -132901.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -132983.875000 Penalty: 750.162659 Iteration 5Q: 3 clusters Score -132983.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -133046.593750 Penalty: 750.162659 Iteration 6Q: 3 clusters Score -133046.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -133100.359375 Penalty: 750.162659 Iteration 7Q: 3 clusters Score -133100.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -133143.062500 Penalty: 750.162659 Iteration 8Q: 3 clusters Score -133143.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -133171.859375 Penalty: 750.162659 Iteration 9Q: 3 clusters Score -133171.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -133190.796875 Penalty: 750.162659 Iteration 10Q: 3 clusters Score -133190.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -133206.625000 Penalty: 750.162659 Iteration 11Q: 3 clusters Score -133206.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -133224.296875 Penalty: 750.162659 Iteration 12Q: 3 clusters Score -133224.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -133236.203125 Penalty: 750.162659 Iteration 13Q: 3 clusters Score -133236.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -133250.578125 Penalty: 750.162659 Iteration 14Q: 3 clusters Score -133250.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -133273.750000 Penalty: 750.162659 Iteration 15Q: 3 clusters Score -133273.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -133292.859375 Penalty: 750.162659 Iteration 16Q: 3 clusters Score -133292.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -133313.937500 Penalty: 750.162659 Iteration 17Q: 3 clusters Score -133313.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -133347.625000 Penalty: 750.162659 Iteration 18Q: 3 clusters Score -133347.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -133399.234375 Penalty: 750.162659 Iteration 19Q: 3 clusters Score -133399.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -133510.687500 Penalty: 750.162659 Iteration 20F: 3 clusters Score -133510.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -133737.890625 Penalty: 750.162659 Iteration 21Q: 3 clusters Score -133737.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -134052.750000 Penalty: 750.162659 Iteration 22Q: 3 clusters Score -134052.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -134264.750000 Penalty: 750.162659 Iteration 23Q: 3 clusters Score -134264.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -134358.218750 Penalty: 750.162659 Iteration 24Q: 3 clusters Score -134358.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -134386.875000 Penalty: 750.162659 Iteration 25Q: 3 clusters Score -134386.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -134397.031250 Penalty: 750.162659 Iteration 26Q: 3 clusters Score -134397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -134397.484375 Penalty: 750.162659 Iteration 27Q: 3 clusters Score -134397.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -134398.140625 Penalty: 750.162659 Iteration 28F: 3 clusters Score -134398.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -134398.765625 Penalty: 750.162659 Iteration 29Q: 3 clusters Score -134398.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -134398.765625 Penalty: 750.162659 Iteration 30F: 3 clusters Score -134398.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1509 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17678 members Mstep: Class 5 contains 995 members Mstep: Class 6 contains 2000 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 32088 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 12618 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 4840 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2452 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 91643 members Mstep: Class 22 contains 1509 members Mstep: Class 23 contains 4693 members Mstep: Class 24 contains 2750 members Mstep: Class 25 contains 4869 members Entering Unmasked Estep Score: -8685822.000000 Penalty: 13913.028320 Splitting cluster 20 changes total score from -8685501.000000 to -8685822.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 21 (91643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91643 members Entering Unmasked Estep Score: -4191309.250000 Penalty: 519.867371 Iteration 0F: 2 clusters Score -4191309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45663 members Mstep: Class 2 contains 45980 members Entering Unmasked Estep Score: -4129469.500000 Penalty: 1039.734741 Iteration 0F: 3 clusters Score -4129470 nChanged 44700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38989 members Mstep: Class 2 contains 52654 members Entering Unmasked Estep Score: -4161448.000000 Penalty: 1039.734741 Iteration 1F: 3 clusters Score -4161448 nChanged 6705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36268 members Mstep: Class 2 contains 55375 members Entering Unmasked Estep Score: -4166350.250000 Penalty: 1039.734741 Iteration 2F: 3 clusters Score -4166350 nChanged 6652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33432 members Mstep: Class 2 contains 58211 members Entering Unmasked Estep Score: -4171621.250000 Penalty: 1039.734741 Iteration 3F: 3 clusters Score -4171621 nChanged 6226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30680 members Mstep: Class 2 contains 60963 members Entering Unmasked Estep Score: -4176849.500000 Penalty: 1039.734741 Iteration 4F: 3 clusters Score -4176850 nChanged 5277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28189 members Mstep: Class 2 contains 63454 members Entering Unmasked Estep Score: -4181750.000000 Penalty: 1039.734741 Iteration 5F: 3 clusters Score -4181750 nChanged 4112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26115 members Mstep: Class 2 contains 65528 members Entering Unmasked Estep Score: -4185683.250000 Penalty: 1039.734741 Iteration 6Q: 3 clusters Score -4185683 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24271 members Mstep: Class 2 contains 67372 members Entering Unmasked Estep Score: -4188130.500000 Penalty: 1039.734741 Iteration 7Q: 3 clusters Score -4188130 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22543 members Mstep: Class 2 contains 69100 members Entering Unmasked Estep Score: -4189774.750000 Penalty: 1039.734741 Iteration 8Q: 3 clusters Score -4189775 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 70685 members Entering Unmasked Estep Score: -4191012.500000 Penalty: 1039.734741 Iteration 9Q: 3 clusters Score -4191012 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19490 members Mstep: Class 2 contains 72153 members Entering Unmasked Estep Score: -4191961.250000 Penalty: 1039.734741 Iteration 10Q: 3 clusters Score -4191961 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Mstep: Class 2 contains 73462 members Entering Unmasked Estep Score: -4192669.750000 Penalty: 1039.734741 Iteration 11Q: 3 clusters Score -4192670 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16969 members Mstep: Class 2 contains 74674 members Entering Unmasked Estep Score: -4193324.000000 Penalty: 1039.734741 Iteration 12Q: 3 clusters Score -4193324 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 75817 members Entering Unmasked Estep Score: -4193909.750000 Penalty: 1039.734741 Iteration 13Q: 3 clusters Score -4193910 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 76854 members Entering Unmasked Estep Score: -4194360.000000 Penalty: 1039.734741 Iteration 14Q: 3 clusters Score -4194360 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13870 members Mstep: Class 2 contains 77773 members Entering Unmasked Estep Score: -4194750.500000 Penalty: 1039.734741 Iteration 15Q: 3 clusters Score -4194750 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 78581 members Entering Unmasked Estep Score: -4195060.000000 Penalty: 1039.734741 Iteration 16Q: 3 clusters Score -4195060 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 79329 members Entering Unmasked Estep Score: -4195322.000000 Penalty: 1039.734741 Iteration 17Q: 3 clusters Score -4195322 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 79949 members Entering Unmasked Estep Score: -4195499.500000 Penalty: 1039.734741 Iteration 18Q: 3 clusters Score -4195500 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 80504 members Entering Unmasked Estep Score: -4195634.500000 Penalty: 1039.734741 Iteration 19Q: 3 clusters Score -4195634 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 80992 members Entering Unmasked Estep Score: -4195742.500000 Penalty: 1039.734741 Iteration 20F: 3 clusters Score -4195742 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 81385 members Entering Unmasked Estep Score: -4195815.500000 Penalty: 1039.734741 Iteration 21Q: 3 clusters Score -4195816 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 81703 members Entering Unmasked Estep Score: -4195874.000000 Penalty: 1039.734741 Iteration 22Q: 3 clusters Score -4195874 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 81981 members Entering Unmasked Estep Score: -4195914.500000 Penalty: 1039.734741 Iteration 23Q: 3 clusters Score -4195914 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 82239 members Entering Unmasked Estep Score: -4195955.500000 Penalty: 1039.734741 Iteration 24Q: 3 clusters Score -4195956 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 82475 members Entering Unmasked Estep Score: -4195981.500000 Penalty: 1039.734741 Iteration 25Q: 3 clusters Score -4195982 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 82674 members Entering Unmasked Estep Score: -4195997.500000 Penalty: 1039.734741 Iteration 26Q: 3 clusters Score -4195998 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 82836 members Entering Unmasked Estep Score: -4196030.500000 Penalty: 1039.734741 Iteration 27Q: 3 clusters Score -4196030 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 82967 members Entering Unmasked Estep Score: -4196034.500000 Penalty: 1039.734741 Iteration 28Q: 3 clusters Score -4196034 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 83083 members Entering Unmasked Estep Score: -4196060.000000 Penalty: 1039.734741 Iteration 29Q: 3 clusters Score -4196060 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 83193 members Entering Unmasked Estep Score: -4196066.500000 Penalty: 1039.734741 Iteration 30Q: 3 clusters Score -4196066 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 83290 members Entering Unmasked Estep Score: -4196080.000000 Penalty: 1039.734741 Iteration 31Q: 3 clusters Score -4196080 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 83371 members Entering Unmasked Estep Score: -4196083.500000 Penalty: 1039.734741 Iteration 32Q: 3 clusters Score -4196084 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 83444 members Entering Unmasked Estep Score: -4196083.500000 Penalty: 1039.734741 Iteration 33Q: 3 clusters Score -4196084 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 83502 members Entering Unmasked Estep Score: -4196076.000000 Penalty: 1039.734741 Iteration 34Q: 3 clusters Score -4196076 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 83548 members Entering Unmasked Estep Score: -4196069.500000 Penalty: 1039.734741 Iteration 35Q: 3 clusters Score -4196070 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 83585 members Entering Unmasked Estep Score: -4196075.500000 Penalty: 1039.734741 Iteration 36Q: 3 clusters Score -4196076 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 83616 members Entering Unmasked Estep Score: -4196071.500000 Penalty: 1039.734741 Iteration 37Q: 3 clusters Score -4196072 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 83642 members Entering Unmasked Estep Score: -4196075.000000 Penalty: 1039.734741 Iteration 38Q: 3 clusters Score -4196075 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 83661 members Entering Unmasked Estep Score: -4196069.000000 Penalty: 1039.734741 Iteration 39Q: 3 clusters Score -4196069 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 83679 members Entering Unmasked Estep Score: -4196065.500000 Penalty: 1039.734741 Iteration 40F: 3 clusters Score -4196066 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 83700 members Entering Unmasked Estep Score: -4196072.500000 Penalty: 1039.734741 Iteration 41Q: 3 clusters Score -4196072 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 83723 members Entering Unmasked Estep Score: -4196072.500000 Penalty: 1039.734741 Iteration 42Q: 3 clusters Score -4196072 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 83743 members Entering Unmasked Estep Score: -4196070.500000 Penalty: 1039.734741 Iteration 43Q: 3 clusters Score -4196070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 83766 members Entering Unmasked Estep Score: -4196072.000000 Penalty: 1039.734741 Iteration 44Q: 3 clusters Score -4196072 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 83793 members Entering Unmasked Estep Score: -4196074.000000 Penalty: 1039.734741 Iteration 45Q: 3 clusters Score -4196074 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 83813 members Entering Unmasked Estep Score: -4196076.500000 Penalty: 1039.734741 Iteration 46Q: 3 clusters Score -4196076 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 83830 members Entering Unmasked Estep Score: -4196076.000000 Penalty: 1039.734741 Iteration 47Q: 3 clusters Score -4196076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 83840 members Entering Unmasked Estep Score: -4196083.000000 Penalty: 1039.734741 Iteration 48Q: 3 clusters Score -4196083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 83845 members Entering Unmasked Estep Score: -4196081.000000 Penalty: 1039.734741 Iteration 49Q: 3 clusters Score -4196081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 83848 members Entering Unmasked Estep Score: -4196081.000000 Penalty: 1039.734741 Iteration 50Q: 3 clusters Score -4196081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 83850 members Entering Unmasked Estep Score: -4196080.000000 Penalty: 1039.734741 Iteration 51Q: 3 clusters Score -4196080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 83851 members Entering Unmasked Estep Score: -4196079.500000 Penalty: 1039.734741 Iteration 52Q: 3 clusters Score -4196080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 83852 members Entering Unmasked Estep Score: -4196078.500000 Penalty: 1039.734741 Iteration 53Q: 3 clusters Score -4196078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 83853 members Entering Unmasked Estep Score: -4196081.500000 Penalty: 1039.734741 Iteration 54Q: 3 clusters Score -4196082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 83853 members Entering Unmasked Estep Score: -4196081.500000 Penalty: 1039.734741 Iteration 55F: 3 clusters Score -4196082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1509 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17678 members Mstep: Class 5 contains 995 members Mstep: Class 6 contains 2000 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 32088 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 12618 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 4840 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2452 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 7790 members Mstep: Class 22 contains 1509 members Mstep: Class 23 contains 4693 members Mstep: Class 24 contains 2750 members Mstep: Class 25 contains 4869 members Mstep: Class 26 contains 83853 members Entering Unmasked Estep Score: -8690550.000000 Penalty: 14469.549805 Splitting cluster 21 changes total score from -8685501.000000 to -8690550.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 22 (1509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Entering Unmasked Estep Score: -54257.718750 Penalty: 333.023712 Iteration 0F: 2 clusters Score -54257.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -53103.519531 Penalty: 666.047424 Iteration 0F: 3 clusters Score -53103.52 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -53491.601562 Penalty: 666.047424 Iteration 1F: 3 clusters Score -53491.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -53585.488281 Penalty: 666.047424 Iteration 2F: 3 clusters Score -53585.49 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -53670.914062 Penalty: 666.047424 Iteration 3F: 3 clusters Score -53670.91 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -53747.585938 Penalty: 666.047424 Iteration 4F: 3 clusters Score -53747.59 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -53798.593750 Penalty: 666.047424 Iteration 5F: 3 clusters Score -53798.59 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -53850.781250 Penalty: 666.047424 Iteration 6Q: 3 clusters Score -53850.78 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -53888.785156 Penalty: 666.047424 Iteration 7Q: 3 clusters Score -53888.79 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -53926.976562 Penalty: 666.047424 Iteration 8Q: 3 clusters Score -53926.98 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -53953.214844 Penalty: 666.047424 Iteration 9Q: 3 clusters Score -53953.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -53972.058594 Penalty: 666.047424 Iteration 10Q: 3 clusters Score -53972.06 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -53999.496094 Penalty: 666.047424 Iteration 11Q: 3 clusters Score -53999.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -54025.718750 Penalty: 666.047424 Iteration 12Q: 3 clusters Score -54025.72 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -54045.304688 Penalty: 666.047424 Iteration 13Q: 3 clusters Score -54045.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -54058.847656 Penalty: 666.047424 Iteration 14Q: 3 clusters Score -54058.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -54065.410156 Penalty: 666.047424 Iteration 15Q: 3 clusters Score -54065.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -54068.062500 Penalty: 666.047424 Iteration 16Q: 3 clusters Score -54068.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -54069.214844 Penalty: 666.047424 Iteration 17Q: 3 clusters Score -54069.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -54069.699219 Penalty: 666.047424 Iteration 18Q: 3 clusters Score -54069.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -54069.949219 Penalty: 666.047424 Iteration 19Q: 3 clusters Score -54069.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -54070.019531 Penalty: 666.047424 Iteration 20F: 3 clusters Score -54070.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -54070.207031 Penalty: 666.047424 Iteration 21Q: 3 clusters Score -54070.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -54070.742188 Penalty: 666.047424 Iteration 22Q: 3 clusters Score -54070.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -54071.402344 Penalty: 666.047424 Iteration 23Q: 3 clusters Score -54071.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -54071.929688 Penalty: 666.047424 Iteration 24Q: 3 clusters Score -54071.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -54072.511719 Penalty: 666.047424 Iteration 25Q: 3 clusters Score -54072.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -54072.570312 Penalty: 666.047424 Iteration 26Q: 3 clusters Score -54072.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -54072.570312 Penalty: 666.047424 Iteration 27F: 3 clusters Score -54072.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Entering Unmasked Estep Score: -218496.562500 Penalty: 384.649109 Iteration 0F: 2 clusters Score -218496.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -215275.015625 Penalty: 769.298218 Iteration 0F: 3 clusters Score -215275 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -216506.843750 Penalty: 769.298218 Iteration 1F: 3 clusters Score -216506.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -216598.828125 Penalty: 769.298218 Iteration 2F: 3 clusters Score -216598.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -216705.140625 Penalty: 769.298218 Iteration 3Q: 3 clusters Score -216705.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -216844.781250 Penalty: 769.298218 Iteration 4F: 3 clusters Score -216844.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -217015.796875 Penalty: 769.298218 Iteration 5F: 3 clusters Score -217015.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -217247.828125 Penalty: 769.298218 Iteration 6F: 3 clusters Score -217247.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -217451.984375 Penalty: 769.298218 Iteration 7F: 3 clusters Score -217452 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -217641.328125 Penalty: 769.298218 Iteration 8F: 3 clusters Score -217641.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -217761.812500 Penalty: 769.298218 Iteration 9Q: 3 clusters Score -217761.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -217831.687500 Penalty: 769.298218 Iteration 10Q: 3 clusters Score -217831.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -217887.500000 Penalty: 769.298218 Iteration 11Q: 3 clusters Score -217887.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -217920.500000 Penalty: 769.298218 Iteration 12Q: 3 clusters Score -217920.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -217943.281250 Penalty: 769.298218 Iteration 13Q: 3 clusters Score -217943.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -217961.406250 Penalty: 769.298218 Iteration 14Q: 3 clusters Score -217961.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -217977.390625 Penalty: 769.298218 Iteration 15Q: 3 clusters Score -217977.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -217991.140625 Penalty: 769.298218 Iteration 16Q: 3 clusters Score -217991.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -218003.890625 Penalty: 769.298218 Iteration 17Q: 3 clusters Score -218003.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -218014.437500 Penalty: 769.298218 Iteration 18Q: 3 clusters Score -218014.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -218023.968750 Penalty: 769.298218 Iteration 19Q: 3 clusters Score -218024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -218034.031250 Penalty: 769.298218 Iteration 20F: 3 clusters Score -218034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -218041.921875 Penalty: 769.298218 Iteration 21Q: 3 clusters Score -218041.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -218048.156250 Penalty: 769.298218 Iteration 22Q: 3 clusters Score -218048.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -218053.421875 Penalty: 769.298218 Iteration 23Q: 3 clusters Score -218053.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -218057.609375 Penalty: 769.298218 Iteration 24Q: 3 clusters Score -218057.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -218063.093750 Penalty: 769.298218 Iteration 25Q: 3 clusters Score -218063.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -218069.078125 Penalty: 769.298218 Iteration 26Q: 3 clusters Score -218069.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -218076.765625 Penalty: 769.298218 Iteration 27Q: 3 clusters Score -218076.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -218083.843750 Penalty: 769.298218 Iteration 28Q: 3 clusters Score -218083.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -218095.656250 Penalty: 769.298218 Iteration 29Q: 3 clusters Score -218095.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -218106.765625 Penalty: 769.298218 Iteration 30Q: 3 clusters Score -218106.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -218112.234375 Penalty: 769.298218 Iteration 31Q: 3 clusters Score -218112.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -218116.281250 Penalty: 769.298218 Iteration 32Q: 3 clusters Score -218116.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -218119.468750 Penalty: 769.298218 Iteration 33Q: 3 clusters Score -218119.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -218121.984375 Penalty: 769.298218 Iteration 34Q: 3 clusters Score -218122 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -218128.468750 Penalty: 769.298218 Iteration 35Q: 3 clusters Score -218128.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -218131.015625 Penalty: 769.298218 Iteration 36Q: 3 clusters Score -218131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -218133.859375 Penalty: 769.298218 Iteration 37Q: 3 clusters Score -218133.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -218136.031250 Penalty: 769.298218 Iteration 38Q: 3 clusters Score -218136 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -218139.546875 Penalty: 769.298218 Iteration 39Q: 3 clusters Score -218139.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -218141.218750 Penalty: 769.298218 Iteration 40F: 3 clusters Score -218141.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -218142.046875 Penalty: 769.298218 Iteration 41Q: 3 clusters Score -218142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -218141.921875 Penalty: 769.298218 Iteration 42Q: 3 clusters Score -218141.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -218142.343750 Penalty: 769.298218 Iteration 43Q: 3 clusters Score -218142.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -218142.718750 Penalty: 769.298218 Iteration 44Q: 3 clusters Score -218142.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -218142.984375 Penalty: 769.298218 Iteration 45Q: 3 clusters Score -218143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -218142.984375 Penalty: 769.298218 Iteration 46F: 3 clusters Score -218143 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Entering Unmasked Estep Score: -184448.843750 Penalty: 386.324280 Iteration 0F: 2 clusters Score -184448.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -181125.765625 Penalty: 772.648560 Iteration 0F: 3 clusters Score -181125.8 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -182334.359375 Penalty: 772.648560 Iteration 1F: 3 clusters Score -182334.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -182510.765625 Penalty: 772.648560 Iteration 2F: 3 clusters Score -182510.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -182699.015625 Penalty: 772.648560 Iteration 3F: 3 clusters Score -182699 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -182941.765625 Penalty: 772.648560 Iteration 4F: 3 clusters Score -182941.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -183236.875000 Penalty: 772.648560 Iteration 5F: 3 clusters Score -183236.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -183496.625000 Penalty: 772.648560 Iteration 6F: 3 clusters Score -183496.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -183672.718750 Penalty: 772.648560 Iteration 7Q: 3 clusters Score -183672.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -183819.562500 Penalty: 772.648560 Iteration 8Q: 3 clusters Score -183819.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -183942.750000 Penalty: 772.648560 Iteration 9Q: 3 clusters Score -183942.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -184005.484375 Penalty: 772.648560 Iteration 10Q: 3 clusters Score -184005.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -184056.328125 Penalty: 772.648560 Iteration 11Q: 3 clusters Score -184056.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -184083.375000 Penalty: 772.648560 Iteration 12Q: 3 clusters Score -184083.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -184105.734375 Penalty: 772.648560 Iteration 13Q: 3 clusters Score -184105.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -184119.656250 Penalty: 772.648560 Iteration 14Q: 3 clusters Score -184119.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -184137.218750 Penalty: 772.648560 Iteration 15Q: 3 clusters Score -184137.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -184148.750000 Penalty: 772.648560 Iteration 16Q: 3 clusters Score -184148.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184157.906250 Penalty: 772.648560 Iteration 17Q: 3 clusters Score -184157.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -184162.062500 Penalty: 772.648560 Iteration 18Q: 3 clusters Score -184162.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -184163.500000 Penalty: 772.648560 Iteration 19Q: 3 clusters Score -184163.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -184164.656250 Penalty: 772.648560 Iteration 20F: 3 clusters Score -184164.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184168.265625 Penalty: 772.648560 Iteration 21Q: 3 clusters Score -184168.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184170.375000 Penalty: 772.648560 Iteration 22Q: 3 clusters Score -184170.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184173.265625 Penalty: 772.648560 Iteration 23Q: 3 clusters Score -184173.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -184177.468750 Penalty: 772.648560 Iteration 24Q: 3 clusters Score -184177.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -184181.750000 Penalty: 772.648560 Iteration 25Q: 3 clusters Score -184181.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184187.062500 Penalty: 772.648560 Iteration 26Q: 3 clusters Score -184187.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -184190.484375 Penalty: 772.648560 Iteration 27Q: 3 clusters Score -184190.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184191.265625 Penalty: 772.648560 Iteration 28Q: 3 clusters Score -184191.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -184193.312500 Penalty: 772.648560 Iteration 29Q: 3 clusters Score -184193.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -184193.312500 Penalty: 772.648560 Iteration 30F: 3 clusters Score -184193.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1509 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17678 members Mstep: Class 5 contains 995 members Mstep: Class 6 contains 2000 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 32088 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 12618 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 4840 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2452 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 7790 members Mstep: Class 22 contains 1509 members Mstep: Class 23 contains 4693 members Mstep: Class 25 contains 4869 members Entering Unmasked Estep ConsiderDeletion Score: -8690906.000000 Penalty: 14469.549805 Iteration 119Q: 27 clusters Score -8690906 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1482 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 17969 members Mstep: Class 5 contains 998 members Mstep: Class 6 contains 1962 members Mstep: Class 7 contains 1679 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2745 members Mstep: Class 10 contains 32092 members Mstep: Class 11 contains 5729 members Mstep: Class 12 contains 12771 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3469 members Mstep: Class 15 contains 4861 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2460 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1367 members Mstep: Class 20 contains 1135 members Mstep: Class 21 contains 7791 members Mstep: Class 22 contains 1515 members Mstep: Class 23 contains 4714 members Mstep: Class 24 contains 2694 members Mstep: Class 25 contains 4945 members Mstep: Class 26 contains 83291 members Entering Unmasked Estep ConsiderDeletion Score: -8691355.000000 Penalty: 14469.549805 Iteration 120F: 27 clusters Score -8691355 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1445 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 17917 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 1940 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2736 members Mstep: Class 10 contains 32086 members Mstep: Class 11 contains 5676 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3476 members Mstep: Class 15 contains 4668 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 2393 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 1178 members Mstep: Class 21 contains 7829 members Mstep: Class 22 contains 1520 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 2824 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 83651 members Entering Unmasked Estep ConsiderDeletion Score: -8691487.000000 Penalty: 14469.549805 Iteration 121Q: 27 clusters Score -8691487 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1396 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17878 members Mstep: Class 5 contains 950 members Mstep: Class 6 contains 1930 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2723 members Mstep: Class 10 contains 32077 members Mstep: Class 11 contains 5633 members Mstep: Class 12 contains 12795 members Mstep: Class 13 contains 4979 members Mstep: Class 14 contains 3479 members Mstep: Class 15 contains 4540 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2354 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1377 members Mstep: Class 20 contains 1219 members Mstep: Class 21 contains 7911 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4624 members Mstep: Class 24 contains 2896 members Mstep: Class 25 contains 4879 members Mstep: Class 26 contains 83809 members Entering Unmasked Estep ConsiderDeletion Score: -8691579.000000 Penalty: 14469.549805 Iteration 122Q: 27 clusters Score -8691579 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1363 members Mstep: Class 3 contains 1642 members Mstep: Class 4 contains 17851 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2710 members Mstep: Class 10 contains 32071 members Mstep: Class 11 contains 5600 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3484 members Mstep: Class 15 contains 4439 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2319 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1385 members Mstep: Class 20 contains 1251 members Mstep: Class 21 contains 8008 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4604 members Mstep: Class 24 contains 2959 members Mstep: Class 25 contains 4874 members Mstep: Class 26 contains 83884 members Entering Unmasked Estep ConsiderDeletion Score: -8691653.000000 Penalty: 14469.549805 Iteration 123Q: 27 clusters Score -8691653 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1646 members Mstep: Class 4 contains 17838 members Mstep: Class 5 contains 917 members Mstep: Class 6 contains 1917 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2690 members Mstep: Class 10 contains 32065 members Mstep: Class 11 contains 5572 members Mstep: Class 12 contains 12805 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3491 members Mstep: Class 15 contains 4356 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2281 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1389 members Mstep: Class 20 contains 1288 members Mstep: Class 21 contains 8092 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4586 members Mstep: Class 24 contains 3025 members Mstep: Class 25 contains 4875 members Mstep: Class 26 contains 83932 members Entering Unmasked Estep ConsiderDeletion Score: -8691696.000000 Penalty: 14469.549805 Iteration 124Q: 27 clusters Score -8691696 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1293 members Mstep: Class 3 contains 1641 members Mstep: Class 4 contains 17824 members Mstep: Class 5 contains 910 members Mstep: Class 6 contains 1913 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2679 members Mstep: Class 10 contains 32060 members Mstep: Class 11 contains 5550 members Mstep: Class 12 contains 12807 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3503 members Mstep: Class 15 contains 4282 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2256 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1388 members Mstep: Class 20 contains 1329 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4577 members Mstep: Class 24 contains 3085 members Mstep: Class 25 contains 4867 members Mstep: Class 26 contains 83954 members Entering Unmasked Estep ConsiderDeletion Score: -8691751.000000 Penalty: 14469.549805 Iteration 125Q: 27 clusters Score -8691751 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1260 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17816 members Mstep: Class 5 contains 903 members Mstep: Class 6 contains 1906 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2668 members Mstep: Class 10 contains 32058 members Mstep: Class 11 contains 5528 members Mstep: Class 12 contains 12808 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3511 members Mstep: Class 15 contains 4207 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2236 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1389 members Mstep: Class 20 contains 1364 members Mstep: Class 21 contains 8266 members Mstep: Class 22 contains 1546 members Mstep: Class 23 contains 4565 members Mstep: Class 24 contains 3128 members Mstep: Class 25 contains 4869 members Mstep: Class 26 contains 83978 members Entering Unmasked Estep ConsiderDeletion Score: -8691821.000000 Penalty: 14469.549805 Iteration 126Q: 27 clusters Score -8691821 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1230 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 17809 members Mstep: Class 5 contains 899 members Mstep: Class 6 contains 1899 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2660 members Mstep: Class 10 contains 32053 members Mstep: Class 11 contains 5508 members Mstep: Class 12 contains 12800 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3519 members Mstep: Class 15 contains 4154 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2214 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1393 members Mstep: Class 20 contains 1392 members Mstep: Class 21 contains 8347 members Mstep: Class 22 contains 1547 members Mstep: Class 23 contains 4560 members Mstep: Class 24 contains 3178 members Mstep: Class 25 contains 4869 members Mstep: Class 26 contains 83977 members Entering Unmasked Estep ConsiderDeletion Score: -8691898.000000 Penalty: 14469.549805 Iteration 127Q: 27 clusters Score -8691898 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1213 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 17794 members Mstep: Class 5 contains 894 members Mstep: Class 6 contains 1891 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2656 members Mstep: Class 10 contains 32052 members Mstep: Class 11 contains 5494 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3529 members Mstep: Class 15 contains 4100 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2190 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1400 members Mstep: Class 20 contains 1410 members Mstep: Class 21 contains 8420 members Mstep: Class 22 contains 1546 members Mstep: Class 23 contains 4559 members Mstep: Class 24 contains 3216 members Mstep: Class 25 contains 4880 members Mstep: Class 26 contains 83972 members Entering Unmasked Estep ConsiderDeletion Score: -8691893.000000 Penalty: 14469.549805 Iteration 128Q: 27 clusters Score -8691893 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1191 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 17785 members Mstep: Class 5 contains 886 members Mstep: Class 6 contains 1889 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2649 members Mstep: Class 10 contains 32051 members Mstep: Class 11 contains 5478 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3540 members Mstep: Class 15 contains 4056 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2173 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1403 members Mstep: Class 20 contains 1424 members Mstep: Class 21 contains 8486 members Mstep: Class 22 contains 1548 members Mstep: Class 23 contains 4560 members Mstep: Class 24 contains 3256 members Mstep: Class 25 contains 4885 members Mstep: Class 26 contains 83955 members Entering Unmasked Estep ConsiderDeletion Score: -8691897.000000 Penalty: 14469.549805 Iteration 129Q: 27 clusters Score -8691897 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1168 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17779 members Mstep: Class 5 contains 877 members Mstep: Class 6 contains 1891 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 32047 members Mstep: Class 11 contains 5463 members Mstep: Class 12 contains 12798 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3549 members Mstep: Class 15 contains 4017 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2171 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1405 members Mstep: Class 20 contains 1435 members Mstep: Class 21 contains 8543 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4559 members Mstep: Class 24 contains 3310 members Mstep: Class 25 contains 4878 members Mstep: Class 26 contains 83931 members Entering Unmasked Estep ConsiderDeletion Score: -8691912.000000 Penalty: 14469.549805 Iteration 130Q: 27 clusters Score -8691912 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1148 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17774 members Mstep: Class 5 contains 867 members Mstep: Class 6 contains 1888 members Mstep: Class 7 contains 1674 members Mstep: Class 8 contains 702 members Mstep: Class 9 contains 2636 members Mstep: Class 10 contains 32047 members Mstep: Class 11 contains 5450 members Mstep: Class 12 contains 12805 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3554 members Mstep: Class 15 contains 3988 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2172 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1410 members Mstep: Class 20 contains 1451 members Mstep: Class 21 contains 8604 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4556 members Mstep: Class 24 contains 3364 members Mstep: Class 25 contains 4865 members Mstep: Class 26 contains 83886 members Entering Unmasked Estep ConsiderDeletion Score: -8691947.000000 Penalty: 14469.549805 Iteration 131Q: 27 clusters Score -8691947 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1135 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17772 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 1887 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 702 members Mstep: Class 9 contains 2632 members Mstep: Class 10 contains 32047 members Mstep: Class 11 contains 5438 members Mstep: Class 12 contains 12809 members Mstep: Class 13 contains 4975 members Mstep: Class 14 contains 3560 members Mstep: Class 15 contains 3964 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2172 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1413 members Mstep: Class 20 contains 1462 members Mstep: Class 21 contains 8665 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4554 members Mstep: Class 24 contains 3407 members Mstep: Class 25 contains 4860 members Mstep: Class 26 contains 83828 members Entering Unmasked Estep ConsiderDeletion Score: -8691959.000000 Penalty: 14469.549805 Iteration 132Q: 27 clusters Score -8691959 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17766 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 1885 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 702 members Mstep: Class 9 contains 2631 members Mstep: Class 10 contains 32046 members Mstep: Class 11 contains 5427 members Mstep: Class 12 contains 12814 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3561 members Mstep: Class 15 contains 3937 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2173 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1418 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 8724 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3442 members Mstep: Class 25 contains 4868 members Mstep: Class 26 contains 83783 members Entering Unmasked Estep ConsiderDeletion Score: -8691967.000000 Penalty: 14469.549805 Iteration 133Q: 27 clusters Score -8691967 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17757 members Mstep: Class 5 contains 857 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 701 members Mstep: Class 9 contains 2631 members Mstep: Class 10 contains 32044 members Mstep: Class 11 contains 5416 members Mstep: Class 12 contains 12821 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3564 members Mstep: Class 15 contains 3917 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2170 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1420 members Mstep: Class 20 contains 1492 members Mstep: Class 21 contains 8773 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 4546 members Mstep: Class 24 contains 3472 members Mstep: Class 25 contains 4881 members Mstep: Class 26 contains 83738 members Entering Unmasked Estep ConsiderDeletion Score: -8691977.000000 Penalty: 14469.549805 Iteration 134Q: 27 clusters Score -8691977 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17749 members Mstep: Class 5 contains 855 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 701 members Mstep: Class 9 contains 2628 members Mstep: Class 10 contains 32040 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 12828 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3566 members Mstep: Class 15 contains 3899 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2169 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1421 members Mstep: Class 20 contains 1508 members Mstep: Class 21 contains 8824 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4543 members Mstep: Class 24 contains 3497 members Mstep: Class 25 contains 4888 members Mstep: Class 26 contains 83692 members Entering Unmasked Estep ConsiderDeletion Score: -8691992.000000 Penalty: 14469.549805 Iteration 135Q: 27 clusters Score -8691992 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1062 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 17747 members Mstep: Class 5 contains 851 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 700 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 32039 members Mstep: Class 11 contains 5406 members Mstep: Class 12 contains 12842 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3568 members Mstep: Class 15 contains 3886 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2167 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1419 members Mstep: Class 20 contains 1529 members Mstep: Class 21 contains 8860 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 4543 members Mstep: Class 24 contains 3518 members Mstep: Class 25 contains 4905 members Mstep: Class 26 contains 83645 members Entering Unmasked Estep ConsiderDeletion Score: -8691978.000000 Penalty: 14469.549805 Iteration 136Q: 27 clusters Score -8691978 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1048 members Mstep: Class 3 contains 1639 members Mstep: Class 4 contains 17738 members Mstep: Class 5 contains 850 members Mstep: Class 6 contains 1868 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 701 members Mstep: Class 9 contains 2619 members Mstep: Class 10 contains 32038 members Mstep: Class 11 contains 5401 members Mstep: Class 12 contains 12848 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3569 members Mstep: Class 15 contains 3871 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2165 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1422 members Mstep: Class 20 contains 1546 members Mstep: Class 21 contains 8900 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3528 members Mstep: Class 25 contains 4921 members Mstep: Class 26 contains 83607 members Entering Unmasked Estep ConsiderDeletion Score: -8691998.000000 Penalty: 14469.549805 Iteration 137Q: 27 clusters Score -8691998 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17723 members Mstep: Class 5 contains 848 members Mstep: Class 6 contains 1867 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 700 members Mstep: Class 9 contains 2616 members Mstep: Class 10 contains 32038 members Mstep: Class 11 contains 5398 members Mstep: Class 12 contains 12859 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3571 members Mstep: Class 15 contains 3858 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2161 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1424 members Mstep: Class 20 contains 1554 members Mstep: Class 21 contains 8928 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3539 members Mstep: Class 25 contains 4933 members Mstep: Class 26 contains 83585 members Entering Unmasked Estep ConsiderDeletion Score: -8692039.000000 Penalty: 14469.549805 Iteration 138Q: 27 clusters Score -8692039 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1022 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 17716 members Mstep: Class 5 contains 847 members Mstep: Class 6 contains 1867 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 700 members Mstep: Class 9 contains 2616 members Mstep: Class 10 contains 32034 members Mstep: Class 11 contains 5395 members Mstep: Class 12 contains 12866 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3575 members Mstep: Class 15 contains 3847 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2157 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1425 members Mstep: Class 20 contains 1562 members Mstep: Class 21 contains 8956 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3547 members Mstep: Class 25 contains 4945 members Mstep: Class 26 contains 83561 members Entering Unmasked Estep ConsiderDeletion Score: -8692053.000000 Penalty: 14469.549805 Iteration 139Q: 27 clusters Score -8692053 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1013 members Mstep: Class 3 contains 1641 members Mstep: Class 4 contains 17706 members Mstep: Class 5 contains 846 members Mstep: Class 6 contains 1864 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 702 members Mstep: Class 9 contains 2614 members Mstep: Class 10 contains 32032 members Mstep: Class 11 contains 5390 members Mstep: Class 12 contains 12874 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3577 members Mstep: Class 15 contains 3836 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1428 members Mstep: Class 20 contains 1571 members Mstep: Class 21 contains 8971 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3554 members Mstep: Class 25 contains 4953 members Mstep: Class 26 contains 83552 members Entering Unmasked Estep ConsiderDeletion Score: -8692038.000000 Penalty: 14469.549805 Iteration 140F: 27 clusters Score -8692038 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1006 members Mstep: Class 3 contains 1646 members Mstep: Class 4 contains 17694 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 1864 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 703 members Mstep: Class 9 contains 2609 members Mstep: Class 10 contains 32030 members Mstep: Class 11 contains 5385 members Mstep: Class 12 contains 12880 members Mstep: Class 13 contains 4979 members Mstep: Class 14 contains 3580 members Mstep: Class 15 contains 3826 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1431 members Mstep: Class 20 contains 1575 members Mstep: Class 21 contains 8977 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3564 members Mstep: Class 25 contains 4961 members Mstep: Class 26 contains 83551 members Entering Unmasked Estep ConsiderDeletion Score: -8692043.000000 Penalty: 14469.549805 Iteration 141Q: 27 clusters Score -8692043 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 997 members Mstep: Class 3 contains 1650 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 1865 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2604 members Mstep: Class 10 contains 32028 members Mstep: Class 11 contains 5382 members Mstep: Class 12 contains 12884 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3581 members Mstep: Class 15 contains 3818 members Mstep: Class 16 contains 167 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1584 members Mstep: Class 21 contains 8984 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4546 members Mstep: Class 24 contains 3570 members Mstep: Class 25 contains 4969 members Mstep: Class 26 contains 83547 members Entering Unmasked Estep ConsiderDeletion Score: -8692057.000000 Penalty: 14469.549805 Iteration 142Q: 27 clusters Score -8692057 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17683 members Mstep: Class 5 contains 833 members Mstep: Class 6 contains 1866 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2598 members Mstep: Class 10 contains 32025 members Mstep: Class 11 contains 5379 members Mstep: Class 12 contains 12885 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3815 members Mstep: Class 16 contains 167 members Mstep: Class 17 contains 2157 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 8990 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3580 members Mstep: Class 25 contains 4971 members Mstep: Class 26 contains 83542 members Entering Unmasked Estep ConsiderDeletion Score: -8692056.000000 Penalty: 14469.549805 Iteration 143Q: 27 clusters Score -8692056 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 983 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17678 members Mstep: Class 5 contains 828 members Mstep: Class 6 contains 1864 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2593 members Mstep: Class 10 contains 32025 members Mstep: Class 11 contains 5376 members Mstep: Class 12 contains 12885 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3811 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2157 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1603 members Mstep: Class 21 contains 8994 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4548 members Mstep: Class 24 contains 3588 members Mstep: Class 25 contains 4976 members Mstep: Class 26 contains 83544 members Entering Unmasked Estep ConsiderDeletion Score: -8692065.000000 Penalty: 14469.549805 Iteration 144Q: 27 clusters Score -8692065 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 975 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17675 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2590 members Mstep: Class 10 contains 32025 members Mstep: Class 11 contains 5376 members Mstep: Class 12 contains 12888 members Mstep: Class 13 contains 4978 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3810 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 2156 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1612 members Mstep: Class 21 contains 8999 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3595 members Mstep: Class 25 contains 4978 members Mstep: Class 26 contains 83539 members Entering Unmasked Estep ConsiderDeletion Score: -8692071.000000 Penalty: 14469.549805 Iteration 145Q: 27 clusters Score -8692071 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 965 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17675 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 1859 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2585 members Mstep: Class 10 contains 32025 members Mstep: Class 11 contains 5375 members Mstep: Class 12 contains 12891 members Mstep: Class 13 contains 4979 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3808 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 2156 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1629 members Mstep: Class 21 contains 9006 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3602 members Mstep: Class 25 contains 4979 members Mstep: Class 26 contains 83530 members Entering Unmasked Estep ConsiderDeletion Score: -8692081.000000 Penalty: 14469.549805 Iteration 146Q: 27 clusters Score -8692081 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 960 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17673 members Mstep: Class 5 contains 810 members Mstep: Class 6 contains 1856 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2578 members Mstep: Class 10 contains 32026 members Mstep: Class 11 contains 5377 members Mstep: Class 12 contains 12895 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3807 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1432 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 9011 members Mstep: Class 22 contains 1536 members Mstep: Class 23 contains 4548 members Mstep: Class 24 contains 3608 members Mstep: Class 25 contains 4980 members Mstep: Class 26 contains 83525 members Entering Unmasked Estep ConsiderDeletion Score: -8692093.000000 Penalty: 14469.549805 Iteration 147Q: 27 clusters Score -8692093 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 954 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17672 members Mstep: Class 5 contains 806 members Mstep: Class 6 contains 1855 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 2573 members Mstep: Class 10 contains 32024 members Mstep: Class 11 contains 5375 members Mstep: Class 12 contains 12896 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3803 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1433 members Mstep: Class 20 contains 1660 members Mstep: Class 21 contains 9017 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3612 members Mstep: Class 25 contains 4981 members Mstep: Class 26 contains 83521 members Entering Unmasked Estep ConsiderDeletion Score: -8692101.000000 Penalty: 14469.549805 Iteration 148Q: 27 clusters Score -8692101 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 949 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17670 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 1859 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2569 members Mstep: Class 10 contains 32019 members Mstep: Class 11 contains 5375 members Mstep: Class 12 contains 12896 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3801 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1434 members Mstep: Class 20 contains 1673 members Mstep: Class 21 contains 9021 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3611 members Mstep: Class 25 contains 4982 members Mstep: Class 26 contains 83518 members Entering Unmasked Estep ConsiderDeletion Score: -8692114.000000 Penalty: 14469.549805 Iteration 149Q: 27 clusters Score -8692114 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 942 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17669 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 1860 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2562 members Mstep: Class 10 contains 32017 members Mstep: Class 11 contains 5374 members Mstep: Class 12 contains 12898 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3800 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1434 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 9027 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3614 members Mstep: Class 25 contains 4983 members Mstep: Class 26 contains 83512 members Entering Unmasked Estep ConsiderDeletion Score: -8692116.000000 Penalty: 14469.549805 Iteration 150Q: 27 clusters Score -8692116 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 934 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17669 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 1866 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2559 members Mstep: Class 10 contains 32013 members Mstep: Class 11 contains 5370 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 4970 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 9029 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3619 members Mstep: Class 25 contains 4984 members Mstep: Class 26 contains 83510 members Entering Unmasked Estep ConsiderDeletion Score: -8692124.000000 Penalty: 14469.549805 Iteration 151Q: 27 clusters Score -8692124 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 924 members Mstep: Class 3 contains 1652 members Mstep: Class 4 contains 17668 members Mstep: Class 5 contains 801 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2555 members Mstep: Class 10 contains 32012 members Mstep: Class 11 contains 5366 members Mstep: Class 12 contains 12903 members Mstep: Class 13 contains 4969 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1714 members Mstep: Class 21 contains 9032 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3622 members Mstep: Class 25 contains 4990 members Mstep: Class 26 contains 83505 members Entering Unmasked Estep ConsiderDeletion Score: -8692129.000000 Penalty: 14469.549805 Iteration 152Q: 27 clusters Score -8692129 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 1654 members Mstep: Class 4 contains 17666 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 1860 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 32007 members Mstep: Class 11 contains 5363 members Mstep: Class 12 contains 12907 members Mstep: Class 13 contains 4970 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2154 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1727 members Mstep: Class 21 contains 9034 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3624 members Mstep: Class 25 contains 4993 members Mstep: Class 26 contains 83500 members Entering Unmasked Estep ConsiderDeletion Score: -8692136.000000 Penalty: 14469.549805 Iteration 153Q: 27 clusters Score -8692136 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 1654 members Mstep: Class 4 contains 17665 members Mstep: Class 5 contains 803 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2547 members Mstep: Class 10 contains 32003 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12909 members Mstep: Class 13 contains 4970 members Mstep: Class 14 contains 3583 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2156 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1737 members Mstep: Class 21 contains 9039 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3623 members Mstep: Class 25 contains 4999 members Mstep: Class 26 contains 83493 members Entering Unmasked Estep ConsiderDeletion Score: -8692140.000000 Penalty: 14469.549805 Iteration 154Q: 27 clusters Score -8692140 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 17665 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2544 members Mstep: Class 10 contains 31999 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4971 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2156 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1747 members Mstep: Class 21 contains 9042 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3624 members Mstep: Class 25 contains 5001 members Mstep: Class 26 contains 83488 members Entering Unmasked Estep ConsiderDeletion Score: -8692138.000000 Penalty: 14469.549805 Iteration 155Q: 27 clusters Score -8692138 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 897 members Mstep: Class 3 contains 1655 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 801 members Mstep: Class 6 contains 1862 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2541 members Mstep: Class 10 contains 31996 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4971 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3795 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1755 members Mstep: Class 21 contains 9043 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3625 members Mstep: Class 25 contains 5003 members Mstep: Class 26 contains 83488 members Entering Unmasked Estep ConsiderDeletion Score: -8692142.000000 Penalty: 14469.549805 Iteration 156Q: 27 clusters Score -8692142 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 1655 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31994 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3795 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 9044 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5004 members Mstep: Class 26 contains 83487 members Entering Unmasked Estep ConsiderDeletion Score: -8692135.000000 Penalty: 14469.549805 Iteration 157Q: 27 clusters Score -8692135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1860 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31990 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3796 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 1764 members Mstep: Class 21 contains 9045 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5003 members Mstep: Class 26 contains 83486 members Entering Unmasked Estep ConsiderDeletion Score: -8692140.000000 Penalty: 14469.549805 Iteration 158Q: 27 clusters Score -8692140 nChanged 12 Entering ConstructFrom: Score: -8692140.000000 Penalty: 14469.549805 Entering ConstructFrom: Trying to split cluster 1 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -14696.685547 Penalty: 280.238831 Iteration 0F: 2 clusters Score -14696.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14242.933594 Penalty: 560.477661 Iteration 0F: 3 clusters Score -14242.93 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14410.486328 Penalty: 560.477661 Iteration 1F: 3 clusters Score -14410.49 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14464.109375 Penalty: 560.477661 Iteration 2F: 3 clusters Score -14464.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14491.852539 Penalty: 560.477661 Iteration 3Q: 3 clusters Score -14491.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -14511.906250 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -14511.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -14524.999023 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -14525 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14538.821289 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -14538.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14546.610352 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -14546.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14548.106445 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -14548.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14549.435547 Penalty: 560.477661 Iteration 9Q: 3 clusters Score -14549.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14549.435547 Penalty: 560.477661 Iteration 10F: 3 clusters Score -14549.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -29013.531250 Penalty: 309.153687 Iteration 0F: 2 clusters Score -29013.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -28273.498047 Penalty: 618.307373 Iteration 0F: 3 clusters Score -28273.5 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -28499.886719 Penalty: 618.307373 Iteration 1F: 3 clusters Score -28499.89 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -28546.630859 Penalty: 618.307373 Iteration 2F: 3 clusters Score -28546.63 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -28578.378906 Penalty: 618.307373 Iteration 3Q: 3 clusters Score -28578.38 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -28601.832031 Penalty: 618.307373 Iteration 4Q: 3 clusters Score -28601.83 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -28620.070312 Penalty: 618.307373 Iteration 5Q: 3 clusters Score -28620.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -28634.072266 Penalty: 618.307373 Iteration 6Q: 3 clusters Score -28634.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -28642.937500 Penalty: 618.307373 Iteration 7Q: 3 clusters Score -28642.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -28649.240234 Penalty: 618.307373 Iteration 8Q: 3 clusters Score -28649.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -28658.171875 Penalty: 618.307373 Iteration 9Q: 3 clusters Score -28658.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -28669.689453 Penalty: 618.307373 Iteration 10Q: 3 clusters Score -28669.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -28680.974609 Penalty: 618.307373 Iteration 11Q: 3 clusters Score -28680.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -28695.091797 Penalty: 618.307373 Iteration 12Q: 3 clusters Score -28695.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -28706.634766 Penalty: 618.307373 Iteration 13Q: 3 clusters Score -28706.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -28719.808594 Penalty: 618.307373 Iteration 14Q: 3 clusters Score -28719.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -28727.597656 Penalty: 618.307373 Iteration 15Q: 3 clusters Score -28727.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -28728.464844 Penalty: 618.307373 Iteration 16Q: 3 clusters Score -28728.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28729.179688 Penalty: 618.307373 Iteration 17Q: 3 clusters Score -28729.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -28730.757812 Penalty: 618.307373 Iteration 18Q: 3 clusters Score -28730.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -28731.832031 Penalty: 618.307373 Iteration 19Q: 3 clusters Score -28731.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -28732.410156 Penalty: 618.307373 Iteration 20F: 3 clusters Score -28732.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Entering Unmasked Estep Score: -72387.945312 Penalty: 337.253296 Iteration 0F: 2 clusters Score -72387.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -71196.281250 Penalty: 674.506592 Iteration 0F: 3 clusters Score -71196.28 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -71564.851562 Penalty: 674.506592 Iteration 1F: 3 clusters Score -71564.85 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -71624.640625 Penalty: 674.506592 Iteration 2F: 3 clusters Score -71624.64 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -71666.437500 Penalty: 674.506592 Iteration 3F: 3 clusters Score -71666.44 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -71708.000000 Penalty: 674.506592 Iteration 4F: 3 clusters Score -71708 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -71747.101562 Penalty: 674.506592 Iteration 5Q: 3 clusters Score -71747.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -71786.578125 Penalty: 674.506592 Iteration 6Q: 3 clusters Score -71786.58 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71824.242188 Penalty: 674.506592 Iteration 7Q: 3 clusters Score -71824.24 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -71865.867188 Penalty: 674.506592 Iteration 8Q: 3 clusters Score -71865.87 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -71917.523438 Penalty: 674.506592 Iteration 9Q: 3 clusters Score -71917.52 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -71965.929688 Penalty: 674.506592 Iteration 10Q: 3 clusters Score -71965.93 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -72010.875000 Penalty: 674.506592 Iteration 11Q: 3 clusters Score -72010.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -72036.328125 Penalty: 674.506592 Iteration 12Q: 3 clusters Score -72036.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72048.132812 Penalty: 674.506592 Iteration 13Q: 3 clusters Score -72048.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -72055.171875 Penalty: 674.506592 Iteration 14Q: 3 clusters Score -72055.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -72061.937500 Penalty: 674.506592 Iteration 15Q: 3 clusters Score -72061.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -72066.242188 Penalty: 674.506592 Iteration 16Q: 3 clusters Score -72066.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -72068.453125 Penalty: 674.506592 Iteration 17Q: 3 clusters Score -72068.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -72069.375000 Penalty: 674.506592 Iteration 18Q: 3 clusters Score -72069.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -72069.757812 Penalty: 674.506592 Iteration 19Q: 3 clusters Score -72069.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -72070.429688 Penalty: 674.506592 Iteration 20F: 3 clusters Score -72070.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -72071.531250 Penalty: 674.506592 Iteration 21Q: 3 clusters Score -72071.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -72072.625000 Penalty: 674.506592 Iteration 22Q: 3 clusters Score -72072.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -72072.562500 Penalty: 674.506592 Iteration 23Q: 3 clusters Score -72072.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -72072.562500 Penalty: 674.506592 Iteration 24F: 3 clusters Score -72072.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Entering Unmasked Estep Score: -763047.875000 Penalty: 444.954834 Iteration 0F: 2 clusters Score -763047.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8822 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -751410.187500 Penalty: 889.909668 Iteration 0F: 3 clusters Score -751410.2 nChanged 8254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -756474.437500 Penalty: 889.909668 Iteration 1F: 3 clusters Score -756474.4 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -757025.500000 Penalty: 889.909668 Iteration 2F: 3 clusters Score -757025.5 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -757559.625000 Penalty: 889.909668 Iteration 3F: 3 clusters Score -757559.6 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -758152.125000 Penalty: 889.909668 Iteration 4F: 3 clusters Score -758152.1 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -758815.437500 Penalty: 889.909668 Iteration 5F: 3 clusters Score -758815.4 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -759479.187500 Penalty: 889.909668 Iteration 6F: 3 clusters Score -759479.2 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -760130.937500 Penalty: 889.909668 Iteration 7F: 3 clusters Score -760130.9 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 15065 members Entering Unmasked Estep Score: -760735.687500 Penalty: 889.909668 Iteration 8Q: 3 clusters Score -760735.7 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -761302.437500 Penalty: 889.909668 Iteration 9Q: 3 clusters Score -761302.4 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 16470 members Entering Unmasked Estep Score: -761752.187500 Penalty: 889.909668 Iteration 10Q: 3 clusters Score -761752.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -762089.062500 Penalty: 889.909668 Iteration 11Q: 3 clusters Score -762089.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -762322.500000 Penalty: 889.909668 Iteration 12Q: 3 clusters Score -762322.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 17402 members Entering Unmasked Estep Score: -762472.250000 Penalty: 889.909668 Iteration 13Q: 3 clusters Score -762472.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -762552.000000 Penalty: 889.909668 Iteration 14Q: 3 clusters Score -762552 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 17534 members Entering Unmasked Estep Score: -762582.875000 Penalty: 889.909668 Iteration 15Q: 3 clusters Score -762582.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -762605.812500 Penalty: 889.909668 Iteration 16Q: 3 clusters Score -762605.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 17566 members Entering Unmasked Estep Score: -762617.000000 Penalty: 889.909668 Iteration 17Q: 3 clusters Score -762617 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 17571 members Entering Unmasked Estep Score: -762620.375000 Penalty: 889.909668 Iteration 18Q: 3 clusters Score -762620.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -762621.125000 Penalty: 889.909668 Iteration 19Q: 3 clusters Score -762621.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -762627.312500 Penalty: 889.909668 Iteration 20F: 3 clusters Score -762627.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -762635.875000 Penalty: 889.909668 Iteration 21Q: 3 clusters Score -762635.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 17582 members Entering Unmasked Estep Score: -762640.000000 Penalty: 889.909668 Iteration 22Q: 3 clusters Score -762640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -762642.187500 Penalty: 889.909668 Iteration 23Q: 3 clusters Score -762642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 17582 members Entering Unmasked Estep Score: -762642.187500 Penalty: 889.909668 Iteration 24Q: 3 clusters Score -762642.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -762644.375000 Penalty: 889.909668 Iteration 25Q: 3 clusters Score -762644.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -762644.375000 Penalty: 889.909668 Iteration 26F: 3 clusters Score -762644.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Entering Unmasked Estep Score: -31419.318359 Penalty: 304.149841 Iteration 0F: 2 clusters Score -31419.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -30740.765625 Penalty: 608.299683 Iteration 0F: 3 clusters Score -30740.77 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -30944.232422 Penalty: 608.299683 Iteration 1F: 3 clusters Score -30944.23 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -30997.470703 Penalty: 608.299683 Iteration 2F: 3 clusters Score -30997.47 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -31045.261719 Penalty: 608.299683 Iteration 3F: 3 clusters Score -31045.26 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -31104.164062 Penalty: 608.299683 Iteration 4F: 3 clusters Score -31104.16 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -31154.074219 Penalty: 608.299683 Iteration 5Q: 3 clusters Score -31154.07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31237.597656 Penalty: 608.299683 Iteration 6F: 3 clusters Score -31237.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -31291.121094 Penalty: 608.299683 Iteration 7Q: 3 clusters Score -31291.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -31327.320312 Penalty: 608.299683 Iteration 8Q: 3 clusters Score -31327.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -31350.453125 Penalty: 608.299683 Iteration 9Q: 3 clusters Score -31350.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -31365.615234 Penalty: 608.299683 Iteration 10Q: 3 clusters Score -31365.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -31370.193359 Penalty: 608.299683 Iteration 11Q: 3 clusters Score -31370.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31371.777344 Penalty: 608.299683 Iteration 12Q: 3 clusters Score -31371.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -31372.101562 Penalty: 608.299683 Iteration 13Q: 3 clusters Score -31372.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -31372.101562 Penalty: 608.299683 Iteration 14F: 3 clusters Score -31372.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Entering Unmasked Estep Score: -77215.398438 Penalty: 342.563538 Iteration 0F: 2 clusters Score -77215.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -75899.398438 Penalty: 685.127075 Iteration 0F: 3 clusters Score -75899.4 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -76383.171875 Penalty: 685.127075 Iteration 1F: 3 clusters Score -76383.17 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -76482.476562 Penalty: 685.127075 Iteration 2F: 3 clusters Score -76482.48 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -76540.367188 Penalty: 685.127075 Iteration 3F: 3 clusters Score -76540.37 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -76577.484375 Penalty: 685.127075 Iteration 4Q: 3 clusters Score -76577.48 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -76610.593750 Penalty: 685.127075 Iteration 5Q: 3 clusters Score -76610.59 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -76631.062500 Penalty: 685.127075 Iteration 6Q: 3 clusters Score -76631.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -76645.601562 Penalty: 685.127075 Iteration 7Q: 3 clusters Score -76645.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -76656.382812 Penalty: 685.127075 Iteration 8Q: 3 clusters Score -76656.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -76666.500000 Penalty: 685.127075 Iteration 9Q: 3 clusters Score -76666.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -76679.492188 Penalty: 685.127075 Iteration 10Q: 3 clusters Score -76679.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -76692.015625 Penalty: 685.127075 Iteration 11Q: 3 clusters Score -76692.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -76702.890625 Penalty: 685.127075 Iteration 12Q: 3 clusters Score -76702.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -76716.609375 Penalty: 685.127075 Iteration 13Q: 3 clusters Score -76716.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -76731.578125 Penalty: 685.127075 Iteration 14Q: 3 clusters Score -76731.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -76744.328125 Penalty: 685.127075 Iteration 15Q: 3 clusters Score -76744.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -76756.789062 Penalty: 685.127075 Iteration 16Q: 3 clusters Score -76756.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -76772.148438 Penalty: 685.127075 Iteration 17Q: 3 clusters Score -76772.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -76797.078125 Penalty: 685.127075 Iteration 18Q: 3 clusters Score -76797.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -76813.742188 Penalty: 685.127075 Iteration 19Q: 3 clusters Score -76813.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -76824.453125 Penalty: 685.127075 Iteration 20F: 3 clusters Score -76824.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -76831.914062 Penalty: 685.127075 Iteration 21Q: 3 clusters Score -76831.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -76836.554688 Penalty: 685.127075 Iteration 22Q: 3 clusters Score -76836.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -76839.804688 Penalty: 685.127075 Iteration 23Q: 3 clusters Score -76839.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -76842.000000 Penalty: 685.127075 Iteration 24Q: 3 clusters Score -76842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -76842.820312 Penalty: 685.127075 Iteration 25Q: 3 clusters Score -76842.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -76843.843750 Penalty: 685.127075 Iteration 26Q: 3 clusters Score -76843.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -76844.515625 Penalty: 685.127075 Iteration 27Q: 3 clusters Score -76844.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -76844.843750 Penalty: 685.127075 Iteration 28Q: 3 clusters Score -76844.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -76844.937500 Penalty: 685.127075 Iteration 29Q: 3 clusters Score -76844.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -76845.164062 Penalty: 685.127075 Iteration 30Q: 3 clusters Score -76845.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -76845.164062 Penalty: 685.127075 Iteration 31F: 3 clusters Score -76845.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Entering Unmasked Estep Score: -65624.703125 Penalty: 337.663574 Iteration 0F: 2 clusters Score -65624.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -64369.773438 Penalty: 675.327148 Iteration 0F: 3 clusters Score -64369.77 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -64816.644531 Penalty: 675.327148 Iteration 1F: 3 clusters Score -64816.64 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -64932.339844 Penalty: 675.327148 Iteration 2F: 3 clusters Score -64932.34 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -65021.398438 Penalty: 675.327148 Iteration 3F: 3 clusters Score -65021.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -65090.027344 Penalty: 675.327148 Iteration 4F: 3 clusters Score -65090.03 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -65176.066406 Penalty: 675.327148 Iteration 5Q: 3 clusters Score -65176.07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -65301.074219 Penalty: 675.327148 Iteration 6Q: 3 clusters Score -65301.07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -65452.960938 Penalty: 675.327148 Iteration 7Q: 3 clusters Score -65452.96 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -65591.390625 Penalty: 675.327148 Iteration 8Q: 3 clusters Score -65591.39 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -65655.789062 Penalty: 675.327148 Iteration 9Q: 3 clusters Score -65655.79 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -65697.187500 Penalty: 675.327148 Iteration 10Q: 3 clusters Score -65697.19 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -65733.648438 Penalty: 675.327148 Iteration 11Q: 3 clusters Score -65733.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -65749.367188 Penalty: 675.327148 Iteration 12Q: 3 clusters Score -65749.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -65757.015625 Penalty: 675.327148 Iteration 13Q: 3 clusters Score -65757.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -65763.000000 Penalty: 675.327148 Iteration 14Q: 3 clusters Score -65763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -65764.718750 Penalty: 675.327148 Iteration 15Q: 3 clusters Score -65764.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -65765.539062 Penalty: 675.327148 Iteration 16Q: 3 clusters Score -65765.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -65765.773438 Penalty: 675.327148 Iteration 17Q: 3 clusters Score -65765.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -65766.210938 Penalty: 675.327148 Iteration 18Q: 3 clusters Score -65766.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -65766.375000 Penalty: 675.327148 Iteration 19Q: 3 clusters Score -65766.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -65774.562500 Penalty: 675.327148 Iteration 20F: 3 clusters Score -65774.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -65777.296875 Penalty: 675.327148 Iteration 21Q: 3 clusters Score -65777.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -65777.929688 Penalty: 675.327148 Iteration 22Q: 3 clusters Score -65777.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -65778.359375 Penalty: 675.327148 Iteration 23Q: 3 clusters Score -65778.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -65779.273438 Penalty: 675.327148 Iteration 24Q: 3 clusters Score -65779.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -65779.664062 Penalty: 675.327148 Iteration 25Q: 3 clusters Score -65779.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -65779.664062 Penalty: 675.327148 Iteration 26F: 3 clusters Score -65779.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 893 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31986 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3793 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 9045 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5002 members Mstep: Class 26 contains 83488 members Mstep: Class 27 contains 927 members Entering Unmasked Estep Score: -8692072.000000 Penalty: 15026.070312 Splitting cluster 7 changes total score from -8692140.000000 to -8692072.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -19091.726562 Penalty: 298.591217 Iteration 0F: 2 clusters Score -19091.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18476.140625 Penalty: 597.182434 Iteration 0F: 3 clusters Score -18476.14 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -18702.693359 Penalty: 597.182434 Iteration 1F: 3 clusters Score -18702.69 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18760.335938 Penalty: 597.182434 Iteration 2F: 3 clusters Score -18760.34 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -18779.984375 Penalty: 597.182434 Iteration 3Q: 3 clusters Score -18779.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -18789.943359 Penalty: 597.182434 Iteration 4Q: 3 clusters Score -18789.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -18799.906250 Penalty: 597.182434 Iteration 5Q: 3 clusters Score -18799.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -18806.908203 Penalty: 597.182434 Iteration 6Q: 3 clusters Score -18806.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -18814.654297 Penalty: 597.182434 Iteration 7Q: 3 clusters Score -18814.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18819.929688 Penalty: 597.182434 Iteration 8Q: 3 clusters Score -18819.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -18827.242188 Penalty: 597.182434 Iteration 9Q: 3 clusters Score -18827.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -18837.343750 Penalty: 597.182434 Iteration 10Q: 3 clusters Score -18837.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -18848.265625 Penalty: 597.182434 Iteration 11Q: 3 clusters Score -18848.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -18853.796875 Penalty: 597.182434 Iteration 12Q: 3 clusters Score -18853.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -18855.501953 Penalty: 597.182434 Iteration 13Q: 3 clusters Score -18855.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -18856.541016 Penalty: 597.182434 Iteration 14Q: 3 clusters Score -18856.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -18856.541016 Penalty: 597.182434 Iteration 15F: 3 clusters Score -18856.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Entering Unmasked Estep Score: -108415.406250 Penalty: 356.662567 Iteration 0F: 2 clusters Score -108415.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -106615.648438 Penalty: 713.325134 Iteration 0F: 3 clusters Score -106615.6 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -107359.539062 Penalty: 713.325134 Iteration 1F: 3 clusters Score -107359.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -107508.984375 Penalty: 713.325134 Iteration 2F: 3 clusters Score -107509 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -107641.335938 Penalty: 713.325134 Iteration 3F: 3 clusters Score -107641.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -107733.648438 Penalty: 713.325134 Iteration 4F: 3 clusters Score -107733.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -107802.742188 Penalty: 713.325134 Iteration 5Q: 3 clusters Score -107802.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -107857.945312 Penalty: 713.325134 Iteration 6Q: 3 clusters Score -107857.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -107893.687500 Penalty: 713.325134 Iteration 7Q: 3 clusters Score -107893.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -107915.515625 Penalty: 713.325134 Iteration 8Q: 3 clusters Score -107915.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -107924.718750 Penalty: 713.325134 Iteration 9Q: 3 clusters Score -107924.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -107929.640625 Penalty: 713.325134 Iteration 10Q: 3 clusters Score -107929.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -107935.398438 Penalty: 713.325134 Iteration 11Q: 3 clusters Score -107935.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -107942.523438 Penalty: 713.325134 Iteration 12Q: 3 clusters Score -107942.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -107950.281250 Penalty: 713.325134 Iteration 13Q: 3 clusters Score -107950.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -107954.414062 Penalty: 713.325134 Iteration 14Q: 3 clusters Score -107954.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -107957.664062 Penalty: 713.325134 Iteration 15Q: 3 clusters Score -107957.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -107960.796875 Penalty: 713.325134 Iteration 16Q: 3 clusters Score -107960.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -107963.945312 Penalty: 713.325134 Iteration 17Q: 3 clusters Score -107963.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -107966.453125 Penalty: 713.325134 Iteration 18Q: 3 clusters Score -107966.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -107967.570312 Penalty: 713.325134 Iteration 19Q: 3 clusters Score -107967.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -107968.828125 Penalty: 713.325134 Iteration 20F: 3 clusters Score -107968.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -107969.679688 Penalty: 713.325134 Iteration 21Q: 3 clusters Score -107969.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -107970.304688 Penalty: 713.325134 Iteration 22Q: 3 clusters Score -107970.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -107970.992188 Penalty: 713.325134 Iteration 23Q: 3 clusters Score -107971 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -107971.742188 Penalty: 713.325134 Iteration 24Q: 3 clusters Score -107971.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -107972.468750 Penalty: 713.325134 Iteration 25Q: 3 clusters Score -107972.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -107973.156250 Penalty: 713.325134 Iteration 26Q: 3 clusters Score -107973.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -107973.679688 Penalty: 713.325134 Iteration 27Q: 3 clusters Score -107973.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -107974.429688 Penalty: 713.325134 Iteration 28Q: 3 clusters Score -107974.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -107975.593750 Penalty: 713.325134 Iteration 29Q: 3 clusters Score -107975.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -107976.484375 Penalty: 713.325134 Iteration 30Q: 3 clusters Score -107976.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -107976.750000 Penalty: 713.325134 Iteration 31Q: 3 clusters Score -107976.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -107977.437500 Penalty: 713.325134 Iteration 32Q: 3 clusters Score -107977.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -107977.578125 Penalty: 713.325134 Iteration 33Q: 3 clusters Score -107977.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -107977.679688 Penalty: 713.325134 Iteration 34Q: 3 clusters Score -107977.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -107977.601562 Penalty: 713.325134 Iteration 35Q: 3 clusters Score -107977.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -107977.601562 Penalty: 713.325134 Iteration 36F: 3 clusters Score -107977.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31986 members Entering Unmasked Estep Score: -1471379.750000 Penalty: 471.973938 Iteration 0F: 2 clusters Score -1471380 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 16034 members Entering Unmasked Estep Score: -1449908.750000 Penalty: 943.947876 Iteration 0F: 3 clusters Score -1449909 nChanged 15405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -1458846.875000 Penalty: 943.947876 Iteration 1F: 3 clusters Score -1458847 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -1459337.250000 Penalty: 943.947876 Iteration 2Q: 3 clusters Score -1459337 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 17698 members Entering Unmasked Estep Score: -1459931.750000 Penalty: 943.947876 Iteration 3Q: 3 clusters Score -1459932 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -1460664.125000 Penalty: 943.947876 Iteration 4F: 3 clusters Score -1460664 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -1461620.500000 Penalty: 943.947876 Iteration 5F: 3 clusters Score -1461620 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 20590 members Entering Unmasked Estep Score: -1462948.000000 Penalty: 943.947876 Iteration 6F: 3 clusters Score -1462948 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 21906 members Entering Unmasked Estep Score: -1464494.875000 Penalty: 943.947876 Iteration 7F: 3 clusters Score -1464495 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -1465896.875000 Penalty: 943.947876 Iteration 8F: 3 clusters Score -1465897 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -1466984.250000 Penalty: 943.947876 Iteration 9Q: 3 clusters Score -1466984 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 25190 members Entering Unmasked Estep Score: -1467768.875000 Penalty: 943.947876 Iteration 10Q: 3 clusters Score -1467769 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 25970 members Entering Unmasked Estep Score: -1468266.625000 Penalty: 943.947876 Iteration 11Q: 3 clusters Score -1468267 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -1468651.250000 Penalty: 943.947876 Iteration 12Q: 3 clusters Score -1468651 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 27254 members Entering Unmasked Estep Score: -1468964.875000 Penalty: 943.947876 Iteration 13Q: 3 clusters Score -1468965 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 27777 members Entering Unmasked Estep Score: -1469240.250000 Penalty: 943.947876 Iteration 14Q: 3 clusters Score -1469240 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 28275 members Entering Unmasked Estep Score: -1469493.875000 Penalty: 943.947876 Iteration 15Q: 3 clusters Score -1469494 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 28707 members Entering Unmasked Estep Score: -1469705.625000 Penalty: 943.947876 Iteration 16Q: 3 clusters Score -1469706 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 29100 members Entering Unmasked Estep Score: -1469900.000000 Penalty: 943.947876 Iteration 17Q: 3 clusters Score -1469900 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 29432 members Entering Unmasked Estep Score: -1470067.500000 Penalty: 943.947876 Iteration 18Q: 3 clusters Score -1470068 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 29736 members Entering Unmasked Estep Score: -1470212.625000 Penalty: 943.947876 Iteration 19Q: 3 clusters Score -1470213 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -1470346.500000 Penalty: 943.947876 Iteration 20F: 3 clusters Score -1470346 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 30247 members Entering Unmasked Estep Score: -1470454.250000 Penalty: 943.947876 Iteration 21Q: 3 clusters Score -1470454 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 30449 members Entering Unmasked Estep Score: -1470551.000000 Penalty: 943.947876 Iteration 22Q: 3 clusters Score -1470551 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 30626 members Entering Unmasked Estep Score: -1470615.625000 Penalty: 943.947876 Iteration 23Q: 3 clusters Score -1470616 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 30774 members Entering Unmasked Estep Score: -1470682.500000 Penalty: 943.947876 Iteration 24Q: 3 clusters Score -1470682 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 30905 members Entering Unmasked Estep Score: -1470736.750000 Penalty: 943.947876 Iteration 25Q: 3 clusters Score -1470737 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 31020 members Entering Unmasked Estep Score: -1470777.375000 Penalty: 943.947876 Iteration 26Q: 3 clusters Score -1470777 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 31113 members Entering Unmasked Estep Score: -1470821.875000 Penalty: 943.947876 Iteration 27Q: 3 clusters Score -1470822 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 31203 members Entering Unmasked Estep Score: -1470858.375000 Penalty: 943.947876 Iteration 28Q: 3 clusters Score -1470858 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 31278 members Entering Unmasked Estep Score: -1470885.500000 Penalty: 943.947876 Iteration 29Q: 3 clusters Score -1470886 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 31333 members Entering Unmasked Estep Score: -1470903.125000 Penalty: 943.947876 Iteration 30Q: 3 clusters Score -1470903 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 31373 members Entering Unmasked Estep Score: -1470915.750000 Penalty: 943.947876 Iteration 31Q: 3 clusters Score -1470916 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 31402 members Entering Unmasked Estep Score: -1470920.375000 Penalty: 943.947876 Iteration 32Q: 3 clusters Score -1470920 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 31425 members Entering Unmasked Estep Score: -1470923.375000 Penalty: 943.947876 Iteration 33Q: 3 clusters Score -1470923 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 31443 members Entering Unmasked Estep Score: -1470933.375000 Penalty: 943.947876 Iteration 34Q: 3 clusters Score -1470933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 31459 members Entering Unmasked Estep Score: -1470936.625000 Penalty: 943.947876 Iteration 35Q: 3 clusters Score -1470937 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 31473 members Entering Unmasked Estep Score: -1470940.625000 Penalty: 943.947876 Iteration 36Q: 3 clusters Score -1470941 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 31489 members Entering Unmasked Estep Score: -1470943.125000 Penalty: 943.947876 Iteration 37Q: 3 clusters Score -1470943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 31503 members Entering Unmasked Estep Score: -1470946.875000 Penalty: 943.947876 Iteration 38Q: 3 clusters Score -1470947 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 31521 members Entering Unmasked Estep Score: -1470950.500000 Penalty: 943.947876 Iteration 39Q: 3 clusters Score -1470950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 31532 members Entering Unmasked Estep Score: -1470955.750000 Penalty: 943.947876 Iteration 40F: 3 clusters Score -1470956 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 31543 members Entering Unmasked Estep Score: -1470958.875000 Penalty: 943.947876 Iteration 41Q: 3 clusters Score -1470959 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 31553 members Entering Unmasked Estep Score: -1470960.125000 Penalty: 943.947876 Iteration 42Q: 3 clusters Score -1470960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 31556 members Entering Unmasked Estep Score: -1470960.875000 Penalty: 943.947876 Iteration 43Q: 3 clusters Score -1470961 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 31559 members Entering Unmasked Estep Score: -1470960.500000 Penalty: 943.947876 Iteration 44Q: 3 clusters Score -1470960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 31559 members Entering Unmasked Estep Score: -1470960.500000 Penalty: 943.947876 Iteration 45F: 3 clusters Score -1470960 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Entering Unmasked Estep Score: -226559.656250 Penalty: 390.695740 Iteration 0F: 2 clusters Score -226559.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -222955.421875 Penalty: 781.391479 Iteration 0F: 3 clusters Score -222955.4 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -224277.765625 Penalty: 781.391479 Iteration 1F: 3 clusters Score -224277.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -224451.234375 Penalty: 781.391479 Iteration 2F: 3 clusters Score -224451.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -224648.546875 Penalty: 781.391479 Iteration 3F: 3 clusters Score -224648.5 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -224911.937500 Penalty: 781.391479 Iteration 4F: 3 clusters Score -224911.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -225220.125000 Penalty: 781.391479 Iteration 5F: 3 clusters Score -225220.1 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -225507.390625 Penalty: 781.391479 Iteration 6F: 3 clusters Score -225507.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -225691.828125 Penalty: 781.391479 Iteration 7Q: 3 clusters Score -225691.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -225789.500000 Penalty: 781.391479 Iteration 8Q: 3 clusters Score -225789.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -225849.500000 Penalty: 781.391479 Iteration 9Q: 3 clusters Score -225849.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -225881.328125 Penalty: 781.391479 Iteration 10Q: 3 clusters Score -225881.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -225912.781250 Penalty: 781.391479 Iteration 11Q: 3 clusters Score -225912.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -225933.703125 Penalty: 781.391479 Iteration 12Q: 3 clusters Score -225933.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -225948.078125 Penalty: 781.391479 Iteration 13Q: 3 clusters Score -225948.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -225954.468750 Penalty: 781.391479 Iteration 14Q: 3 clusters Score -225954.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -225960.468750 Penalty: 781.391479 Iteration 15Q: 3 clusters Score -225960.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -225968.750000 Penalty: 781.391479 Iteration 16Q: 3 clusters Score -225968.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -225975.937500 Penalty: 781.391479 Iteration 17Q: 3 clusters Score -225975.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -225982.937500 Penalty: 781.391479 Iteration 18Q: 3 clusters Score -225982.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -225992.031250 Penalty: 781.391479 Iteration 19Q: 3 clusters Score -225992 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -226004.890625 Penalty: 781.391479 Iteration 20F: 3 clusters Score -226004.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -226015.484375 Penalty: 781.391479 Iteration 21Q: 3 clusters Score -226015.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -226023.750000 Penalty: 781.391479 Iteration 22Q: 3 clusters Score -226023.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -226034.468750 Penalty: 781.391479 Iteration 23Q: 3 clusters Score -226034.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -226044.546875 Penalty: 781.391479 Iteration 24Q: 3 clusters Score -226044.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -226053.609375 Penalty: 781.391479 Iteration 25Q: 3 clusters Score -226053.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -226060.937500 Penalty: 781.391479 Iteration 26Q: 3 clusters Score -226060.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -226072.031250 Penalty: 781.391479 Iteration 27Q: 3 clusters Score -226072 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -226084.187500 Penalty: 781.391479 Iteration 28Q: 3 clusters Score -226084.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -226095.515625 Penalty: 781.391479 Iteration 29Q: 3 clusters Score -226095.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -226108.453125 Penalty: 781.391479 Iteration 30Q: 3 clusters Score -226108.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -226118.406250 Penalty: 781.391479 Iteration 31Q: 3 clusters Score -226118.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -226125.140625 Penalty: 781.391479 Iteration 32Q: 3 clusters Score -226125.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -226131.125000 Penalty: 781.391479 Iteration 33Q: 3 clusters Score -226131.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -226139.500000 Penalty: 781.391479 Iteration 34Q: 3 clusters Score -226139.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -226146.656250 Penalty: 781.391479 Iteration 35Q: 3 clusters Score -226146.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -226154.000000 Penalty: 781.391479 Iteration 36Q: 3 clusters Score -226154 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -226156.328125 Penalty: 781.391479 Iteration 37Q: 3 clusters Score -226156.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -226159.421875 Penalty: 781.391479 Iteration 38Q: 3 clusters Score -226159.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -226163.609375 Penalty: 781.391479 Iteration 39Q: 3 clusters Score -226163.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -226166.468750 Penalty: 781.391479 Iteration 40F: 3 clusters Score -226166.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -226167.812500 Penalty: 781.391479 Iteration 41Q: 3 clusters Score -226167.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -226170.156250 Penalty: 781.391479 Iteration 42Q: 3 clusters Score -226170.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -226172.015625 Penalty: 781.391479 Iteration 43Q: 3 clusters Score -226172 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -226174.250000 Penalty: 781.391479 Iteration 44Q: 3 clusters Score -226174.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -226174.562500 Penalty: 781.391479 Iteration 45Q: 3 clusters Score -226174.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -226175.078125 Penalty: 781.391479 Iteration 46Q: 3 clusters Score -226175.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -226175.265625 Penalty: 781.391479 Iteration 47Q: 3 clusters Score -226175.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -226175.640625 Penalty: 781.391479 Iteration 48Q: 3 clusters Score -226175.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -226175.796875 Penalty: 781.391479 Iteration 49Q: 3 clusters Score -226175.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -226175.812500 Penalty: 781.391479 Iteration 50Q: 3 clusters Score -226175.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -226176.578125 Penalty: 781.391479 Iteration 51Q: 3 clusters Score -226176.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -226176.468750 Penalty: 781.391479 Iteration 52Q: 3 clusters Score -226176.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -226176.750000 Penalty: 781.391479 Iteration 53Q: 3 clusters Score -226176.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -226176.765625 Penalty: 781.391479 Iteration 54Q: 3 clusters Score -226176.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -226177.375000 Penalty: 781.391479 Iteration 55Q: 3 clusters Score -226177.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -226177.828125 Penalty: 781.391479 Iteration 56Q: 3 clusters Score -226177.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -226177.890625 Penalty: 781.391479 Iteration 57Q: 3 clusters Score -226177.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -226177.921875 Penalty: 781.391479 Iteration 58Q: 3 clusters Score -226177.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -226178.140625 Penalty: 781.391479 Iteration 59Q: 3 clusters Score -226178.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -226178.515625 Penalty: 781.391479 Iteration 60F: 3 clusters Score -226178.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -226179.859375 Penalty: 781.391479 Iteration 61Q: 3 clusters Score -226179.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -226181.671875 Penalty: 781.391479 Iteration 62Q: 3 clusters Score -226181.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -226183.625000 Penalty: 781.391479 Iteration 63Q: 3 clusters Score -226183.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -226185.656250 Penalty: 781.391479 Iteration 64Q: 3 clusters Score -226185.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -226190.015625 Penalty: 781.391479 Iteration 65Q: 3 clusters Score -226190 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -226196.421875 Penalty: 781.391479 Iteration 66Q: 3 clusters Score -226196.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -226200.484375 Penalty: 781.391479 Iteration 67Q: 3 clusters Score -226200.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -226203.890625 Penalty: 781.391479 Iteration 68Q: 3 clusters Score -226203.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -226209.359375 Penalty: 781.391479 Iteration 69Q: 3 clusters Score -226209.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -226213.859375 Penalty: 781.391479 Iteration 70Q: 3 clusters Score -226213.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -226220.140625 Penalty: 781.391479 Iteration 71Q: 3 clusters Score -226220.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -226226.875000 Penalty: 781.391479 Iteration 72Q: 3 clusters Score -226226.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -226230.546875 Penalty: 781.391479 Iteration 73Q: 3 clusters Score -226230.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -226232.593750 Penalty: 781.391479 Iteration 74Q: 3 clusters Score -226232.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -226235.578125 Penalty: 781.391479 Iteration 75Q: 3 clusters Score -226235.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -226238.687500 Penalty: 781.391479 Iteration 76Q: 3 clusters Score -226238.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -226240.062500 Penalty: 781.391479 Iteration 77Q: 3 clusters Score -226240.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -226241.187500 Penalty: 781.391479 Iteration 78Q: 3 clusters Score -226241.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -226241.750000 Penalty: 781.391479 Iteration 79Q: 3 clusters Score -226241.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -226242.343750 Penalty: 781.391479 Iteration 80F: 3 clusters Score -226242.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -226243.000000 Penalty: 781.391479 Iteration 81Q: 3 clusters Score -226243 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -226243.500000 Penalty: 781.391479 Iteration 82Q: 3 clusters Score -226243.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -226243.937500 Penalty: 781.391479 Iteration 83Q: 3 clusters Score -226243.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -226244.281250 Penalty: 781.391479 Iteration 84Q: 3 clusters Score -226244.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -226244.281250 Penalty: 781.391479 Iteration 85F: 3 clusters Score -226244.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Entering Unmasked Estep Score: -600695.812500 Penalty: 430.695465 Iteration 0F: 2 clusters Score -600695.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -592189.562500 Penalty: 861.390930 Iteration 0F: 3 clusters Score -592189.6 nChanged 6018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -595991.687500 Penalty: 861.390930 Iteration 1F: 3 clusters Score -595991.7 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -596504.562500 Penalty: 861.390930 Iteration 2F: 3 clusters Score -596504.6 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -597153.437500 Penalty: 861.390930 Iteration 3F: 3 clusters Score -597153.4 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -597780.562500 Penalty: 861.390930 Iteration 4F: 3 clusters Score -597780.6 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -598243.812500 Penalty: 861.390930 Iteration 5F: 3 clusters Score -598243.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -598506.500000 Penalty: 861.390930 Iteration 6Q: 3 clusters Score -598506.5 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -598631.187500 Penalty: 861.390930 Iteration 7Q: 3 clusters Score -598631.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -598694.562500 Penalty: 861.390930 Iteration 8Q: 3 clusters Score -598694.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -598726.125000 Penalty: 861.390930 Iteration 9Q: 3 clusters Score -598726.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -598745.437500 Penalty: 861.390930 Iteration 10Q: 3 clusters Score -598745.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -598767.062500 Penalty: 861.390930 Iteration 11Q: 3 clusters Score -598767.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -598788.437500 Penalty: 861.390930 Iteration 12Q: 3 clusters Score -598788.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -598810.437500 Penalty: 861.390930 Iteration 13Q: 3 clusters Score -598810.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -598825.625000 Penalty: 861.390930 Iteration 14Q: 3 clusters Score -598825.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -598837.000000 Penalty: 861.390930 Iteration 15Q: 3 clusters Score -598837 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -598850.312500 Penalty: 861.390930 Iteration 16Q: 3 clusters Score -598850.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -598868.000000 Penalty: 861.390930 Iteration 17Q: 3 clusters Score -598868 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -598886.187500 Penalty: 861.390930 Iteration 18Q: 3 clusters Score -598886.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -598904.625000 Penalty: 861.390930 Iteration 19Q: 3 clusters Score -598904.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -598929.625000 Penalty: 861.390930 Iteration 20F: 3 clusters Score -598929.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -598956.375000 Penalty: 861.390930 Iteration 21Q: 3 clusters Score -598956.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -598981.437500 Penalty: 861.390930 Iteration 22Q: 3 clusters Score -598981.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -599001.750000 Penalty: 861.390930 Iteration 23Q: 3 clusters Score -599001.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -599025.062500 Penalty: 861.390930 Iteration 24Q: 3 clusters Score -599025.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -599060.937500 Penalty: 861.390930 Iteration 25Q: 3 clusters Score -599060.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -599104.125000 Penalty: 861.390930 Iteration 26Q: 3 clusters Score -599104.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -599151.812500 Penalty: 861.390930 Iteration 27Q: 3 clusters Score -599151.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -599202.437500 Penalty: 861.390930 Iteration 28Q: 3 clusters Score -599202.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -599261.375000 Penalty: 861.390930 Iteration 29Q: 3 clusters Score -599261.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -599313.937500 Penalty: 861.390930 Iteration 30Q: 3 clusters Score -599313.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -599370.312500 Penalty: 861.390930 Iteration 31Q: 3 clusters Score -599370.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -599424.750000 Penalty: 861.390930 Iteration 32Q: 3 clusters Score -599424.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -599481.875000 Penalty: 861.390930 Iteration 33Q: 3 clusters Score -599481.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -599535.750000 Penalty: 861.390930 Iteration 34Q: 3 clusters Score -599535.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -599576.437500 Penalty: 861.390930 Iteration 35Q: 3 clusters Score -599576.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -599624.500000 Penalty: 861.390930 Iteration 36Q: 3 clusters Score -599624.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -599666.500000 Penalty: 861.390930 Iteration 37Q: 3 clusters Score -599666.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -599712.000000 Penalty: 861.390930 Iteration 38Q: 3 clusters Score -599712 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -599757.812500 Penalty: 861.390930 Iteration 39Q: 3 clusters Score -599757.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -599803.812500 Penalty: 861.390930 Iteration 40F: 3 clusters Score -599803.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -599857.000000 Penalty: 861.390930 Iteration 41Q: 3 clusters Score -599857 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -599906.250000 Penalty: 861.390930 Iteration 42Q: 3 clusters Score -599906.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -599953.812500 Penalty: 861.390930 Iteration 43Q: 3 clusters Score -599953.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -599992.125000 Penalty: 861.390930 Iteration 44Q: 3 clusters Score -599992.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -600039.250000 Penalty: 861.390930 Iteration 45Q: 3 clusters Score -600039.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -600082.687500 Penalty: 861.390930 Iteration 46Q: 3 clusters Score -600082.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -600126.312500 Penalty: 861.390930 Iteration 47Q: 3 clusters Score -600126.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -600166.187500 Penalty: 861.390930 Iteration 48Q: 3 clusters Score -600166.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -600204.812500 Penalty: 861.390930 Iteration 49Q: 3 clusters Score -600204.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -600232.062500 Penalty: 861.390930 Iteration 50Q: 3 clusters Score -600232.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -600257.875000 Penalty: 861.390930 Iteration 51Q: 3 clusters Score -600257.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -600269.875000 Penalty: 861.390930 Iteration 52Q: 3 clusters Score -600269.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -600276.125000 Penalty: 861.390930 Iteration 53Q: 3 clusters Score -600276.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 12448 members Entering Unmasked Estep Score: -600280.187500 Penalty: 861.390930 Iteration 54Q: 3 clusters Score -600280.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -600288.625000 Penalty: 861.390930 Iteration 55Q: 3 clusters Score -600288.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -600297.937500 Penalty: 861.390930 Iteration 56Q: 3 clusters Score -600297.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -600300.125000 Penalty: 861.390930 Iteration 57Q: 3 clusters Score -600300.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 12510 members Entering Unmasked Estep Score: -600302.250000 Penalty: 861.390930 Iteration 58Q: 3 clusters Score -600302.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -600303.437500 Penalty: 861.390930 Iteration 59Q: 3 clusters Score -600303.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -600303.937500 Penalty: 861.390930 Iteration 60F: 3 clusters Score -600303.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -600304.500000 Penalty: 861.390930 Iteration 61Q: 3 clusters Score -600304.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -600304.687500 Penalty: 861.390930 Iteration 62Q: 3 clusters Score -600304.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -600305.750000 Penalty: 861.390930 Iteration 63Q: 3 clusters Score -600305.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -600306.937500 Penalty: 861.390930 Iteration 64Q: 3 clusters Score -600306.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -600308.312500 Penalty: 861.390930 Iteration 65Q: 3 clusters Score -600308.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -600310.625000 Penalty: 861.390930 Iteration 66Q: 3 clusters Score -600310.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -600310.125000 Penalty: 861.390930 Iteration 67Q: 3 clusters Score -600310.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -600310.875000 Penalty: 861.390930 Iteration 68Q: 3 clusters Score -600310.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -600311.437500 Penalty: 861.390930 Iteration 69Q: 3 clusters Score -600311.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -600311.437500 Penalty: 861.390930 Iteration 70F: 3 clusters Score -600311.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Entering Unmasked Estep Score: -215708.015625 Penalty: 387.295105 Iteration 0F: 2 clusters Score -215708 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -212338.812500 Penalty: 774.590210 Iteration 0F: 3 clusters Score -212338.8 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -213933.375000 Penalty: 774.590210 Iteration 1F: 3 clusters Score -213933.4 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -214429.593750 Penalty: 774.590210 Iteration 2F: 3 clusters Score -214429.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -214814.390625 Penalty: 774.590210 Iteration 3F: 3 clusters Score -214814.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -215052.812500 Penalty: 774.590210 Iteration 4F: 3 clusters Score -215052.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -215202.750000 Penalty: 774.590210 Iteration 5Q: 3 clusters Score -215202.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -215314.000000 Penalty: 774.590210 Iteration 6Q: 3 clusters Score -215314 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -215402.359375 Penalty: 774.590210 Iteration 7Q: 3 clusters Score -215402.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -215467.921875 Penalty: 774.590210 Iteration 8Q: 3 clusters Score -215467.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -215506.531250 Penalty: 774.590210 Iteration 9Q: 3 clusters Score -215506.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -215542.000000 Penalty: 774.590210 Iteration 10Q: 3 clusters Score -215542 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -215571.703125 Penalty: 774.590210 Iteration 11Q: 3 clusters Score -215571.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -215603.265625 Penalty: 774.590210 Iteration 12Q: 3 clusters Score -215603.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -215639.187500 Penalty: 774.590210 Iteration 13Q: 3 clusters Score -215639.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -215665.984375 Penalty: 774.590210 Iteration 14Q: 3 clusters Score -215666 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -215679.437500 Penalty: 774.590210 Iteration 15Q: 3 clusters Score -215679.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -215685.250000 Penalty: 774.590210 Iteration 16Q: 3 clusters Score -215685.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -215687.921875 Penalty: 774.590210 Iteration 17Q: 3 clusters Score -215687.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -215691.875000 Penalty: 774.590210 Iteration 18Q: 3 clusters Score -215691.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -215696.078125 Penalty: 774.590210 Iteration 19Q: 3 clusters Score -215696.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -215697.875000 Penalty: 774.590210 Iteration 20F: 3 clusters Score -215697.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -215700.906250 Penalty: 774.590210 Iteration 21Q: 3 clusters Score -215700.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -215703.203125 Penalty: 774.590210 Iteration 22Q: 3 clusters Score -215703.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -215705.140625 Penalty: 774.590210 Iteration 23Q: 3 clusters Score -215705.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -215707.984375 Penalty: 774.590210 Iteration 24Q: 3 clusters Score -215708 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -215710.312500 Penalty: 774.590210 Iteration 25Q: 3 clusters Score -215710.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -215713.093750 Penalty: 774.590210 Iteration 26Q: 3 clusters Score -215713.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -215714.468750 Penalty: 774.590210 Iteration 27Q: 3 clusters Score -215714.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -215714.968750 Penalty: 774.590210 Iteration 28Q: 3 clusters Score -215715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -215715.250000 Penalty: 774.590210 Iteration 29Q: 3 clusters Score -215715.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -215715.359375 Penalty: 774.590210 Iteration 30Q: 3 clusters Score -215715.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -215715.390625 Penalty: 774.590210 Iteration 31Q: 3 clusters Score -215715.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -215715.390625 Penalty: 774.590210 Iteration 32F: 3 clusters Score -215715.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 893 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31986 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4423 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3793 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 9045 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5002 members Mstep: Class 26 contains 83488 members Mstep: Class 27 contains 551 members Entering Unmasked Estep Score: -8691987.000000 Penalty: 15026.070312 Splitting cluster 13 changes total score from -8692140.000000 to -8691987.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Entering Unmasked Estep Score: -147727.281250 Penalty: 372.395386 Iteration 0F: 2 clusters Score -147727.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -145264.546875 Penalty: 744.790771 Iteration 0F: 3 clusters Score -145264.5 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -146231.046875 Penalty: 744.790771 Iteration 1F: 3 clusters Score -146231 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -146390.609375 Penalty: 744.790771 Iteration 2F: 3 clusters Score -146390.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -146547.703125 Penalty: 744.790771 Iteration 3F: 3 clusters Score -146547.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -146742.656250 Penalty: 744.790771 Iteration 4F: 3 clusters Score -146742.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -146907.593750 Penalty: 744.790771 Iteration 5F: 3 clusters Score -146907.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -146997.656250 Penalty: 744.790771 Iteration 6Q: 3 clusters Score -146997.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -147058.125000 Penalty: 744.790771 Iteration 7Q: 3 clusters Score -147058.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -147092.953125 Penalty: 744.790771 Iteration 8Q: 3 clusters Score -147093 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -147118.796875 Penalty: 744.790771 Iteration 9Q: 3 clusters Score -147118.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -147141.328125 Penalty: 744.790771 Iteration 10Q: 3 clusters Score -147141.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -147165.203125 Penalty: 744.790771 Iteration 11Q: 3 clusters Score -147165.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -147189.906250 Penalty: 744.790771 Iteration 12Q: 3 clusters Score -147189.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -147214.421875 Penalty: 744.790771 Iteration 13Q: 3 clusters Score -147214.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -147233.234375 Penalty: 744.790771 Iteration 14Q: 3 clusters Score -147233.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -147253.531250 Penalty: 744.790771 Iteration 15Q: 3 clusters Score -147253.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -147272.437500 Penalty: 744.790771 Iteration 16Q: 3 clusters Score -147272.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -147290.796875 Penalty: 744.790771 Iteration 17Q: 3 clusters Score -147290.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -147306.828125 Penalty: 744.790771 Iteration 18Q: 3 clusters Score -147306.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -147318.890625 Penalty: 744.790771 Iteration 19Q: 3 clusters Score -147318.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -147330.062500 Penalty: 744.790771 Iteration 20F: 3 clusters Score -147330.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -147340.375000 Penalty: 744.790771 Iteration 21Q: 3 clusters Score -147340.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -147354.890625 Penalty: 744.790771 Iteration 22Q: 3 clusters Score -147354.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -147370.437500 Penalty: 744.790771 Iteration 23Q: 3 clusters Score -147370.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -147387.078125 Penalty: 744.790771 Iteration 24Q: 3 clusters Score -147387.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -147403.281250 Penalty: 744.790771 Iteration 25Q: 3 clusters Score -147403.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -147417.390625 Penalty: 744.790771 Iteration 26Q: 3 clusters Score -147417.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -147440.781250 Penalty: 744.790771 Iteration 27Q: 3 clusters Score -147440.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -147480.968750 Penalty: 744.790771 Iteration 28Q: 3 clusters Score -147481 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -147510.343750 Penalty: 744.790771 Iteration 29Q: 3 clusters Score -147510.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -147533.562500 Penalty: 744.790771 Iteration 30Q: 3 clusters Score -147533.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -147544.375000 Penalty: 744.790771 Iteration 31Q: 3 clusters Score -147544.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -147551.218750 Penalty: 744.790771 Iteration 32Q: 3 clusters Score -147551.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -147557.906250 Penalty: 744.790771 Iteration 33Q: 3 clusters Score -147557.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -147563.937500 Penalty: 744.790771 Iteration 34Q: 3 clusters Score -147563.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -147567.140625 Penalty: 744.790771 Iteration 35Q: 3 clusters Score -147567.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -147568.921875 Penalty: 744.790771 Iteration 36Q: 3 clusters Score -147568.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -147569.515625 Penalty: 744.790771 Iteration 37Q: 3 clusters Score -147569.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -147570.156250 Penalty: 744.790771 Iteration 38Q: 3 clusters Score -147570.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -147570.828125 Penalty: 744.790771 Iteration 39Q: 3 clusters Score -147570.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -147571.062500 Penalty: 744.790771 Iteration 40F: 3 clusters Score -147571.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -147571.515625 Penalty: 744.790771 Iteration 41Q: 3 clusters Score -147571.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -147572.062500 Penalty: 744.790771 Iteration 42Q: 3 clusters Score -147572.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -147572.390625 Penalty: 744.790771 Iteration 43Q: 3 clusters Score -147572.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -147572.500000 Penalty: 744.790771 Iteration 44Q: 3 clusters Score -147572.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -147572.406250 Penalty: 744.790771 Iteration 45Q: 3 clusters Score -147572.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -147572.875000 Penalty: 744.790771 Iteration 46Q: 3 clusters Score -147572.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -147573.062500 Penalty: 744.790771 Iteration 47Q: 3 clusters Score -147573.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -147573.187500 Penalty: 744.790771 Iteration 48Q: 3 clusters Score -147573.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -147573.531250 Penalty: 744.790771 Iteration 49Q: 3 clusters Score -147573.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -147573.281250 Penalty: 744.790771 Iteration 50Q: 3 clusters Score -147573.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -147573.703125 Penalty: 744.790771 Iteration 51Q: 3 clusters Score -147573.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -147574.140625 Penalty: 744.790771 Iteration 52Q: 3 clusters Score -147574.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -147574.437500 Penalty: 744.790771 Iteration 53Q: 3 clusters Score -147574.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -147574.406250 Penalty: 744.790771 Iteration 54Q: 3 clusters Score -147574.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -147574.859375 Penalty: 744.790771 Iteration 55Q: 3 clusters Score -147574.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -147575.890625 Penalty: 744.790771 Iteration 56Q: 3 clusters Score -147575.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -147577.234375 Penalty: 744.790771 Iteration 57Q: 3 clusters Score -147577.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -147579.890625 Penalty: 744.790771 Iteration 58Q: 3 clusters Score -147579.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -147582.671875 Penalty: 744.790771 Iteration 59Q: 3 clusters Score -147582.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -147586.718750 Penalty: 744.790771 Iteration 60F: 3 clusters Score -147586.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -147590.312500 Penalty: 744.790771 Iteration 61Q: 3 clusters Score -147590.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -147593.453125 Penalty: 744.790771 Iteration 62Q: 3 clusters Score -147593.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -147596.031250 Penalty: 744.790771 Iteration 63Q: 3 clusters Score -147596 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -147597.640625 Penalty: 744.790771 Iteration 64Q: 3 clusters Score -147597.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -147599.375000 Penalty: 744.790771 Iteration 65Q: 3 clusters Score -147599.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -147600.140625 Penalty: 744.790771 Iteration 66Q: 3 clusters Score -147600.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -147600.218750 Penalty: 744.790771 Iteration 67Q: 3 clusters Score -147600.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -147601.187500 Penalty: 744.790771 Iteration 68Q: 3 clusters Score -147601.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -147602.437500 Penalty: 744.790771 Iteration 69Q: 3 clusters Score -147602.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -147603.343750 Penalty: 744.790771 Iteration 70Q: 3 clusters Score -147603.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -147603.562500 Penalty: 744.790771 Iteration 71Q: 3 clusters Score -147603.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -147604.156250 Penalty: 744.790771 Iteration 72Q: 3 clusters Score -147604.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -147604.656250 Penalty: 744.790771 Iteration 73Q: 3 clusters Score -147604.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -147605.156250 Penalty: 744.790771 Iteration 74Q: 3 clusters Score -147605.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -147605.890625 Penalty: 744.790771 Iteration 75Q: 3 clusters Score -147605.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -147606.218750 Penalty: 744.790771 Iteration 76Q: 3 clusters Score -147606.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -147607.000000 Penalty: 744.790771 Iteration 77Q: 3 clusters Score -147607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -147608.500000 Penalty: 744.790771 Iteration 78Q: 3 clusters Score -147608.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -147609.265625 Penalty: 744.790771 Iteration 79Q: 3 clusters Score -147609.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -147609.656250 Penalty: 744.790771 Iteration 80F: 3 clusters Score -147609.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Entering Unmasked Estep Score: -165599.546875 Penalty: 374.961517 Iteration 0F: 2 clusters Score -165599.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -162999.625000 Penalty: 749.923035 Iteration 0F: 3 clusters Score -162999.6 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -163900.843750 Penalty: 749.923035 Iteration 1F: 3 clusters Score -163900.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -163996.218750 Penalty: 749.923035 Iteration 2F: 3 clusters Score -163996.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -164111.906250 Penalty: 749.923035 Iteration 3F: 3 clusters Score -164111.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -164268.656250 Penalty: 749.923035 Iteration 4F: 3 clusters Score -164268.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -164460.171875 Penalty: 749.923035 Iteration 5F: 3 clusters Score -164460.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -164632.015625 Penalty: 749.923035 Iteration 6F: 3 clusters Score -164632 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -164757.250000 Penalty: 749.923035 Iteration 7F: 3 clusters Score -164757.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -164820.640625 Penalty: 749.923035 Iteration 8Q: 3 clusters Score -164820.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -164847.171875 Penalty: 749.923035 Iteration 9Q: 3 clusters Score -164847.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -164866.343750 Penalty: 749.923035 Iteration 10Q: 3 clusters Score -164866.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -164883.234375 Penalty: 749.923035 Iteration 11Q: 3 clusters Score -164883.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -164906.500000 Penalty: 749.923035 Iteration 12Q: 3 clusters Score -164906.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -164928.406250 Penalty: 749.923035 Iteration 13Q: 3 clusters Score -164928.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -164945.968750 Penalty: 749.923035 Iteration 14Q: 3 clusters Score -164946 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -164961.468750 Penalty: 749.923035 Iteration 15Q: 3 clusters Score -164961.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -164978.109375 Penalty: 749.923035 Iteration 16Q: 3 clusters Score -164978.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -164992.984375 Penalty: 749.923035 Iteration 17Q: 3 clusters Score -164993 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -165004.328125 Penalty: 749.923035 Iteration 18Q: 3 clusters Score -165004.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -165016.437500 Penalty: 749.923035 Iteration 19Q: 3 clusters Score -165016.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -165028.468750 Penalty: 749.923035 Iteration 20F: 3 clusters Score -165028.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -165040.328125 Penalty: 749.923035 Iteration 21Q: 3 clusters Score -165040.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -165047.437500 Penalty: 749.923035 Iteration 22Q: 3 clusters Score -165047.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -165059.015625 Penalty: 749.923035 Iteration 23Q: 3 clusters Score -165059 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -165070.765625 Penalty: 749.923035 Iteration 24Q: 3 clusters Score -165070.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -165082.000000 Penalty: 749.923035 Iteration 25Q: 3 clusters Score -165082 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -165086.703125 Penalty: 749.923035 Iteration 26Q: 3 clusters Score -165086.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -165090.093750 Penalty: 749.923035 Iteration 27Q: 3 clusters Score -165090.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -165091.593750 Penalty: 749.923035 Iteration 28Q: 3 clusters Score -165091.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -165092.250000 Penalty: 749.923035 Iteration 29Q: 3 clusters Score -165092.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -165092.984375 Penalty: 749.923035 Iteration 30Q: 3 clusters Score -165093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -165094.078125 Penalty: 749.923035 Iteration 31Q: 3 clusters Score -165094.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -165095.343750 Penalty: 749.923035 Iteration 32Q: 3 clusters Score -165095.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -165095.734375 Penalty: 749.923035 Iteration 33Q: 3 clusters Score -165095.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -165097.531250 Penalty: 749.923035 Iteration 34Q: 3 clusters Score -165097.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -165098.375000 Penalty: 749.923035 Iteration 35Q: 3 clusters Score -165098.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -165099.250000 Penalty: 749.923035 Iteration 36Q: 3 clusters Score -165099.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -165099.171875 Penalty: 749.923035 Iteration 37Q: 3 clusters Score -165099.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -165099.250000 Penalty: 749.923035 Iteration 38Q: 3 clusters Score -165099.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -165099.640625 Penalty: 749.923035 Iteration 39Q: 3 clusters Score -165099.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -165100.750000 Penalty: 749.923035 Iteration 40F: 3 clusters Score -165100.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -165101.437500 Penalty: 749.923035 Iteration 41Q: 3 clusters Score -165101.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -165102.562500 Penalty: 749.923035 Iteration 42Q: 3 clusters Score -165102.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -165103.281250 Penalty: 749.923035 Iteration 43Q: 3 clusters Score -165103.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -165104.078125 Penalty: 749.923035 Iteration 44Q: 3 clusters Score -165104.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -165104.578125 Penalty: 749.923035 Iteration 45Q: 3 clusters Score -165104.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -165104.406250 Penalty: 749.923035 Iteration 46Q: 3 clusters Score -165104.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -165104.406250 Penalty: 749.923035 Iteration 47F: 3 clusters Score -165104.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -4883.283691 Penalty: 233.945694 Iteration 0F: 2 clusters Score -4883.284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4617.289551 Penalty: 467.891388 Iteration 0F: 3 clusters Score -4617.29 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4661.406250 Penalty: 467.891388 Iteration 1F: 3 clusters Score -4661.406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4670.456055 Penalty: 467.891388 Iteration 2Q: 3 clusters Score -4670.456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4674.436035 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -4674.436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4676.605469 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -4676.605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4676.605469 Penalty: 467.891388 Iteration 5F: 3 clusters Score -4676.605 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Entering Unmasked Estep Score: -97068.554688 Penalty: 349.237366 Iteration 0F: 2 clusters Score -97068.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -95555.585938 Penalty: 698.474731 Iteration 0F: 3 clusters Score -95555.59 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -96084.976562 Penalty: 698.474731 Iteration 1F: 3 clusters Score -96084.98 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -96162.554688 Penalty: 698.474731 Iteration 2F: 3 clusters Score -96162.55 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -96234.195312 Penalty: 698.474731 Iteration 3F: 3 clusters Score -96234.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -96294.625000 Penalty: 698.474731 Iteration 4Q: 3 clusters Score -96294.62 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -96355.968750 Penalty: 698.474731 Iteration 5Q: 3 clusters Score -96355.97 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -96408.679688 Penalty: 698.474731 Iteration 6Q: 3 clusters Score -96408.68 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -96451.843750 Penalty: 698.474731 Iteration 7Q: 3 clusters Score -96451.84 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -96484.640625 Penalty: 698.474731 Iteration 8Q: 3 clusters Score -96484.64 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -96512.882812 Penalty: 698.474731 Iteration 9Q: 3 clusters Score -96512.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -96527.554688 Penalty: 698.474731 Iteration 10Q: 3 clusters Score -96527.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -96533.164062 Penalty: 698.474731 Iteration 11Q: 3 clusters Score -96533.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -96536.546875 Penalty: 698.474731 Iteration 12Q: 3 clusters Score -96536.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -96539.632812 Penalty: 698.474731 Iteration 13Q: 3 clusters Score -96539.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -96542.609375 Penalty: 698.474731 Iteration 14Q: 3 clusters Score -96542.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -96544.500000 Penalty: 698.474731 Iteration 15Q: 3 clusters Score -96544.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -96546.210938 Penalty: 698.474731 Iteration 16Q: 3 clusters Score -96546.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -96548.265625 Penalty: 698.474731 Iteration 17Q: 3 clusters Score -96548.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -96550.039062 Penalty: 698.474731 Iteration 18Q: 3 clusters Score -96550.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -96552.304688 Penalty: 698.474731 Iteration 19Q: 3 clusters Score -96552.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -96554.937500 Penalty: 698.474731 Iteration 20F: 3 clusters Score -96554.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -96558.867188 Penalty: 698.474731 Iteration 21Q: 3 clusters Score -96558.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -96563.367188 Penalty: 698.474731 Iteration 22Q: 3 clusters Score -96563.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -96567.398438 Penalty: 698.474731 Iteration 23Q: 3 clusters Score -96567.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -96572.632812 Penalty: 698.474731 Iteration 24Q: 3 clusters Score -96572.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -96575.343750 Penalty: 698.474731 Iteration 25Q: 3 clusters Score -96575.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -96579.820312 Penalty: 698.474731 Iteration 26Q: 3 clusters Score -96579.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -96586.585938 Penalty: 698.474731 Iteration 27Q: 3 clusters Score -96586.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -96592.007812 Penalty: 698.474731 Iteration 28Q: 3 clusters Score -96592.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -96593.726562 Penalty: 698.474731 Iteration 29Q: 3 clusters Score -96593.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -96594.609375 Penalty: 698.474731 Iteration 30Q: 3 clusters Score -96594.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -96597.437500 Penalty: 698.474731 Iteration 31Q: 3 clusters Score -96597.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -96599.742188 Penalty: 698.474731 Iteration 32Q: 3 clusters Score -96599.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -96601.921875 Penalty: 698.474731 Iteration 33Q: 3 clusters Score -96601.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -96606.070312 Penalty: 698.474731 Iteration 34Q: 3 clusters Score -96606.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -96610.226562 Penalty: 698.474731 Iteration 35Q: 3 clusters Score -96610.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -96612.968750 Penalty: 698.474731 Iteration 36Q: 3 clusters Score -96612.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -96615.031250 Penalty: 698.474731 Iteration 37Q: 3 clusters Score -96615.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -96617.820312 Penalty: 698.474731 Iteration 38Q: 3 clusters Score -96617.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -96620.648438 Penalty: 698.474731 Iteration 39Q: 3 clusters Score -96620.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -96622.820312 Penalty: 698.474731 Iteration 40F: 3 clusters Score -96622.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -96625.851562 Penalty: 698.474731 Iteration 41Q: 3 clusters Score -96625.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -96630.257812 Penalty: 698.474731 Iteration 42Q: 3 clusters Score -96630.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -96634.875000 Penalty: 698.474731 Iteration 43Q: 3 clusters Score -96634.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -96642.148438 Penalty: 698.474731 Iteration 44Q: 3 clusters Score -96642.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -96647.679688 Penalty: 698.474731 Iteration 45Q: 3 clusters Score -96647.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -96650.789062 Penalty: 698.474731 Iteration 46Q: 3 clusters Score -96650.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -96654.695312 Penalty: 698.474731 Iteration 47Q: 3 clusters Score -96654.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -96658.109375 Penalty: 698.474731 Iteration 48Q: 3 clusters Score -96658.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -96662.781250 Penalty: 698.474731 Iteration 49Q: 3 clusters Score -96662.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -96666.312500 Penalty: 698.474731 Iteration 50Q: 3 clusters Score -96666.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -96669.101562 Penalty: 698.474731 Iteration 51Q: 3 clusters Score -96669.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -96672.632812 Penalty: 698.474731 Iteration 52Q: 3 clusters Score -96672.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -96676.156250 Penalty: 698.474731 Iteration 53Q: 3 clusters Score -96676.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -96679.695312 Penalty: 698.474731 Iteration 54Q: 3 clusters Score -96679.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -96681.851562 Penalty: 698.474731 Iteration 55Q: 3 clusters Score -96681.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -96683.421875 Penalty: 698.474731 Iteration 56Q: 3 clusters Score -96683.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -96684.703125 Penalty: 698.474731 Iteration 57Q: 3 clusters Score -96684.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -96686.296875 Penalty: 698.474731 Iteration 58Q: 3 clusters Score -96686.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -96687.562500 Penalty: 698.474731 Iteration 59Q: 3 clusters Score -96687.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -96687.867188 Penalty: 698.474731 Iteration 60F: 3 clusters Score -96687.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -96688.054688 Penalty: 698.474731 Iteration 61Q: 3 clusters Score -96688.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -96688.054688 Penalty: 698.474731 Iteration 62F: 3 clusters Score -96688.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -63912.566406 Penalty: 330.193634 Iteration 0F: 2 clusters Score -63912.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -62866.722656 Penalty: 660.387268 Iteration 0F: 3 clusters Score -62866.72 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -63251.488281 Penalty: 660.387268 Iteration 1F: 3 clusters Score -63251.49 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -63329.898438 Penalty: 660.387268 Iteration 2F: 3 clusters Score -63329.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -63395.523438 Penalty: 660.387268 Iteration 3F: 3 clusters Score -63395.52 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -63444.218750 Penalty: 660.387268 Iteration 4Q: 3 clusters Score -63444.22 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -63467.996094 Penalty: 660.387268 Iteration 5Q: 3 clusters Score -63468 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -63484.484375 Penalty: 660.387268 Iteration 6Q: 3 clusters Score -63484.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -63502.871094 Penalty: 660.387268 Iteration 7Q: 3 clusters Score -63502.87 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -63521.257812 Penalty: 660.387268 Iteration 8Q: 3 clusters Score -63521.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -63530.398438 Penalty: 660.387268 Iteration 9Q: 3 clusters Score -63530.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -63534.781250 Penalty: 660.387268 Iteration 10Q: 3 clusters Score -63534.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -63538.718750 Penalty: 660.387268 Iteration 11Q: 3 clusters Score -63538.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -63544.988281 Penalty: 660.387268 Iteration 12Q: 3 clusters Score -63544.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -63549.347656 Penalty: 660.387268 Iteration 13Q: 3 clusters Score -63549.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -63554.660156 Penalty: 660.387268 Iteration 14Q: 3 clusters Score -63554.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -63559.648438 Penalty: 660.387268 Iteration 15Q: 3 clusters Score -63559.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -63563.972656 Penalty: 660.387268 Iteration 16Q: 3 clusters Score -63563.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -63569.394531 Penalty: 660.387268 Iteration 17Q: 3 clusters Score -63569.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -63573.152344 Penalty: 660.387268 Iteration 18Q: 3 clusters Score -63573.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -63575.035156 Penalty: 660.387268 Iteration 19Q: 3 clusters Score -63575.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -63577.222656 Penalty: 660.387268 Iteration 20F: 3 clusters Score -63577.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -63577.847656 Penalty: 660.387268 Iteration 21Q: 3 clusters Score -63577.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -63577.847656 Penalty: 660.387268 Iteration 22F: 3 clusters Score -63577.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Entering Unmasked Estep Score: -61870.621094 Penalty: 330.767548 Iteration 0F: 2 clusters Score -61870.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -60782.246094 Penalty: 661.535095 Iteration 0F: 3 clusters Score -60782.25 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -61160.578125 Penalty: 661.535095 Iteration 1F: 3 clusters Score -61160.58 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -61223.492188 Penalty: 661.535095 Iteration 2F: 3 clusters Score -61223.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -61277.507812 Penalty: 661.535095 Iteration 3F: 3 clusters Score -61277.51 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -61322.078125 Penalty: 661.535095 Iteration 4F: 3 clusters Score -61322.08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -61362.332031 Penalty: 661.535095 Iteration 5Q: 3 clusters Score -61362.33 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -61393.648438 Penalty: 661.535095 Iteration 6Q: 3 clusters Score -61393.65 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -61422.390625 Penalty: 661.535095 Iteration 7Q: 3 clusters Score -61422.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -61437.042969 Penalty: 661.535095 Iteration 8Q: 3 clusters Score -61437.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -61449.019531 Penalty: 661.535095 Iteration 9Q: 3 clusters Score -61449.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -61458.437500 Penalty: 661.535095 Iteration 10Q: 3 clusters Score -61458.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -61463.269531 Penalty: 661.535095 Iteration 11Q: 3 clusters Score -61463.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -61467.890625 Penalty: 661.535095 Iteration 12Q: 3 clusters Score -61467.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -61474.691406 Penalty: 661.535095 Iteration 13Q: 3 clusters Score -61474.69 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -61479.773438 Penalty: 661.535095 Iteration 14Q: 3 clusters Score -61479.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -61489.007812 Penalty: 661.535095 Iteration 15Q: 3 clusters Score -61489.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -61499.976562 Penalty: 661.535095 Iteration 16Q: 3 clusters Score -61499.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -61511.027344 Penalty: 661.535095 Iteration 17Q: 3 clusters Score -61511.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -61517.292969 Penalty: 661.535095 Iteration 18Q: 3 clusters Score -61517.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -61521.230469 Penalty: 661.535095 Iteration 19Q: 3 clusters Score -61521.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -61523.195312 Penalty: 661.535095 Iteration 20F: 3 clusters Score -61523.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -61523.761719 Penalty: 661.535095 Iteration 21Q: 3 clusters Score -61523.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -61524.128906 Penalty: 661.535095 Iteration 22Q: 3 clusters Score -61524.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -61524.273438 Penalty: 661.535095 Iteration 23Q: 3 clusters Score -61524.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -61524.273438 Penalty: 661.535095 Iteration 24F: 3 clusters Score -61524.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Entering Unmasked Estep Score: -65086.687500 Penalty: 340.179504 Iteration 0F: 2 clusters Score -65086.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -63764.070312 Penalty: 680.359009 Iteration 0F: 3 clusters Score -63764.07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -64322.238281 Penalty: 680.359009 Iteration 1F: 3 clusters Score -64322.24 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -64453.679688 Penalty: 680.359009 Iteration 2F: 3 clusters Score -64453.68 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -64523.609375 Penalty: 680.359009 Iteration 3F: 3 clusters Score -64523.61 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -64565.101562 Penalty: 680.359009 Iteration 4Q: 3 clusters Score -64565.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -64596.398438 Penalty: 680.359009 Iteration 5Q: 3 clusters Score -64596.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -64622.390625 Penalty: 680.359009 Iteration 6Q: 3 clusters Score -64622.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -64641.472656 Penalty: 680.359009 Iteration 7Q: 3 clusters Score -64641.47 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -64653.105469 Penalty: 680.359009 Iteration 8Q: 3 clusters Score -64653.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -64664.980469 Penalty: 680.359009 Iteration 9Q: 3 clusters Score -64664.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -64674.218750 Penalty: 680.359009 Iteration 10Q: 3 clusters Score -64674.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -64683.496094 Penalty: 680.359009 Iteration 11Q: 3 clusters Score -64683.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -64695.902344 Penalty: 680.359009 Iteration 12Q: 3 clusters Score -64695.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -64706.812500 Penalty: 680.359009 Iteration 13Q: 3 clusters Score -64706.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -64716.617188 Penalty: 680.359009 Iteration 14Q: 3 clusters Score -64716.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -64721.601562 Penalty: 680.359009 Iteration 15Q: 3 clusters Score -64721.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -64727.730469 Penalty: 680.359009 Iteration 16Q: 3 clusters Score -64727.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -64735.925781 Penalty: 680.359009 Iteration 17Q: 3 clusters Score -64735.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -64745.359375 Penalty: 680.359009 Iteration 18Q: 3 clusters Score -64745.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -64753.558594 Penalty: 680.359009 Iteration 19Q: 3 clusters Score -64753.56 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -64763.078125 Penalty: 680.359009 Iteration 20F: 3 clusters Score -64763.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -64780.726562 Penalty: 680.359009 Iteration 21Q: 3 clusters Score -64780.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -64801.015625 Penalty: 680.359009 Iteration 22Q: 3 clusters Score -64801.02 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -64818.531250 Penalty: 680.359009 Iteration 23Q: 3 clusters Score -64818.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -64832.960938 Penalty: 680.359009 Iteration 24Q: 3 clusters Score -64832.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -64844.964844 Penalty: 680.359009 Iteration 25Q: 3 clusters Score -64844.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -64855.414062 Penalty: 680.359009 Iteration 26Q: 3 clusters Score -64855.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -64873.335938 Penalty: 680.359009 Iteration 27Q: 3 clusters Score -64873.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -64893.992188 Penalty: 680.359009 Iteration 28Q: 3 clusters Score -64893.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -64913.222656 Penalty: 680.359009 Iteration 29Q: 3 clusters Score -64913.22 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -64940.691406 Penalty: 680.359009 Iteration 30Q: 3 clusters Score -64940.69 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -64958.511719 Penalty: 680.359009 Iteration 31Q: 3 clusters Score -64958.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -64964.882812 Penalty: 680.359009 Iteration 32Q: 3 clusters Score -64964.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -64967.769531 Penalty: 680.359009 Iteration 33Q: 3 clusters Score -64967.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -64971.203125 Penalty: 680.359009 Iteration 34Q: 3 clusters Score -64971.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -64974.621094 Penalty: 680.359009 Iteration 35Q: 3 clusters Score -64974.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -64978.363281 Penalty: 680.359009 Iteration 36Q: 3 clusters Score -64978.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -64981.941406 Penalty: 680.359009 Iteration 37Q: 3 clusters Score -64981.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -64984.289062 Penalty: 680.359009 Iteration 38Q: 3 clusters Score -64984.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -64985.484375 Penalty: 680.359009 Iteration 39Q: 3 clusters Score -64985.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -64986.468750 Penalty: 680.359009 Iteration 40F: 3 clusters Score -64986.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -64986.910156 Penalty: 680.359009 Iteration 41Q: 3 clusters Score -64986.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -64987.136719 Penalty: 680.359009 Iteration 42Q: 3 clusters Score -64987.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -64987.136719 Penalty: 680.359009 Iteration 43F: 3 clusters Score -64987.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (9045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Entering Unmasked Estep Score: -447983.750000 Penalty: 414.503510 Iteration 0F: 2 clusters Score -447983.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -441981.468750 Penalty: 829.007019 Iteration 0F: 3 clusters Score -441981.5 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -444554.562500 Penalty: 829.007019 Iteration 1F: 3 clusters Score -444554.6 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -445025.375000 Penalty: 829.007019 Iteration 2F: 3 clusters Score -445025.4 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -445776.875000 Penalty: 829.007019 Iteration 3F: 3 clusters Score -445776.9 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -446705.656250 Penalty: 829.007019 Iteration 4F: 3 clusters Score -446705.7 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -447511.718750 Penalty: 829.007019 Iteration 5F: 3 clusters Score -447511.7 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -447937.250000 Penalty: 829.007019 Iteration 6Q: 3 clusters Score -447937.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -448048.906250 Penalty: 829.007019 Iteration 7Q: 3 clusters Score -448048.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -448093.187500 Penalty: 829.007019 Iteration 8Q: 3 clusters Score -448093.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -448119.250000 Penalty: 829.007019 Iteration 9Q: 3 clusters Score -448119.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -448133.000000 Penalty: 829.007019 Iteration 10Q: 3 clusters Score -448133 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -448143.468750 Penalty: 829.007019 Iteration 11Q: 3 clusters Score -448143.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -448148.812500 Penalty: 829.007019 Iteration 12Q: 3 clusters Score -448148.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -448151.187500 Penalty: 829.007019 Iteration 13Q: 3 clusters Score -448151.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -448153.375000 Penalty: 829.007019 Iteration 14Q: 3 clusters Score -448153.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -448153.187500 Penalty: 829.007019 Iteration 15Q: 3 clusters Score -448153.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -448152.250000 Penalty: 829.007019 Iteration 16Q: 3 clusters Score -448152.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -448153.656250 Penalty: 829.007019 Iteration 17Q: 3 clusters Score -448153.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -448154.375000 Penalty: 829.007019 Iteration 18Q: 3 clusters Score -448154.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -448153.812500 Penalty: 829.007019 Iteration 19Q: 3 clusters Score -448153.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -448153.937500 Penalty: 829.007019 Iteration 20F: 3 clusters Score -448153.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 893 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31986 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3793 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 6447 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5002 members Mstep: Class 26 contains 83488 members Mstep: Class 27 contains 2598 members Entering Unmasked Estep Score: -8692168.000000 Penalty: 15026.070312 Splitting cluster 21 changes total score from -8692140.000000 to -8692168.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 22 (1532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Entering Unmasked Estep Score: -55085.390625 Penalty: 333.711975 Iteration 0F: 2 clusters Score -55085.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -53943.246094 Penalty: 667.423950 Iteration 0F: 3 clusters Score -53943.25 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -54313.375000 Penalty: 667.423950 Iteration 1F: 3 clusters Score -54313.38 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -54434.714844 Penalty: 667.423950 Iteration 2F: 3 clusters Score -54434.71 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -54528.671875 Penalty: 667.423950 Iteration 3F: 3 clusters Score -54528.67 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -54604.121094 Penalty: 667.423950 Iteration 4F: 3 clusters Score -54604.12 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -54663.398438 Penalty: 667.423950 Iteration 5F: 3 clusters Score -54663.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -54706.714844 Penalty: 667.423950 Iteration 6Q: 3 clusters Score -54706.71 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -54749.476562 Penalty: 667.423950 Iteration 7Q: 3 clusters Score -54749.48 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -54787.011719 Penalty: 667.423950 Iteration 8Q: 3 clusters Score -54787.01 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -54813.535156 Penalty: 667.423950 Iteration 9Q: 3 clusters Score -54813.54 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -54838.222656 Penalty: 667.423950 Iteration 10Q: 3 clusters Score -54838.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -54853.890625 Penalty: 667.423950 Iteration 11Q: 3 clusters Score -54853.89 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -54863.281250 Penalty: 667.423950 Iteration 12Q: 3 clusters Score -54863.28 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -54872.437500 Penalty: 667.423950 Iteration 13Q: 3 clusters Score -54872.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -54880.121094 Penalty: 667.423950 Iteration 14Q: 3 clusters Score -54880.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -54884.765625 Penalty: 667.423950 Iteration 15Q: 3 clusters Score -54884.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -54889.437500 Penalty: 667.423950 Iteration 16Q: 3 clusters Score -54889.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -54897.425781 Penalty: 667.423950 Iteration 17Q: 3 clusters Score -54897.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -54908.148438 Penalty: 667.423950 Iteration 18Q: 3 clusters Score -54908.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -54913.093750 Penalty: 667.423950 Iteration 19Q: 3 clusters Score -54913.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -54921.003906 Penalty: 667.423950 Iteration 20F: 3 clusters Score -54921 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -54931.019531 Penalty: 667.423950 Iteration 21Q: 3 clusters Score -54931.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -54941.273438 Penalty: 667.423950 Iteration 22Q: 3 clusters Score -54941.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -54946.414062 Penalty: 667.423950 Iteration 23Q: 3 clusters Score -54946.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -54951.160156 Penalty: 667.423950 Iteration 24Q: 3 clusters Score -54951.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -54956.464844 Penalty: 667.423950 Iteration 25Q: 3 clusters Score -54956.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -54962.937500 Penalty: 667.423950 Iteration 26Q: 3 clusters Score -54962.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -54968.343750 Penalty: 667.423950 Iteration 27Q: 3 clusters Score -54968.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -54978.687500 Penalty: 667.423950 Iteration 28Q: 3 clusters Score -54978.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -54987.535156 Penalty: 667.423950 Iteration 29Q: 3 clusters Score -54987.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -54990.593750 Penalty: 667.423950 Iteration 30Q: 3 clusters Score -54990.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -54992.914062 Penalty: 667.423950 Iteration 31Q: 3 clusters Score -54992.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -54996.593750 Penalty: 667.423950 Iteration 32Q: 3 clusters Score -54996.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -55001.546875 Penalty: 667.423950 Iteration 33Q: 3 clusters Score -55001.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -55005.457031 Penalty: 667.423950 Iteration 34Q: 3 clusters Score -55005.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -55007.652344 Penalty: 667.423950 Iteration 35Q: 3 clusters Score -55007.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -55008.632812 Penalty: 667.423950 Iteration 36Q: 3 clusters Score -55008.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -55009.128906 Penalty: 667.423950 Iteration 37Q: 3 clusters Score -55009.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -55010.070312 Penalty: 667.423950 Iteration 38Q: 3 clusters Score -55010.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -55010.449219 Penalty: 667.423950 Iteration 39Q: 3 clusters Score -55010.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -55010.449219 Penalty: 667.423950 Iteration 40F: 3 clusters Score -55010.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Entering Unmasked Estep Score: -212032.250000 Penalty: 383.251160 Iteration 0F: 2 clusters Score -212032.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -208970.031250 Penalty: 766.502319 Iteration 0F: 3 clusters Score -208970 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -210217.468750 Penalty: 766.502319 Iteration 1F: 3 clusters Score -210217.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -210410.125000 Penalty: 766.502319 Iteration 2F: 3 clusters Score -210410.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -210649.531250 Penalty: 766.502319 Iteration 3F: 3 clusters Score -210649.5 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -210909.109375 Penalty: 766.502319 Iteration 4F: 3 clusters Score -210909.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -211148.109375 Penalty: 766.502319 Iteration 5F: 3 clusters Score -211148.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -211298.765625 Penalty: 766.502319 Iteration 6Q: 3 clusters Score -211298.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -211402.718750 Penalty: 766.502319 Iteration 7Q: 3 clusters Score -211402.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -211477.734375 Penalty: 766.502319 Iteration 8Q: 3 clusters Score -211477.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -211534.828125 Penalty: 766.502319 Iteration 9Q: 3 clusters Score -211534.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -211582.265625 Penalty: 766.502319 Iteration 10Q: 3 clusters Score -211582.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -211612.468750 Penalty: 766.502319 Iteration 11Q: 3 clusters Score -211612.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -211631.687500 Penalty: 766.502319 Iteration 12Q: 3 clusters Score -211631.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -211645.265625 Penalty: 766.502319 Iteration 13Q: 3 clusters Score -211645.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -211655.203125 Penalty: 766.502319 Iteration 14Q: 3 clusters Score -211655.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -211664.515625 Penalty: 766.502319 Iteration 15Q: 3 clusters Score -211664.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -211674.015625 Penalty: 766.502319 Iteration 16Q: 3 clusters Score -211674 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -211678.484375 Penalty: 766.502319 Iteration 17Q: 3 clusters Score -211678.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -211683.359375 Penalty: 766.502319 Iteration 18Q: 3 clusters Score -211683.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -211690.515625 Penalty: 766.502319 Iteration 19Q: 3 clusters Score -211690.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -211696.000000 Penalty: 766.502319 Iteration 20F: 3 clusters Score -211696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -211698.296875 Penalty: 766.502319 Iteration 21Q: 3 clusters Score -211698.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -211699.750000 Penalty: 766.502319 Iteration 22Q: 3 clusters Score -211699.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -211699.968750 Penalty: 766.502319 Iteration 23Q: 3 clusters Score -211700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -211700.187500 Penalty: 766.502319 Iteration 24Q: 3 clusters Score -211700.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -211700.921875 Penalty: 766.502319 Iteration 25Q: 3 clusters Score -211700.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -211701.140625 Penalty: 766.502319 Iteration 26Q: 3 clusters Score -211701.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -211701.140625 Penalty: 766.502319 Iteration 27F: 3 clusters Score -211701.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Entering Unmasked Estep Score: -129685.789062 Penalty: 372.912811 Iteration 0F: 2 clusters Score -129685.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -127209.234375 Penalty: 745.825623 Iteration 0F: 3 clusters Score -127209.2 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -128284.585938 Penalty: 745.825623 Iteration 1F: 3 clusters Score -128284.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -128476.218750 Penalty: 745.825623 Iteration 2F: 3 clusters Score -128476.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -128604.492188 Penalty: 745.825623 Iteration 3F: 3 clusters Score -128604.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -128725.390625 Penalty: 745.825623 Iteration 4F: 3 clusters Score -128725.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -128821.945312 Penalty: 745.825623 Iteration 5Q: 3 clusters Score -128821.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -128910.453125 Penalty: 745.825623 Iteration 6Q: 3 clusters Score -128910.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -129000.023438 Penalty: 745.825623 Iteration 7Q: 3 clusters Score -129000 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -129113.023438 Penalty: 745.825623 Iteration 8Q: 3 clusters Score -129113 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -129260.007812 Penalty: 745.825623 Iteration 9Q: 3 clusters Score -129260 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -129423.000000 Penalty: 745.825623 Iteration 10Q: 3 clusters Score -129423 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -129561.210938 Penalty: 745.825623 Iteration 11Q: 3 clusters Score -129561.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -129637.828125 Penalty: 745.825623 Iteration 12Q: 3 clusters Score -129637.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -129661.734375 Penalty: 745.825623 Iteration 13Q: 3 clusters Score -129661.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -129668.250000 Penalty: 745.825623 Iteration 14Q: 3 clusters Score -129668.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -129670.289062 Penalty: 745.825623 Iteration 15Q: 3 clusters Score -129670.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -129670.968750 Penalty: 745.825623 Iteration 16Q: 3 clusters Score -129671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -129671.820312 Penalty: 745.825623 Iteration 17Q: 3 clusters Score -129671.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -129672.664062 Penalty: 745.825623 Iteration 18Q: 3 clusters Score -129672.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -129673.281250 Penalty: 745.825623 Iteration 19Q: 3 clusters Score -129673.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -129673.375000 Penalty: 745.825623 Iteration 20F: 3 clusters Score -129673.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -129673.476562 Penalty: 745.825623 Iteration 21Q: 3 clusters Score -129673.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -129673.500000 Penalty: 745.825623 Iteration 22Q: 3 clusters Score -129673.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -129673.500000 Penalty: 745.825623 Iteration 23F: 3 clusters Score -129673.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Entering Unmasked Estep Score: -189480.218750 Penalty: 387.550507 Iteration 0F: 2 clusters Score -189480.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -186105.906250 Penalty: 775.101013 Iteration 0F: 3 clusters Score -186105.9 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -187510.578125 Penalty: 775.101013 Iteration 1F: 3 clusters Score -187510.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -187753.609375 Penalty: 775.101013 Iteration 2F: 3 clusters Score -187753.6 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -187966.468750 Penalty: 775.101013 Iteration 3F: 3 clusters Score -187966.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -188099.437500 Penalty: 775.101013 Iteration 4F: 3 clusters Score -188099.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -188178.140625 Penalty: 775.101013 Iteration 5Q: 3 clusters Score -188178.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -188237.421875 Penalty: 775.101013 Iteration 6Q: 3 clusters Score -188237.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -188311.875000 Penalty: 775.101013 Iteration 7Q: 3 clusters Score -188311.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -188397.890625 Penalty: 775.101013 Iteration 8Q: 3 clusters Score -188397.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -188499.734375 Penalty: 775.101013 Iteration 9Q: 3 clusters Score -188499.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -188582.015625 Penalty: 775.101013 Iteration 10Q: 3 clusters Score -188582 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -188643.359375 Penalty: 775.101013 Iteration 11Q: 3 clusters Score -188643.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -188694.812500 Penalty: 775.101013 Iteration 12Q: 3 clusters Score -188694.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -188748.796875 Penalty: 775.101013 Iteration 13Q: 3 clusters Score -188748.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -188800.046875 Penalty: 775.101013 Iteration 14Q: 3 clusters Score -188800 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -188845.890625 Penalty: 775.101013 Iteration 15Q: 3 clusters Score -188845.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -188894.250000 Penalty: 775.101013 Iteration 16Q: 3 clusters Score -188894.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -188940.718750 Penalty: 775.101013 Iteration 17Q: 3 clusters Score -188940.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -188971.406250 Penalty: 775.101013 Iteration 18Q: 3 clusters Score -188971.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -188986.687500 Penalty: 775.101013 Iteration 19Q: 3 clusters Score -188986.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -188999.781250 Penalty: 775.101013 Iteration 20F: 3 clusters Score -188999.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -189011.468750 Penalty: 775.101013 Iteration 21Q: 3 clusters Score -189011.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -189019.718750 Penalty: 775.101013 Iteration 22Q: 3 clusters Score -189019.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -189028.750000 Penalty: 775.101013 Iteration 23Q: 3 clusters Score -189028.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -189034.531250 Penalty: 775.101013 Iteration 24Q: 3 clusters Score -189034.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -189040.734375 Penalty: 775.101013 Iteration 25Q: 3 clusters Score -189040.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -189045.265625 Penalty: 775.101013 Iteration 26Q: 3 clusters Score -189045.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -189049.078125 Penalty: 775.101013 Iteration 27Q: 3 clusters Score -189049.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -189053.375000 Penalty: 775.101013 Iteration 28Q: 3 clusters Score -189053.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -189058.187500 Penalty: 775.101013 Iteration 29Q: 3 clusters Score -189058.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -189064.906250 Penalty: 775.101013 Iteration 30Q: 3 clusters Score -189064.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -189070.671875 Penalty: 775.101013 Iteration 31Q: 3 clusters Score -189070.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -189078.015625 Penalty: 775.101013 Iteration 32Q: 3 clusters Score -189078 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -189086.515625 Penalty: 775.101013 Iteration 33Q: 3 clusters Score -189086.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -189094.015625 Penalty: 775.101013 Iteration 34Q: 3 clusters Score -189094 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -189105.265625 Penalty: 775.101013 Iteration 35Q: 3 clusters Score -189105.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -189113.640625 Penalty: 775.101013 Iteration 36Q: 3 clusters Score -189113.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -189118.359375 Penalty: 775.101013 Iteration 37Q: 3 clusters Score -189118.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -189122.546875 Penalty: 775.101013 Iteration 38Q: 3 clusters Score -189122.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -189126.609375 Penalty: 775.101013 Iteration 39Q: 3 clusters Score -189126.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -189131.781250 Penalty: 775.101013 Iteration 40F: 3 clusters Score -189131.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -189135.796875 Penalty: 775.101013 Iteration 41Q: 3 clusters Score -189135.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -189139.906250 Penalty: 775.101013 Iteration 42Q: 3 clusters Score -189139.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -189143.390625 Penalty: 775.101013 Iteration 43Q: 3 clusters Score -189143.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -189145.500000 Penalty: 775.101013 Iteration 44Q: 3 clusters Score -189145.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -189147.562500 Penalty: 775.101013 Iteration 45Q: 3 clusters Score -189147.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -189149.625000 Penalty: 775.101013 Iteration 46Q: 3 clusters Score -189149.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -189154.265625 Penalty: 775.101013 Iteration 47Q: 3 clusters Score -189154.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -189157.281250 Penalty: 775.101013 Iteration 48Q: 3 clusters Score -189157.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -189160.515625 Penalty: 775.101013 Iteration 49Q: 3 clusters Score -189160.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -189164.750000 Penalty: 775.101013 Iteration 50Q: 3 clusters Score -189164.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -189168.640625 Penalty: 775.101013 Iteration 51Q: 3 clusters Score -189168.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -189171.046875 Penalty: 775.101013 Iteration 52Q: 3 clusters Score -189171 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -189174.093750 Penalty: 775.101013 Iteration 53Q: 3 clusters Score -189174.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -189178.921875 Penalty: 775.101013 Iteration 54Q: 3 clusters Score -189178.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -189186.421875 Penalty: 775.101013 Iteration 55Q: 3 clusters Score -189186.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -189192.234375 Penalty: 775.101013 Iteration 56Q: 3 clusters Score -189192.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -189198.234375 Penalty: 775.101013 Iteration 57Q: 3 clusters Score -189198.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -189204.031250 Penalty: 775.101013 Iteration 58Q: 3 clusters Score -189204 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -189210.078125 Penalty: 775.101013 Iteration 59Q: 3 clusters Score -189210.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -189215.046875 Penalty: 775.101013 Iteration 60F: 3 clusters Score -189215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -189217.750000 Penalty: 775.101013 Iteration 61Q: 3 clusters Score -189217.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -189220.109375 Penalty: 775.101013 Iteration 62Q: 3 clusters Score -189220.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -189224.093750 Penalty: 775.101013 Iteration 63Q: 3 clusters Score -189224.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -189228.625000 Penalty: 775.101013 Iteration 64Q: 3 clusters Score -189228.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -189232.703125 Penalty: 775.101013 Iteration 65Q: 3 clusters Score -189232.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -189234.718750 Penalty: 775.101013 Iteration 66Q: 3 clusters Score -189234.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -189235.421875 Penalty: 775.101013 Iteration 67Q: 3 clusters Score -189235.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -189236.781250 Penalty: 775.101013 Iteration 68Q: 3 clusters Score -189236.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -189239.765625 Penalty: 775.101013 Iteration 69Q: 3 clusters Score -189239.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -189241.937500 Penalty: 775.101013 Iteration 70Q: 3 clusters Score -189241.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -189243.593750 Penalty: 775.101013 Iteration 71Q: 3 clusters Score -189243.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -189244.296875 Penalty: 775.101013 Iteration 72Q: 3 clusters Score -189244.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -189245.234375 Penalty: 775.101013 Iteration 73Q: 3 clusters Score -189245.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -189245.515625 Penalty: 775.101013 Iteration 74Q: 3 clusters Score -189245.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -189246.343750 Penalty: 775.101013 Iteration 75Q: 3 clusters Score -189246.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -189247.109375 Penalty: 775.101013 Iteration 76Q: 3 clusters Score -189247.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -189247.906250 Penalty: 775.101013 Iteration 77Q: 3 clusters Score -189247.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -189248.328125 Penalty: 775.101013 Iteration 78Q: 3 clusters Score -189248.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -189248.625000 Penalty: 775.101013 Iteration 79Q: 3 clusters Score -189248.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -189248.609375 Penalty: 775.101013 Iteration 80F: 3 clusters Score -189248.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (83488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83488 members Entering Unmasked Estep Score: -3814940.250000 Penalty: 515.626831 Iteration 0F: 2 clusters Score -3814940 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41777 members Mstep: Class 2 contains 41711 members Entering Unmasked Estep Score: -3758495.750000 Penalty: 1031.253662 Iteration 0F: 3 clusters Score -3758496 nChanged 40614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45645 members Mstep: Class 2 contains 37843 members Entering Unmasked Estep Score: -3783822.000000 Penalty: 1031.253662 Iteration 1F: 3 clusters Score -3783822 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47908 members Mstep: Class 2 contains 35580 members Entering Unmasked Estep Score: -3785869.750000 Penalty: 1031.253662 Iteration 2F: 3 clusters Score -3785870 nChanged 4728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50598 members Mstep: Class 2 contains 32890 members Entering Unmasked Estep Score: -3788318.750000 Penalty: 1031.253662 Iteration 3F: 3 clusters Score -3788319 nChanged 4948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53742 members Mstep: Class 2 contains 29746 members Entering Unmasked Estep Score: -3791464.250000 Penalty: 1031.253662 Iteration 4F: 3 clusters Score -3791464 nChanged 5108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57162 members Mstep: Class 2 contains 26326 members Entering Unmasked Estep Score: -3795383.500000 Penalty: 1031.253662 Iteration 5F: 3 clusters Score -3795384 nChanged 4862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60238 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -3799199.500000 Penalty: 1031.253662 Iteration 6F: 3 clusters Score -3799200 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62741 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -3802046.250000 Penalty: 1031.253662 Iteration 7Q: 3 clusters Score -3802046 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64789 members Mstep: Class 2 contains 18699 members Entering Unmasked Estep Score: -3803640.250000 Penalty: 1031.253662 Iteration 8Q: 3 clusters Score -3803640 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66592 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -3804628.750000 Penalty: 1031.253662 Iteration 9Q: 3 clusters Score -3804629 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68426 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -3805388.250000 Penalty: 1031.253662 Iteration 10Q: 3 clusters Score -3805388 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70242 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -3806200.250000 Penalty: 1031.253662 Iteration 11Q: 3 clusters Score -3806200 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72120 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -3807110.500000 Penalty: 1031.253662 Iteration 12Q: 3 clusters Score -3807110 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74013 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -3808169.000000 Penalty: 1031.253662 Iteration 13Q: 3 clusters Score -3808169 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75855 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -3809235.750000 Penalty: 1031.253662 Iteration 14Q: 3 clusters Score -3809236 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77588 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -3810328.500000 Penalty: 1031.253662 Iteration 15Q: 3 clusters Score -3810328 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79127 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -3811382.000000 Penalty: 1031.253662 Iteration 16Q: 3 clusters Score -3811382 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80439 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -3812310.000000 Penalty: 1031.253662 Iteration 17Q: 3 clusters Score -3812310 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81501 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -3813105.000000 Penalty: 1031.253662 Iteration 18Q: 3 clusters Score -3813105 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82313 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3813710.000000 Penalty: 1031.253662 Iteration 19Q: 3 clusters Score -3813710 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82805 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -3814040.500000 Penalty: 1031.253662 Iteration 20F: 3 clusters Score -3814040 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83078 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -3814220.000000 Penalty: 1031.253662 Iteration 21Q: 3 clusters Score -3814220 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83223 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -3814324.750000 Penalty: 1031.253662 Iteration 22Q: 3 clusters Score -3814325 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83300 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -3814405.250000 Penalty: 1031.253662 Iteration 23Q: 3 clusters Score -3814405 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83336 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -3814443.250000 Penalty: 1031.253662 Iteration 24Q: 3 clusters Score -3814443 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83358 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -3814462.250000 Penalty: 1031.253662 Iteration 25Q: 3 clusters Score -3814462 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83367 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -3814472.750000 Penalty: 1031.253662 Iteration 26Q: 3 clusters Score -3814473 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83372 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -3814481.000000 Penalty: 1031.253662 Iteration 27Q: 3 clusters Score -3814481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83376 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -3814480.750000 Penalty: 1031.253662 Iteration 28Q: 3 clusters Score -3814481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83380 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -3814487.500000 Penalty: 1031.253662 Iteration 29Q: 3 clusters Score -3814488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83382 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -3814484.000000 Penalty: 1031.253662 Iteration 30Q: 3 clusters Score -3814484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83382 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -3814484.000000 Penalty: 1031.253662 Iteration 31F: 3 clusters Score -3814484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 893 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2537 members Mstep: Class 10 contains 31986 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12911 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3793 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 6447 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3626 members Mstep: Class 25 contains 5002 members Mstep: Class 26 contains 83488 members Entering Unmasked Estep ConsiderDeletion Score: -8692580.000000 Penalty: 15026.070312 Iteration 159Q: 28 clusters Score -8692580 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 892 members Mstep: Class 3 contains 1658 members Mstep: Class 4 contains 17663 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1858 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2536 members Mstep: Class 10 contains 31983 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12916 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3792 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 1770 members Mstep: Class 21 contains 6353 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3627 members Mstep: Class 25 contains 5000 members Mstep: Class 26 contains 83646 members Mstep: Class 27 contains 2533 members Entering Unmasked Estep ConsiderDeletion Score: -8692833.000000 Penalty: 15026.070312 Iteration 160F: 28 clusters Score -8692833 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 891 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17657 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1856 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2535 members Mstep: Class 10 contains 31982 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12909 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3788 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1444 members Mstep: Class 20 contains 1774 members Mstep: Class 21 contains 6283 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5000 members Mstep: Class 26 contains 83682 members Mstep: Class 27 contains 2579 members Entering Unmasked Estep ConsiderDeletion Score: -8692897.000000 Penalty: 15026.070312 Iteration 161Q: 28 clusters Score -8692897 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 890 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17660 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1854 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2532 members Mstep: Class 10 contains 31982 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3792 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1449 members Mstep: Class 20 contains 1779 members Mstep: Class 21 contains 6241 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5005 members Mstep: Class 26 contains 83711 members Mstep: Class 27 contains 2586 members Entering Unmasked Estep ConsiderDeletion Score: -8692895.000000 Penalty: 15026.070312 Iteration 162Q: 28 clusters Score -8692895 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17664 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1856 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2529 members Mstep: Class 10 contains 31979 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12886 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3795 members Mstep: Class 16 contains 171 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1453 members Mstep: Class 20 contains 1788 members Mstep: Class 21 contains 6213 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5006 members Mstep: Class 26 contains 83737 members Mstep: Class 27 contains 2593 members Entering Unmasked Estep ConsiderDeletion Score: -8692923.000000 Penalty: 15026.070312 Iteration 163Q: 28 clusters Score -8692923 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 881 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17669 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1855 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2526 members Mstep: Class 10 contains 31978 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12868 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3794 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1457 members Mstep: Class 20 contains 1795 members Mstep: Class 21 contains 6200 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5008 members Mstep: Class 26 contains 83763 members Mstep: Class 27 contains 2591 members Entering Unmasked Estep ConsiderDeletion Score: -8692931.000000 Penalty: 15026.070312 Iteration 164Q: 28 clusters Score -8692931 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 877 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17669 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1852 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2524 members Mstep: Class 10 contains 31978 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12854 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3794 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1464 members Mstep: Class 20 contains 1800 members Mstep: Class 21 contains 6189 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3627 members Mstep: Class 25 contains 5014 members Mstep: Class 26 contains 83771 members Mstep: Class 27 contains 2600 members Entering Unmasked Estep ConsiderDeletion Score: -8692932.000000 Penalty: 15026.070312 Iteration 165Q: 28 clusters Score -8692932 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 1660 members Mstep: Class 4 contains 17673 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1851 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2520 members Mstep: Class 10 contains 31977 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12847 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3796 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1806 members Mstep: Class 21 contains 6184 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4544 members Mstep: Class 24 contains 3627 members Mstep: Class 25 contains 5018 members Mstep: Class 26 contains 83776 members Mstep: Class 27 contains 2597 members Entering Unmasked Estep ConsiderDeletion Score: -8692930.000000 Penalty: 15026.070312 Iteration 166Q: 28 clusters Score -8692930 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 17677 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1853 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2519 members Mstep: Class 10 contains 31974 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12835 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2155 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1810 members Mstep: Class 21 contains 6179 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4548 members Mstep: Class 24 contains 3627 members Mstep: Class 25 contains 5019 members Mstep: Class 26 contains 83771 members Mstep: Class 27 contains 2604 members Entering Unmasked Estep ConsiderDeletion Score: -8692935.000000 Penalty: 15026.070312 Iteration 167Q: 28 clusters Score -8692935 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 1660 members Mstep: Class 4 contains 17683 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1856 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2519 members Mstep: Class 10 contains 31970 members Mstep: Class 11 contains 5361 members Mstep: Class 12 contains 12826 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3800 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2154 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1810 members Mstep: Class 21 contains 6178 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5021 members Mstep: Class 26 contains 83773 members Mstep: Class 27 contains 2600 members Entering Unmasked Estep ConsiderDeletion Score: -8692945.000000 Penalty: 15026.070312 Iteration 168Q: 28 clusters Score -8692945 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 871 members Mstep: Class 3 contains 1661 members Mstep: Class 4 contains 17684 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1857 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31967 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12813 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3800 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1812 members Mstep: Class 21 contains 6172 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5023 members Mstep: Class 26 contains 83786 members Mstep: Class 27 contains 2602 members Entering Unmasked Estep ConsiderDeletion Score: -8692949.000000 Penalty: 15026.070312 Iteration 169Q: 28 clusters Score -8692949 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 869 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1857 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31963 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12803 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3799 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2152 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6170 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3628 members Mstep: Class 25 contains 5025 members Mstep: Class 26 contains 83798 members Mstep: Class 27 contains 2600 members Entering Unmasked Estep ConsiderDeletion Score: -8692953.000000 Penalty: 15026.070312 Iteration 170Q: 28 clusters Score -8692953 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 868 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1860 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31960 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12795 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3799 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6169 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3629 members Mstep: Class 25 contains 5026 members Mstep: Class 26 contains 83804 members Mstep: Class 27 contains 2603 members Entering Unmasked Estep ConsiderDeletion Score: -8692954.000000 Penalty: 15026.070312 Iteration 171Q: 28 clusters Score -8692954 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1862 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31959 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3799 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6168 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3630 members Mstep: Class 25 contains 5026 members Mstep: Class 26 contains 83812 members Mstep: Class 27 contains 2602 members Entering Unmasked Estep ConsiderDeletion Score: -8692953.000000 Penalty: 15026.070312 Iteration 172Q: 28 clusters Score -8692953 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17685 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1864 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31957 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6166 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3631 members Mstep: Class 25 contains 5030 members Mstep: Class 26 contains 83817 members Mstep: Class 27 contains 2602 members Entering Unmasked Estep ConsiderDeletion Score: -8692952.000000 Penalty: 15026.070312 Iteration 173Q: 28 clusters Score -8692952 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17685 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1868 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31953 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3632 members Mstep: Class 25 contains 5030 members Mstep: Class 26 contains 83820 members Mstep: Class 27 contains 2602 members Entering Unmasked Estep ConsiderDeletion Score: -8692944.000000 Penalty: 15026.070312 Iteration 174Q: 28 clusters Score -8692944 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31949 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1531 members Mstep: Class 23 contains 4548 members Mstep: Class 24 contains 3632 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83818 members Mstep: Class 27 contains 2603 members Entering Unmasked Estep ConsiderDeletion Score: -8692947.000000 Penalty: 15026.070312 Iteration 175Q: 28 clusters Score -8692947 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 866 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31949 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3632 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2605 members Entering Unmasked Estep ConsiderDeletion Score: -8692949.000000 Penalty: 15026.070312 Iteration 176Q: 28 clusters Score -8692949 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31948 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3633 members Mstep: Class 25 contains 5034 members Mstep: Class 26 contains 83815 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692945.000000 Penalty: 15026.070312 Iteration 177Q: 28 clusters Score -8692945 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 711 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31947 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3637 members Mstep: Class 25 contains 5036 members Mstep: Class 26 contains 83815 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692943.000000 Penalty: 15026.070312 Iteration 178Q: 28 clusters Score -8692943 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 801 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31946 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3641 members Mstep: Class 25 contains 5036 members Mstep: Class 26 contains 83815 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692937.000000 Penalty: 15026.070312 Iteration 179Q: 28 clusters Score -8692937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 799 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31944 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3648 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692945.000000 Penalty: 15026.070312 Iteration 180F: 28 clusters Score -8692945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 798 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31945 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3652 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692946.000000 Penalty: 15026.070312 Iteration 181Q: 28 clusters Score -8692946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 796 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31945 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1819 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3655 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692943.000000 Penalty: 15026.070312 Iteration 182Q: 28 clusters Score -8692943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 851 members Mstep: Class 3 contains 1664 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 796 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 31943 members Mstep: Class 11 contains 5355 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1820 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3657 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692944.000000 Penalty: 15026.070312 Iteration 183Q: 28 clusters Score -8692944 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1665 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31942 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3798 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1821 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5030 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692941.000000 Penalty: 15026.070312 Iteration 184Q: 28 clusters Score -8692941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1666 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31941 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1822 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83816 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692936.000000 Penalty: 15026.070312 Iteration 185Q: 28 clusters Score -8692936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1665 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31941 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3796 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5033 members Mstep: Class 26 contains 83817 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692937.000000 Penalty: 15026.070312 Iteration 186Q: 28 clusters Score -8692937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1666 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31940 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12782 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3795 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5033 members Mstep: Class 26 contains 83819 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692941.000000 Penalty: 15026.070312 Iteration 187Q: 28 clusters Score -8692941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17686 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12781 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3794 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5034 members Mstep: Class 26 contains 83820 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692944.000000 Penalty: 15026.070312 Iteration 188Q: 28 clusters Score -8692944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17688 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3790 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5036 members Mstep: Class 26 contains 83822 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692947.000000 Penalty: 15026.070312 Iteration 189Q: 28 clusters Score -8692947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3784 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5038 members Mstep: Class 26 contains 83825 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692944.000000 Penalty: 15026.070312 Iteration 190Q: 28 clusters Score -8692944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3782 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2151 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5040 members Mstep: Class 26 contains 83825 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692946.000000 Penalty: 15026.070312 Iteration 191Q: 28 clusters Score -8692946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5040 members Mstep: Class 26 contains 83827 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692941.000000 Penalty: 15026.070312 Iteration 192Q: 28 clusters Score -8692941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2149 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5041 members Mstep: Class 26 contains 83826 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692945.000000 Penalty: 15026.070312 Iteration 193Q: 28 clusters Score -8692945 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5042 members Mstep: Class 26 contains 83825 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692943.000000 Penalty: 15026.070312 Iteration 194Q: 28 clusters Score -8692943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5042 members Mstep: Class 26 contains 83824 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692947.000000 Penalty: 15026.070312 Iteration 195Q: 28 clusters Score -8692947 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5042 members Mstep: Class 26 contains 83824 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8692947.000000 Penalty: 15026.070312 Iteration 196F: 28 clusters Score -8692947 nChanged 0 Entering ConstructFrom: Score: -8692947.000000 Penalty: 15026.070312 Entering ConstructFrom: Trying to split cluster 1 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -14717.397461 Penalty: 280.334930 Iteration 0F: 2 clusters Score -14717.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -14254.634766 Penalty: 560.669861 Iteration 0F: 3 clusters Score -14254.63 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14394.964844 Penalty: 560.669861 Iteration 1F: 3 clusters Score -14394.96 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14456.630859 Penalty: 560.669861 Iteration 2F: 3 clusters Score -14456.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14504.378906 Penalty: 560.669861 Iteration 3F: 3 clusters Score -14504.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14547.007812 Penalty: 560.669861 Iteration 4F: 3 clusters Score -14547.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -14578.514648 Penalty: 560.669861 Iteration 5Q: 3 clusters Score -14578.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -14592.732422 Penalty: 560.669861 Iteration 6Q: 3 clusters Score -14592.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -14618.160156 Penalty: 560.669861 Iteration 7Q: 3 clusters Score -14618.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -14629.199219 Penalty: 560.669861 Iteration 8Q: 3 clusters Score -14629.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -14632.312500 Penalty: 560.669861 Iteration 9Q: 3 clusters Score -14632.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -14634.660156 Penalty: 560.669861 Iteration 10Q: 3 clusters Score -14634.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -14637.154297 Penalty: 560.669861 Iteration 11Q: 3 clusters Score -14637.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14638.053711 Penalty: 560.669861 Iteration 12Q: 3 clusters Score -14638.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14638.053711 Penalty: 560.669861 Iteration 13F: 3 clusters Score -14638.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Entering Unmasked Estep Score: -27520.419922 Penalty: 306.801086 Iteration 0F: 2 clusters Score -27520.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -26827.492188 Penalty: 613.602173 Iteration 0F: 3 clusters Score -26827.49 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27016.927734 Penalty: 613.602173 Iteration 1F: 3 clusters Score -27016.93 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -27068.482422 Penalty: 613.602173 Iteration 2F: 3 clusters Score -27068.48 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27107.492188 Penalty: 613.602173 Iteration 3F: 3 clusters Score -27107.49 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27129.404297 Penalty: 613.602173 Iteration 4Q: 3 clusters Score -27129.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27148.169922 Penalty: 613.602173 Iteration 5Q: 3 clusters Score -27148.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -27169.087891 Penalty: 613.602173 Iteration 6Q: 3 clusters Score -27169.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -27183.625000 Penalty: 613.602173 Iteration 7Q: 3 clusters Score -27183.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -27195.570312 Penalty: 613.602173 Iteration 8Q: 3 clusters Score -27195.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -27206.460938 Penalty: 613.602173 Iteration 9Q: 3 clusters Score -27206.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -27218.984375 Penalty: 613.602173 Iteration 10Q: 3 clusters Score -27218.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27221.892578 Penalty: 613.602173 Iteration 11Q: 3 clusters Score -27221.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -27225.800781 Penalty: 613.602173 Iteration 12Q: 3 clusters Score -27225.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -27230.062500 Penalty: 613.602173 Iteration 13Q: 3 clusters Score -27230.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -27234.167969 Penalty: 613.602173 Iteration 14Q: 3 clusters Score -27234.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27238.146484 Penalty: 613.602173 Iteration 15Q: 3 clusters Score -27238.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -27240.023438 Penalty: 613.602173 Iteration 16Q: 3 clusters Score -27240.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -27242.304688 Penalty: 613.602173 Iteration 17Q: 3 clusters Score -27242.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -27243.304688 Penalty: 613.602173 Iteration 18Q: 3 clusters Score -27243.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -27243.591797 Penalty: 613.602173 Iteration 19Q: 3 clusters Score -27243.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -27243.935547 Penalty: 613.602173 Iteration 20F: 3 clusters Score -27243.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -72909.929688 Penalty: 337.554535 Iteration 0F: 2 clusters Score -72909.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -71692.679688 Penalty: 675.109070 Iteration 0F: 3 clusters Score -71692.68 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -72120.093750 Penalty: 675.109070 Iteration 1F: 3 clusters Score -72120.09 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -72221.406250 Penalty: 675.109070 Iteration 2F: 3 clusters Score -72221.41 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -72291.375000 Penalty: 675.109070 Iteration 3F: 3 clusters Score -72291.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -72370.156250 Penalty: 675.109070 Iteration 4F: 3 clusters Score -72370.16 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -72441.085938 Penalty: 675.109070 Iteration 5F: 3 clusters Score -72441.09 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -72485.945312 Penalty: 675.109070 Iteration 6Q: 3 clusters Score -72485.95 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -72532.203125 Penalty: 675.109070 Iteration 7Q: 3 clusters Score -72532.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -72565.585938 Penalty: 675.109070 Iteration 8Q: 3 clusters Score -72565.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -72579.171875 Penalty: 675.109070 Iteration 9Q: 3 clusters Score -72579.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -72589.539062 Penalty: 675.109070 Iteration 10Q: 3 clusters Score -72589.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -72599.851562 Penalty: 675.109070 Iteration 11Q: 3 clusters Score -72599.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -72610.195312 Penalty: 675.109070 Iteration 12Q: 3 clusters Score -72610.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72613.476562 Penalty: 675.109070 Iteration 13Q: 3 clusters Score -72613.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72614.585938 Penalty: 675.109070 Iteration 14Q: 3 clusters Score -72614.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72615.296875 Penalty: 675.109070 Iteration 15Q: 3 clusters Score -72615.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -72616.828125 Penalty: 675.109070 Iteration 16Q: 3 clusters Score -72616.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -72619.546875 Penalty: 675.109070 Iteration 17Q: 3 clusters Score -72619.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -72621.687500 Penalty: 675.109070 Iteration 18Q: 3 clusters Score -72621.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -72623.687500 Penalty: 675.109070 Iteration 19Q: 3 clusters Score -72623.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -72624.117188 Penalty: 675.109070 Iteration 20F: 3 clusters Score -72624.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -72626.351562 Penalty: 675.109070 Iteration 21Q: 3 clusters Score -72626.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -72629.054688 Penalty: 675.109070 Iteration 22Q: 3 clusters Score -72629.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -72635.257812 Penalty: 675.109070 Iteration 23Q: 3 clusters Score -72635.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -72637.687500 Penalty: 675.109070 Iteration 24Q: 3 clusters Score -72637.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -72638.929688 Penalty: 675.109070 Iteration 25Q: 3 clusters Score -72638.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -72640.750000 Penalty: 675.109070 Iteration 26Q: 3 clusters Score -72640.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -72643.640625 Penalty: 675.109070 Iteration 27Q: 3 clusters Score -72643.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -72643.640625 Penalty: 675.109070 Iteration 28F: 3 clusters Score -72643.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17689 members Entering Unmasked Estep Score: -764178.062500 Penalty: 445.021759 Iteration 0F: 2 clusters Score -764178.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -752502.687500 Penalty: 890.043518 Iteration 0F: 3 clusters Score -752502.7 nChanged 8402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -757985.625000 Penalty: 890.043518 Iteration 1F: 3 clusters Score -757985.6 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -758789.000000 Penalty: 890.043518 Iteration 2F: 3 clusters Score -758789 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -759640.687500 Penalty: 890.043518 Iteration 3F: 3 clusters Score -759640.7 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -760400.375000 Penalty: 890.043518 Iteration 4F: 3 clusters Score -760400.4 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -761002.250000 Penalty: 890.043518 Iteration 5F: 3 clusters Score -761002.2 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -761565.937500 Penalty: 890.043518 Iteration 6Q: 3 clusters Score -761565.9 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -762157.937500 Penalty: 890.043518 Iteration 7Q: 3 clusters Score -762157.9 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16210 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -762649.750000 Penalty: 890.043518 Iteration 8Q: 3 clusters Score -762649.8 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16758 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -763072.125000 Penalty: 890.043518 Iteration 9Q: 3 clusters Score -763072.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -763363.687500 Penalty: 890.043518 Iteration 10Q: 3 clusters Score -763363.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17363 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -763544.687500 Penalty: 890.043518 Iteration 11Q: 3 clusters Score -763544.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17484 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -763642.312500 Penalty: 890.043518 Iteration 12Q: 3 clusters Score -763642.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17547 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -763697.312500 Penalty: 890.043518 Iteration 13Q: 3 clusters Score -763697.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17581 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -763737.375000 Penalty: 890.043518 Iteration 14Q: 3 clusters Score -763737.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17595 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -763765.125000 Penalty: 890.043518 Iteration 15Q: 3 clusters Score -763765.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -763779.875000 Penalty: 890.043518 Iteration 16Q: 3 clusters Score -763779.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -763780.875000 Penalty: 890.043518 Iteration 17Q: 3 clusters Score -763780.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -763782.812500 Penalty: 890.043518 Iteration 18Q: 3 clusters Score -763782.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -763786.125000 Penalty: 890.043518 Iteration 19Q: 3 clusters Score -763786.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17611 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -763791.750000 Penalty: 890.043518 Iteration 20F: 3 clusters Score -763791.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -763797.750000 Penalty: 890.043518 Iteration 21Q: 3 clusters Score -763797.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -763802.937500 Penalty: 890.043518 Iteration 22Q: 3 clusters Score -763802.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17615 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -763806.937500 Penalty: 890.043518 Iteration 23Q: 3 clusters Score -763806.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -763809.312500 Penalty: 890.043518 Iteration 24Q: 3 clusters Score -763809.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -763809.312500 Penalty: 890.043518 Iteration 25F: 3 clusters Score -763809.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -31223.101562 Penalty: 303.864563 Iteration 0F: 2 clusters Score -31223.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -30560.988281 Penalty: 607.729126 Iteration 0F: 3 clusters Score -30560.99 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -30760.087891 Penalty: 607.729126 Iteration 1F: 3 clusters Score -30760.09 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -30802.712891 Penalty: 607.729126 Iteration 2F: 3 clusters Score -30802.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -30831.544922 Penalty: 607.729126 Iteration 3Q: 3 clusters Score -30831.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -30861.986328 Penalty: 607.729126 Iteration 4Q: 3 clusters Score -30861.99 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -30894.388672 Penalty: 607.729126 Iteration 5Q: 3 clusters Score -30894.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -30932.357422 Penalty: 607.729126 Iteration 6Q: 3 clusters Score -30932.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30970.277344 Penalty: 607.729126 Iteration 7Q: 3 clusters Score -30970.28 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -31019.626953 Penalty: 607.729126 Iteration 8Q: 3 clusters Score -31019.63 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -31060.511719 Penalty: 607.729126 Iteration 9Q: 3 clusters Score -31060.51 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31095.156250 Penalty: 607.729126 Iteration 10Q: 3 clusters Score -31095.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -31121.367188 Penalty: 607.729126 Iteration 11Q: 3 clusters Score -31121.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -31141.298828 Penalty: 607.729126 Iteration 12Q: 3 clusters Score -31141.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -31153.820312 Penalty: 607.729126 Iteration 13Q: 3 clusters Score -31153.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -31160.394531 Penalty: 607.729126 Iteration 14Q: 3 clusters Score -31160.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -31166.792969 Penalty: 607.729126 Iteration 15Q: 3 clusters Score -31166.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -31167.734375 Penalty: 607.729126 Iteration 16Q: 3 clusters Score -31167.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -31168.710938 Penalty: 607.729126 Iteration 17Q: 3 clusters Score -31168.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -31169.560547 Penalty: 607.729126 Iteration 18Q: 3 clusters Score -31169.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -31169.687500 Penalty: 607.729126 Iteration 19Q: 3 clusters Score -31169.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -31169.687500 Penalty: 607.729126 Iteration 20F: 3 clusters Score -31169.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Entering Unmasked Estep Score: -77858.710938 Penalty: 342.831696 Iteration 0F: 2 clusters Score -77858.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -76494.703125 Penalty: 685.663391 Iteration 0F: 3 clusters Score -76494.7 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -76926.945312 Penalty: 685.663391 Iteration 1F: 3 clusters Score -76926.95 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -77007.046875 Penalty: 685.663391 Iteration 2F: 3 clusters Score -77007.05 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -77063.585938 Penalty: 685.663391 Iteration 3F: 3 clusters Score -77063.59 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -77108.656250 Penalty: 685.663391 Iteration 4Q: 3 clusters Score -77108.66 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -77158.382812 Penalty: 685.663391 Iteration 5Q: 3 clusters Score -77158.38 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -77209.546875 Penalty: 685.663391 Iteration 6Q: 3 clusters Score -77209.55 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -77259.851562 Penalty: 685.663391 Iteration 7Q: 3 clusters Score -77259.85 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -77315.281250 Penalty: 685.663391 Iteration 8Q: 3 clusters Score -77315.28 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -77347.070312 Penalty: 685.663391 Iteration 9Q: 3 clusters Score -77347.07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -77370.484375 Penalty: 685.663391 Iteration 10Q: 3 clusters Score -77370.48 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -77392.281250 Penalty: 685.663391 Iteration 11Q: 3 clusters Score -77392.28 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -77408.421875 Penalty: 685.663391 Iteration 12Q: 3 clusters Score -77408.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -77424.765625 Penalty: 685.663391 Iteration 13Q: 3 clusters Score -77424.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -77443.570312 Penalty: 685.663391 Iteration 14Q: 3 clusters Score -77443.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -77454.554688 Penalty: 685.663391 Iteration 15Q: 3 clusters Score -77454.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -77462.703125 Penalty: 685.663391 Iteration 16Q: 3 clusters Score -77462.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -77469.734375 Penalty: 685.663391 Iteration 17Q: 3 clusters Score -77469.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -77475.359375 Penalty: 685.663391 Iteration 18Q: 3 clusters Score -77475.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -77480.601562 Penalty: 685.663391 Iteration 19Q: 3 clusters Score -77480.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -77489.164062 Penalty: 685.663391 Iteration 20F: 3 clusters Score -77489.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -77497.859375 Penalty: 685.663391 Iteration 21Q: 3 clusters Score -77497.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -77503.828125 Penalty: 685.663391 Iteration 22Q: 3 clusters Score -77503.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -77512.101562 Penalty: 685.663391 Iteration 23Q: 3 clusters Score -77512.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -77519.828125 Penalty: 685.663391 Iteration 24Q: 3 clusters Score -77519.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -77523.265625 Penalty: 685.663391 Iteration 25Q: 3 clusters Score -77523.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -77527.546875 Penalty: 685.663391 Iteration 26Q: 3 clusters Score -77527.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -77532.273438 Penalty: 685.663391 Iteration 27Q: 3 clusters Score -77532.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -77535.671875 Penalty: 685.663391 Iteration 28Q: 3 clusters Score -77535.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -77537.609375 Penalty: 685.663391 Iteration 29Q: 3 clusters Score -77537.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -77538.789062 Penalty: 685.663391 Iteration 30Q: 3 clusters Score -77538.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -77538.929688 Penalty: 685.663391 Iteration 31Q: 3 clusters Score -77538.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -77539.406250 Penalty: 685.663391 Iteration 32Q: 3 clusters Score -77539.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -77539.406250 Penalty: 685.663391 Iteration 33F: 3 clusters Score -77539.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Entering Unmasked Estep Score: -65632.656250 Penalty: 337.663574 Iteration 0F: 2 clusters Score -65632.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -64392.625000 Penalty: 675.327148 Iteration 0F: 3 clusters Score -64392.62 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -64830.355469 Penalty: 675.327148 Iteration 1F: 3 clusters Score -64830.36 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -64930.937500 Penalty: 675.327148 Iteration 2F: 3 clusters Score -64930.94 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -65005.261719 Penalty: 675.327148 Iteration 3F: 3 clusters Score -65005.26 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -65052.656250 Penalty: 675.327148 Iteration 4Q: 3 clusters Score -65052.66 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -65081.960938 Penalty: 675.327148 Iteration 5Q: 3 clusters Score -65081.96 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -65111.167969 Penalty: 675.327148 Iteration 6Q: 3 clusters Score -65111.17 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -65145.812500 Penalty: 675.327148 Iteration 7Q: 3 clusters Score -65145.81 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -65181.367188 Penalty: 675.327148 Iteration 8Q: 3 clusters Score -65181.37 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -65205.910156 Penalty: 675.327148 Iteration 9Q: 3 clusters Score -65205.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -65224.562500 Penalty: 675.327148 Iteration 10Q: 3 clusters Score -65224.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -65246.937500 Penalty: 675.327148 Iteration 11Q: 3 clusters Score -65246.94 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -65276.964844 Penalty: 675.327148 Iteration 12Q: 3 clusters Score -65276.96 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -65300.957031 Penalty: 675.327148 Iteration 13Q: 3 clusters Score -65300.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -65320.542969 Penalty: 675.327148 Iteration 14Q: 3 clusters Score -65320.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -65336.597656 Penalty: 675.327148 Iteration 15Q: 3 clusters Score -65336.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -65342.859375 Penalty: 675.327148 Iteration 16Q: 3 clusters Score -65342.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -65347.097656 Penalty: 675.327148 Iteration 17Q: 3 clusters Score -65347.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -65351.800781 Penalty: 675.327148 Iteration 18Q: 3 clusters Score -65351.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -65354.910156 Penalty: 675.327148 Iteration 19Q: 3 clusters Score -65354.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -65356.687500 Penalty: 675.327148 Iteration 20F: 3 clusters Score -65356.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -65360.605469 Penalty: 675.327148 Iteration 21Q: 3 clusters Score -65360.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -65363.437500 Penalty: 675.327148 Iteration 22Q: 3 clusters Score -65363.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -65366.988281 Penalty: 675.327148 Iteration 23Q: 3 clusters Score -65366.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -65372.652344 Penalty: 675.327148 Iteration 24Q: 3 clusters Score -65372.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65378.714844 Penalty: 675.327148 Iteration 25Q: 3 clusters Score -65378.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -65392.785156 Penalty: 675.327148 Iteration 26Q: 3 clusters Score -65392.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -65415.660156 Penalty: 675.327148 Iteration 27Q: 3 clusters Score -65415.66 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -65463.925781 Penalty: 675.327148 Iteration 28Q: 3 clusters Score -65463.93 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -65560.851562 Penalty: 675.327148 Iteration 29Q: 3 clusters Score -65560.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -65692.835938 Penalty: 675.327148 Iteration 30Q: 3 clusters Score -65692.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -65733.304688 Penalty: 675.327148 Iteration 31Q: 3 clusters Score -65733.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65740.453125 Penalty: 675.327148 Iteration 32Q: 3 clusters Score -65740.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65748.015625 Penalty: 675.327148 Iteration 33Q: 3 clusters Score -65748.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -65755.257812 Penalty: 675.327148 Iteration 34Q: 3 clusters Score -65755.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -65770.156250 Penalty: 675.327148 Iteration 35Q: 3 clusters Score -65770.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -65786.781250 Penalty: 675.327148 Iteration 36Q: 3 clusters Score -65786.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -65793.265625 Penalty: 675.327148 Iteration 37Q: 3 clusters Score -65793.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -65800.835938 Penalty: 675.327148 Iteration 38Q: 3 clusters Score -65800.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -65810.906250 Penalty: 675.327148 Iteration 39Q: 3 clusters Score -65810.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -65838.976562 Penalty: 675.327148 Iteration 40F: 3 clusters Score -65838.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -65861.710938 Penalty: 675.327148 Iteration 41Q: 3 clusters Score -65861.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -65885.742188 Penalty: 675.327148 Iteration 42Q: 3 clusters Score -65885.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -65894.390625 Penalty: 675.327148 Iteration 43Q: 3 clusters Score -65894.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -65898.820312 Penalty: 675.327148 Iteration 44Q: 3 clusters Score -65898.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -65899.750000 Penalty: 675.327148 Iteration 45Q: 3 clusters Score -65899.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -65900.070312 Penalty: 675.327148 Iteration 46Q: 3 clusters Score -65900.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -65900.070312 Penalty: 675.327148 Iteration 47F: 3 clusters Score -65900.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1185 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5042 members Mstep: Class 26 contains 83824 members Mstep: Class 27 contains 2607 members Mstep: Class 28 contains 486 members Entering Unmasked Estep Score: -8692998.000000 Penalty: 15582.591797 Splitting cluster 7 changes total score from -8692947.000000 to -8692998.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 8 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -19057.896484 Penalty: 298.526917 Iteration 0F: 2 clusters Score -19057.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18444.697266 Penalty: 597.053833 Iteration 0F: 3 clusters Score -18444.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -18659.308594 Penalty: 597.053833 Iteration 1F: 3 clusters Score -18659.31 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -18738.964844 Penalty: 597.053833 Iteration 2F: 3 clusters Score -18738.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18762.792969 Penalty: 597.053833 Iteration 3F: 3 clusters Score -18762.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -18788.033203 Penalty: 597.053833 Iteration 4Q: 3 clusters Score -18788.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18793.986328 Penalty: 597.053833 Iteration 5Q: 3 clusters Score -18793.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -18796.642578 Penalty: 597.053833 Iteration 6Q: 3 clusters Score -18796.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -18797.238281 Penalty: 597.053833 Iteration 7Q: 3 clusters Score -18797.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -18797.238281 Penalty: 597.053833 Iteration 8F: 3 clusters Score -18797.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Entering Unmasked Estep Score: -107641.625000 Penalty: 356.302429 Iteration 0F: 2 clusters Score -107641.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -105907.289062 Penalty: 712.604858 Iteration 0F: 3 clusters Score -105907.3 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -106596.750000 Penalty: 712.604858 Iteration 1F: 3 clusters Score -106596.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -106733.492188 Penalty: 712.604858 Iteration 2F: 3 clusters Score -106733.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -106843.273438 Penalty: 712.604858 Iteration 3F: 3 clusters Score -106843.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -106934.312500 Penalty: 712.604858 Iteration 4F: 3 clusters Score -106934.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -107016.515625 Penalty: 712.604858 Iteration 5Q: 3 clusters Score -107016.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -107063.679688 Penalty: 712.604858 Iteration 6Q: 3 clusters Score -107063.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -107091.546875 Penalty: 712.604858 Iteration 7Q: 3 clusters Score -107091.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -107113.578125 Penalty: 712.604858 Iteration 8Q: 3 clusters Score -107113.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -107126.320312 Penalty: 712.604858 Iteration 9Q: 3 clusters Score -107126.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -107135.429688 Penalty: 712.604858 Iteration 10Q: 3 clusters Score -107135.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -107141.390625 Penalty: 712.604858 Iteration 11Q: 3 clusters Score -107141.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -107150.390625 Penalty: 712.604858 Iteration 12Q: 3 clusters Score -107150.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -107158.250000 Penalty: 712.604858 Iteration 13Q: 3 clusters Score -107158.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -107166.085938 Penalty: 712.604858 Iteration 14Q: 3 clusters Score -107166.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -107169.765625 Penalty: 712.604858 Iteration 15Q: 3 clusters Score -107169.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -107172.328125 Penalty: 712.604858 Iteration 16Q: 3 clusters Score -107172.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -107175.101562 Penalty: 712.604858 Iteration 17Q: 3 clusters Score -107175.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -107178.320312 Penalty: 712.604858 Iteration 18Q: 3 clusters Score -107178.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -107182.210938 Penalty: 712.604858 Iteration 19Q: 3 clusters Score -107182.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -107186.515625 Penalty: 712.604858 Iteration 20F: 3 clusters Score -107186.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -107189.960938 Penalty: 712.604858 Iteration 21Q: 3 clusters Score -107190 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -107193.617188 Penalty: 712.604858 Iteration 22Q: 3 clusters Score -107193.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -107198.984375 Penalty: 712.604858 Iteration 23Q: 3 clusters Score -107199 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -107207.093750 Penalty: 712.604858 Iteration 24Q: 3 clusters Score -107207.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -107210.773438 Penalty: 712.604858 Iteration 25Q: 3 clusters Score -107210.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -107214.148438 Penalty: 712.604858 Iteration 26Q: 3 clusters Score -107214.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -107218.046875 Penalty: 712.604858 Iteration 27Q: 3 clusters Score -107218 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -107221.078125 Penalty: 712.604858 Iteration 28Q: 3 clusters Score -107221.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -107224.796875 Penalty: 712.604858 Iteration 29Q: 3 clusters Score -107224.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -107228.531250 Penalty: 712.604858 Iteration 30Q: 3 clusters Score -107228.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -107230.773438 Penalty: 712.604858 Iteration 31Q: 3 clusters Score -107230.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -107232.109375 Penalty: 712.604858 Iteration 32Q: 3 clusters Score -107232.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -107234.054688 Penalty: 712.604858 Iteration 33Q: 3 clusters Score -107234.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -107236.601562 Penalty: 712.604858 Iteration 34Q: 3 clusters Score -107236.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -107238.945312 Penalty: 712.604858 Iteration 35Q: 3 clusters Score -107238.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -107241.179688 Penalty: 712.604858 Iteration 36Q: 3 clusters Score -107241.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -107244.203125 Penalty: 712.604858 Iteration 37Q: 3 clusters Score -107244.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -107247.523438 Penalty: 712.604858 Iteration 38Q: 3 clusters Score -107247.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -107254.539062 Penalty: 712.604858 Iteration 39Q: 3 clusters Score -107254.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -107260.992188 Penalty: 712.604858 Iteration 40F: 3 clusters Score -107261 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -107264.531250 Penalty: 712.604858 Iteration 41Q: 3 clusters Score -107264.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -107266.968750 Penalty: 712.604858 Iteration 42Q: 3 clusters Score -107267 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -107268.234375 Penalty: 712.604858 Iteration 43Q: 3 clusters Score -107268.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -107269.890625 Penalty: 712.604858 Iteration 44Q: 3 clusters Score -107269.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -107270.617188 Penalty: 712.604858 Iteration 45Q: 3 clusters Score -107270.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -107271.375000 Penalty: 712.604858 Iteration 46Q: 3 clusters Score -107271.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -107271.468750 Penalty: 712.604858 Iteration 47Q: 3 clusters Score -107271.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -107271.765625 Penalty: 712.604858 Iteration 48Q: 3 clusters Score -107271.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -107272.218750 Penalty: 712.604858 Iteration 49Q: 3 clusters Score -107272.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -107272.578125 Penalty: 712.604858 Iteration 50Q: 3 clusters Score -107272.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -107273.203125 Penalty: 712.604858 Iteration 51Q: 3 clusters Score -107273.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -107274.265625 Penalty: 712.604858 Iteration 52Q: 3 clusters Score -107274.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -107275.734375 Penalty: 712.604858 Iteration 53Q: 3 clusters Score -107275.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -107277.703125 Penalty: 712.604858 Iteration 54Q: 3 clusters Score -107277.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -107278.593750 Penalty: 712.604858 Iteration 55Q: 3 clusters Score -107278.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -107279.984375 Penalty: 712.604858 Iteration 56Q: 3 clusters Score -107280 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -107280.859375 Penalty: 712.604858 Iteration 57Q: 3 clusters Score -107280.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -107281.882812 Penalty: 712.604858 Iteration 58Q: 3 clusters Score -107281.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -107282.820312 Penalty: 712.604858 Iteration 59Q: 3 clusters Score -107282.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -107283.085938 Penalty: 712.604858 Iteration 60F: 3 clusters Score -107283.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -107283.257812 Penalty: 712.604858 Iteration 61Q: 3 clusters Score -107283.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -107283.257812 Penalty: 712.604858 Iteration 62F: 3 clusters Score -107283.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31939 members Entering Unmasked Estep Score: -1469415.500000 Penalty: 471.907013 Iteration 0F: 2 clusters Score -1469416 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -1447964.875000 Penalty: 943.814026 Iteration 0F: 3 clusters Score -1447965 nChanged 15322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -1457661.375000 Penalty: 943.814026 Iteration 1F: 3 clusters Score -1457661 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21427 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -1458977.125000 Penalty: 943.814026 Iteration 2F: 3 clusters Score -1458977 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24073 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -1461180.875000 Penalty: 943.814026 Iteration 3F: 3 clusters Score -1461181 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -1464059.500000 Penalty: 943.814026 Iteration 4F: 3 clusters Score -1464060 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29320 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1466596.375000 Penalty: 943.814026 Iteration 5F: 3 clusters Score -1466596 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30699 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -1468063.625000 Penalty: 943.814026 Iteration 6Q: 3 clusters Score -1468064 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31261 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1468598.500000 Penalty: 943.814026 Iteration 7Q: 3 clusters Score -1468598 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31513 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1468860.500000 Penalty: 943.814026 Iteration 8Q: 3 clusters Score -1468860 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31608 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1468975.500000 Penalty: 943.814026 Iteration 9Q: 3 clusters Score -1468976 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31658 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1469027.250000 Penalty: 943.814026 Iteration 10Q: 3 clusters Score -1469027 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31682 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1469049.875000 Penalty: 943.814026 Iteration 11Q: 3 clusters Score -1469050 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31700 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -1469055.375000 Penalty: 943.814026 Iteration 12Q: 3 clusters Score -1469055 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31714 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1469065.125000 Penalty: 943.814026 Iteration 13Q: 3 clusters Score -1469065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31723 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1469069.125000 Penalty: 943.814026 Iteration 14Q: 3 clusters Score -1469069 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31732 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -1469073.125000 Penalty: 943.814026 Iteration 15Q: 3 clusters Score -1469073 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31739 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1469078.000000 Penalty: 943.814026 Iteration 16Q: 3 clusters Score -1469078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31743 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1469078.750000 Penalty: 943.814026 Iteration 17Q: 3 clusters Score -1469079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31746 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1469079.875000 Penalty: 943.814026 Iteration 18Q: 3 clusters Score -1469080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1469083.125000 Penalty: 943.814026 Iteration 19Q: 3 clusters Score -1469083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1469086.000000 Penalty: 943.814026 Iteration 20F: 3 clusters Score -1469086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31748 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -1469085.250000 Penalty: 943.814026 Iteration 21Q: 3 clusters Score -1469085 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1469085.625000 Penalty: 943.814026 Iteration 22Q: 3 clusters Score -1469086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31750 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -1469086.875000 Penalty: 943.814026 Iteration 23Q: 3 clusters Score -1469087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31751 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1469087.500000 Penalty: 943.814026 Iteration 24Q: 3 clusters Score -1469088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31753 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -1469090.250000 Penalty: 943.814026 Iteration 25Q: 3 clusters Score -1469090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31753 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -1469090.250000 Penalty: 943.814026 Iteration 26F: 3 clusters Score -1469090 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Entering Unmasked Estep Score: -226294.328125 Penalty: 390.636261 Iteration 0F: 2 clusters Score -226294.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -222665.281250 Penalty: 781.272522 Iteration 0F: 3 clusters Score -222665.3 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -223967.468750 Penalty: 781.272522 Iteration 1F: 3 clusters Score -223967.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -224122.187500 Penalty: 781.272522 Iteration 2F: 3 clusters Score -224122.2 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -224326.250000 Penalty: 781.272522 Iteration 3F: 3 clusters Score -224326.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -224563.593750 Penalty: 781.272522 Iteration 4F: 3 clusters Score -224563.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -224777.437500 Penalty: 781.272522 Iteration 5F: 3 clusters Score -224777.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -224938.859375 Penalty: 781.272522 Iteration 6F: 3 clusters Score -224938.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -225055.078125 Penalty: 781.272522 Iteration 7Q: 3 clusters Score -225055.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -225140.562500 Penalty: 781.272522 Iteration 8Q: 3 clusters Score -225140.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -225231.687500 Penalty: 781.272522 Iteration 9Q: 3 clusters Score -225231.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -225319.328125 Penalty: 781.272522 Iteration 10Q: 3 clusters Score -225319.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -225384.031250 Penalty: 781.272522 Iteration 11Q: 3 clusters Score -225384 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -225434.906250 Penalty: 781.272522 Iteration 12Q: 3 clusters Score -225434.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -225479.406250 Penalty: 781.272522 Iteration 13Q: 3 clusters Score -225479.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -225507.140625 Penalty: 781.272522 Iteration 14Q: 3 clusters Score -225507.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -225530.125000 Penalty: 781.272522 Iteration 15Q: 3 clusters Score -225530.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -225545.953125 Penalty: 781.272522 Iteration 16Q: 3 clusters Score -225546 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -225561.265625 Penalty: 781.272522 Iteration 17Q: 3 clusters Score -225561.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -225576.656250 Penalty: 781.272522 Iteration 18Q: 3 clusters Score -225576.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -225601.968750 Penalty: 781.272522 Iteration 19Q: 3 clusters Score -225602 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -225628.593750 Penalty: 781.272522 Iteration 20F: 3 clusters Score -225628.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -225655.593750 Penalty: 781.272522 Iteration 21Q: 3 clusters Score -225655.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -225683.671875 Penalty: 781.272522 Iteration 22Q: 3 clusters Score -225683.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -225704.093750 Penalty: 781.272522 Iteration 23Q: 3 clusters Score -225704.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -225713.796875 Penalty: 781.272522 Iteration 24Q: 3 clusters Score -225713.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -225722.734375 Penalty: 781.272522 Iteration 25Q: 3 clusters Score -225722.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -225733.843750 Penalty: 781.272522 Iteration 26Q: 3 clusters Score -225733.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -225743.906250 Penalty: 781.272522 Iteration 27Q: 3 clusters Score -225743.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -225754.078125 Penalty: 781.272522 Iteration 28Q: 3 clusters Score -225754.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -225761.015625 Penalty: 781.272522 Iteration 29Q: 3 clusters Score -225761 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -225766.343750 Penalty: 781.272522 Iteration 30Q: 3 clusters Score -225766.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -225769.093750 Penalty: 781.272522 Iteration 31Q: 3 clusters Score -225769.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -225772.687500 Penalty: 781.272522 Iteration 32Q: 3 clusters Score -225772.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -225774.281250 Penalty: 781.272522 Iteration 33Q: 3 clusters Score -225774.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -225777.562500 Penalty: 781.272522 Iteration 34Q: 3 clusters Score -225777.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -225780.328125 Penalty: 781.272522 Iteration 35Q: 3 clusters Score -225780.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -225784.203125 Penalty: 781.272522 Iteration 36Q: 3 clusters Score -225784.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -225788.734375 Penalty: 781.272522 Iteration 37Q: 3 clusters Score -225788.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -225795.203125 Penalty: 781.272522 Iteration 38Q: 3 clusters Score -225795.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -225803.984375 Penalty: 781.272522 Iteration 39Q: 3 clusters Score -225804 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -225812.125000 Penalty: 781.272522 Iteration 40F: 3 clusters Score -225812.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -225817.234375 Penalty: 781.272522 Iteration 41Q: 3 clusters Score -225817.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -225820.484375 Penalty: 781.272522 Iteration 42Q: 3 clusters Score -225820.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -225824.484375 Penalty: 781.272522 Iteration 43Q: 3 clusters Score -225824.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -225828.000000 Penalty: 781.272522 Iteration 44Q: 3 clusters Score -225828 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -225833.578125 Penalty: 781.272522 Iteration 45Q: 3 clusters Score -225833.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -225838.703125 Penalty: 781.272522 Iteration 46Q: 3 clusters Score -225838.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -225843.406250 Penalty: 781.272522 Iteration 47Q: 3 clusters Score -225843.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -225852.078125 Penalty: 781.272522 Iteration 48Q: 3 clusters Score -225852.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -225860.031250 Penalty: 781.272522 Iteration 49Q: 3 clusters Score -225860 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -225866.421875 Penalty: 781.272522 Iteration 50Q: 3 clusters Score -225866.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -225875.453125 Penalty: 781.272522 Iteration 51Q: 3 clusters Score -225875.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -225886.968750 Penalty: 781.272522 Iteration 52Q: 3 clusters Score -225887 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -225896.593750 Penalty: 781.272522 Iteration 53Q: 3 clusters Score -225896.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -225903.375000 Penalty: 781.272522 Iteration 54Q: 3 clusters Score -225903.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -225905.656250 Penalty: 781.272522 Iteration 55Q: 3 clusters Score -225905.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -225906.562500 Penalty: 781.272522 Iteration 56Q: 3 clusters Score -225906.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -225908.312500 Penalty: 781.272522 Iteration 57Q: 3 clusters Score -225908.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -225909.421875 Penalty: 781.272522 Iteration 58Q: 3 clusters Score -225909.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -225911.125000 Penalty: 781.272522 Iteration 59Q: 3 clusters Score -225911.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -225911.625000 Penalty: 781.272522 Iteration 60F: 3 clusters Score -225911.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -225911.781250 Penalty: 781.272522 Iteration 61Q: 3 clusters Score -225911.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -225911.781250 Penalty: 781.272522 Iteration 62F: 3 clusters Score -225911.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Entering Unmasked Estep Score: -594655.625000 Penalty: 430.227936 Iteration 0F: 2 clusters Score -594655.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -586107.500000 Penalty: 860.455872 Iteration 0F: 3 clusters Score -586107.5 nChanged 5991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -589424.500000 Penalty: 860.455872 Iteration 1F: 3 clusters Score -589424.5 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -589630.687500 Penalty: 860.455872 Iteration 2Q: 3 clusters Score -589630.7 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -589898.187500 Penalty: 860.455872 Iteration 3Q: 3 clusters Score -589898.2 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -590295.875000 Penalty: 860.455872 Iteration 4F: 3 clusters Score -590295.9 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -590862.812500 Penalty: 860.455872 Iteration 5F: 3 clusters Score -590862.8 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -591574.250000 Penalty: 860.455872 Iteration 6F: 3 clusters Score -591574.2 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -592324.750000 Penalty: 860.455872 Iteration 7F: 3 clusters Score -592324.8 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 10816 members Entering Unmasked Estep Score: -592914.812500 Penalty: 860.455872 Iteration 8F: 3 clusters Score -592914.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -593330.062500 Penalty: 860.455872 Iteration 9Q: 3 clusters Score -593330.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -593604.875000 Penalty: 860.455872 Iteration 10Q: 3 clusters Score -593604.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -593794.937500 Penalty: 860.455872 Iteration 11Q: 3 clusters Score -593794.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -593943.750000 Penalty: 860.455872 Iteration 12Q: 3 clusters Score -593943.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -594043.125000 Penalty: 860.455872 Iteration 13Q: 3 clusters Score -594043.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -594118.250000 Penalty: 860.455872 Iteration 14Q: 3 clusters Score -594118.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 12410 members Entering Unmasked Estep Score: -594169.500000 Penalty: 860.455872 Iteration 15Q: 3 clusters Score -594169.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -594205.625000 Penalty: 860.455872 Iteration 16Q: 3 clusters Score -594205.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -594235.125000 Penalty: 860.455872 Iteration 17Q: 3 clusters Score -594235.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -594255.437500 Penalty: 860.455872 Iteration 18Q: 3 clusters Score -594255.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 12541 members Entering Unmasked Estep Score: -594269.000000 Penalty: 860.455872 Iteration 19Q: 3 clusters Score -594269 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -594276.500000 Penalty: 860.455872 Iteration 20F: 3 clusters Score -594276.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -594291.062500 Penalty: 860.455872 Iteration 21Q: 3 clusters Score -594291.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -594304.375000 Penalty: 860.455872 Iteration 22Q: 3 clusters Score -594304.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 12587 members Entering Unmasked Estep Score: -594313.250000 Penalty: 860.455872 Iteration 23Q: 3 clusters Score -594313.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 12592 members Entering Unmasked Estep Score: -594322.812500 Penalty: 860.455872 Iteration 24Q: 3 clusters Score -594322.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 12593 members Entering Unmasked Estep Score: -594329.750000 Penalty: 860.455872 Iteration 25Q: 3 clusters Score -594329.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -594337.625000 Penalty: 860.455872 Iteration 26Q: 3 clusters Score -594337.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -594345.375000 Penalty: 860.455872 Iteration 27Q: 3 clusters Score -594345.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -594350.000000 Penalty: 860.455872 Iteration 28Q: 3 clusters Score -594350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -594355.000000 Penalty: 860.455872 Iteration 29Q: 3 clusters Score -594355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -594362.000000 Penalty: 860.455872 Iteration 30Q: 3 clusters Score -594362 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -594370.062500 Penalty: 860.455872 Iteration 31Q: 3 clusters Score -594370.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -594378.687500 Penalty: 860.455872 Iteration 32Q: 3 clusters Score -594378.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 12636 members Entering Unmasked Estep Score: -594381.937500 Penalty: 860.455872 Iteration 33Q: 3 clusters Score -594381.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -594385.312500 Penalty: 860.455872 Iteration 34Q: 3 clusters Score -594385.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -594388.875000 Penalty: 860.455872 Iteration 35Q: 3 clusters Score -594388.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -594391.250000 Penalty: 860.455872 Iteration 36Q: 3 clusters Score -594391.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -594391.375000 Penalty: 860.455872 Iteration 37Q: 3 clusters Score -594391.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 12622 members Entering Unmasked Estep Score: -594392.687500 Penalty: 860.455872 Iteration 38Q: 3 clusters Score -594392.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -594392.937500 Penalty: 860.455872 Iteration 39Q: 3 clusters Score -594392.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 12619 members Entering Unmasked Estep Score: -594394.187500 Penalty: 860.455872 Iteration 40F: 3 clusters Score -594394.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -594394.625000 Penalty: 860.455872 Iteration 41Q: 3 clusters Score -594394.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -594395.625000 Penalty: 860.455872 Iteration 42Q: 3 clusters Score -594395.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -594396.250000 Penalty: 860.455872 Iteration 43Q: 3 clusters Score -594396.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -594396.812500 Penalty: 860.455872 Iteration 44Q: 3 clusters Score -594396.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -594396.937500 Penalty: 860.455872 Iteration 45Q: 3 clusters Score -594396.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -594398.062500 Penalty: 860.455872 Iteration 46Q: 3 clusters Score -594398.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -594398.312500 Penalty: 860.455872 Iteration 47Q: 3 clusters Score -594398.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -594398.500000 Penalty: 860.455872 Iteration 48Q: 3 clusters Score -594398.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -594398.500000 Penalty: 860.455872 Iteration 49F: 3 clusters Score -594398.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Entering Unmasked Estep Score: -215631.234375 Penalty: 387.276794 Iteration 0F: 2 clusters Score -215631.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -212353.609375 Penalty: 774.553589 Iteration 0F: 3 clusters Score -212353.6 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -213856.531250 Penalty: 774.553589 Iteration 1F: 3 clusters Score -213856.5 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -214206.890625 Penalty: 774.553589 Iteration 2F: 3 clusters Score -214206.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -214556.312500 Penalty: 774.553589 Iteration 3F: 3 clusters Score -214556.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -214845.312500 Penalty: 774.553589 Iteration 4F: 3 clusters Score -214845.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -215057.296875 Penalty: 774.553589 Iteration 5F: 3 clusters Score -215057.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -215190.000000 Penalty: 774.553589 Iteration 6Q: 3 clusters Score -215190 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -215274.218750 Penalty: 774.553589 Iteration 7Q: 3 clusters Score -215274.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -215341.156250 Penalty: 774.553589 Iteration 8Q: 3 clusters Score -215341.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -215377.125000 Penalty: 774.553589 Iteration 9Q: 3 clusters Score -215377.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -215393.375000 Penalty: 774.553589 Iteration 10Q: 3 clusters Score -215393.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -215402.062500 Penalty: 774.553589 Iteration 11Q: 3 clusters Score -215402.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -215405.343750 Penalty: 774.553589 Iteration 12Q: 3 clusters Score -215405.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -215408.437500 Penalty: 774.553589 Iteration 13Q: 3 clusters Score -215408.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -215410.453125 Penalty: 774.553589 Iteration 14Q: 3 clusters Score -215410.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -215411.796875 Penalty: 774.553589 Iteration 15Q: 3 clusters Score -215411.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -215412.765625 Penalty: 774.553589 Iteration 16Q: 3 clusters Score -215412.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -215414.765625 Penalty: 774.553589 Iteration 17Q: 3 clusters Score -215414.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -215415.156250 Penalty: 774.553589 Iteration 18Q: 3 clusters Score -215415.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -215415.796875 Penalty: 774.553589 Iteration 19Q: 3 clusters Score -215415.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -215416.078125 Penalty: 774.553589 Iteration 20F: 3 clusters Score -215416.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -215416.359375 Penalty: 774.553589 Iteration 21Q: 3 clusters Score -215416.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -215416.250000 Penalty: 774.553589 Iteration 22Q: 3 clusters Score -215416.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -215416.750000 Penalty: 774.553589 Iteration 23Q: 3 clusters Score -215416.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -215416.578125 Penalty: 774.553589 Iteration 24Q: 3 clusters Score -215416.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -215416.593750 Penalty: 774.553589 Iteration 25Q: 3 clusters Score -215416.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -215416.578125 Penalty: 774.553589 Iteration 26Q: 3 clusters Score -215416.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -215417.015625 Penalty: 774.553589 Iteration 27Q: 3 clusters Score -215417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -215417.171875 Penalty: 774.553589 Iteration 28Q: 3 clusters Score -215417.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -215417.171875 Penalty: 774.553589 Iteration 29F: 3 clusters Score -215417.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Entering Unmasked Estep Score: -147771.203125 Penalty: 372.408051 Iteration 0F: 2 clusters Score -147771.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -145305.906250 Penalty: 744.816101 Iteration 0F: 3 clusters Score -145305.9 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -146459.703125 Penalty: 744.816101 Iteration 1F: 3 clusters Score -146459.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -146769.468750 Penalty: 744.816101 Iteration 2F: 3 clusters Score -146769.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -147065.718750 Penalty: 744.816101 Iteration 3F: 3 clusters Score -147065.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -147246.015625 Penalty: 744.816101 Iteration 4F: 3 clusters Score -147246 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -147374.203125 Penalty: 744.816101 Iteration 5Q: 3 clusters Score -147374.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -147448.796875 Penalty: 744.816101 Iteration 6Q: 3 clusters Score -147448.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -147513.828125 Penalty: 744.816101 Iteration 7Q: 3 clusters Score -147513.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -147567.156250 Penalty: 744.816101 Iteration 8Q: 3 clusters Score -147567.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -147606.484375 Penalty: 744.816101 Iteration 9Q: 3 clusters Score -147606.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -147625.828125 Penalty: 744.816101 Iteration 10Q: 3 clusters Score -147625.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -147637.656250 Penalty: 744.816101 Iteration 11Q: 3 clusters Score -147637.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -147644.515625 Penalty: 744.816101 Iteration 12Q: 3 clusters Score -147644.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -147648.625000 Penalty: 744.816101 Iteration 13Q: 3 clusters Score -147648.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -147651.062500 Penalty: 744.816101 Iteration 14Q: 3 clusters Score -147651.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -147653.609375 Penalty: 744.816101 Iteration 15Q: 3 clusters Score -147653.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -147656.031250 Penalty: 744.816101 Iteration 16Q: 3 clusters Score -147656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -147656.421875 Penalty: 744.816101 Iteration 17Q: 3 clusters Score -147656.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -147657.062500 Penalty: 744.816101 Iteration 18Q: 3 clusters Score -147657.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -147658.312500 Penalty: 744.816101 Iteration 19Q: 3 clusters Score -147658.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -147659.250000 Penalty: 744.816101 Iteration 20F: 3 clusters Score -147659.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -147659.984375 Penalty: 744.816101 Iteration 21Q: 3 clusters Score -147660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -147660.390625 Penalty: 744.816101 Iteration 22Q: 3 clusters Score -147660.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -147661.046875 Penalty: 744.816101 Iteration 23Q: 3 clusters Score -147661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -147661.125000 Penalty: 744.816101 Iteration 24Q: 3 clusters Score -147661.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -147661.750000 Penalty: 744.816101 Iteration 25Q: 3 clusters Score -147661.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -147661.984375 Penalty: 744.816101 Iteration 26Q: 3 clusters Score -147662 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -147661.984375 Penalty: 744.816101 Iteration 27F: 3 clusters Score -147662 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Entering Unmasked Estep Score: -165133.812500 Penalty: 374.817322 Iteration 0F: 2 clusters Score -165133.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -162513.718750 Penalty: 749.634644 Iteration 0F: 3 clusters Score -162513.7 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -163407.265625 Penalty: 749.634644 Iteration 1F: 3 clusters Score -163407.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -163490.953125 Penalty: 749.634644 Iteration 2F: 3 clusters Score -163491 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -163576.296875 Penalty: 749.634644 Iteration 3F: 3 clusters Score -163576.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -163673.890625 Penalty: 749.634644 Iteration 4Q: 3 clusters Score -163673.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -163762.593750 Penalty: 749.634644 Iteration 5Q: 3 clusters Score -163762.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -163850.578125 Penalty: 749.634644 Iteration 6Q: 3 clusters Score -163850.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -163955.015625 Penalty: 749.634644 Iteration 7Q: 3 clusters Score -163955 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -164108.640625 Penalty: 749.634644 Iteration 8Q: 3 clusters Score -164108.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -164254.703125 Penalty: 749.634644 Iteration 9Q: 3 clusters Score -164254.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -164356.406250 Penalty: 749.634644 Iteration 10Q: 3 clusters Score -164356.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -164441.265625 Penalty: 749.634644 Iteration 11Q: 3 clusters Score -164441.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -164521.531250 Penalty: 749.634644 Iteration 12Q: 3 clusters Score -164521.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -164574.234375 Penalty: 749.634644 Iteration 13Q: 3 clusters Score -164574.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -164609.281250 Penalty: 749.634644 Iteration 14Q: 3 clusters Score -164609.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -164636.562500 Penalty: 749.634644 Iteration 15Q: 3 clusters Score -164636.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -164664.250000 Penalty: 749.634644 Iteration 16Q: 3 clusters Score -164664.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -164690.375000 Penalty: 749.634644 Iteration 17Q: 3 clusters Score -164690.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -164708.921875 Penalty: 749.634644 Iteration 18Q: 3 clusters Score -164708.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -164736.109375 Penalty: 749.634644 Iteration 19Q: 3 clusters Score -164736.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -164760.296875 Penalty: 749.634644 Iteration 20F: 3 clusters Score -164760.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -164774.953125 Penalty: 749.634644 Iteration 21Q: 3 clusters Score -164775 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -164785.437500 Penalty: 749.634644 Iteration 22Q: 3 clusters Score -164785.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -164792.406250 Penalty: 749.634644 Iteration 23Q: 3 clusters Score -164792.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -164799.171875 Penalty: 749.634644 Iteration 24Q: 3 clusters Score -164799.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -164801.312500 Penalty: 749.634644 Iteration 25Q: 3 clusters Score -164801.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -164802.281250 Penalty: 749.634644 Iteration 26Q: 3 clusters Score -164802.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -164802.906250 Penalty: 749.634644 Iteration 27Q: 3 clusters Score -164802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -164803.421875 Penalty: 749.634644 Iteration 28Q: 3 clusters Score -164803.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -164804.046875 Penalty: 749.634644 Iteration 29Q: 3 clusters Score -164804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -164804.046875 Penalty: 749.634644 Iteration 30F: 3 clusters Score -164804 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -4945.150391 Penalty: 234.474777 Iteration 0F: 2 clusters Score -4945.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4694.298340 Penalty: 468.949554 Iteration 0F: 3 clusters Score -4694.298 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -4803.507812 Penalty: 468.949554 Iteration 1F: 3 clusters Score -4803.508 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -4863.797852 Penalty: 468.949554 Iteration 2F: 3 clusters Score -4863.798 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -4895.355957 Penalty: 468.949554 Iteration 3F: 3 clusters Score -4895.356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -4913.356934 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -4913.357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -4924.209961 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -4924.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -4928.101562 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -4928.102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -4931.929199 Penalty: 468.949554 Iteration 7Q: 3 clusters Score -4931.929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -4934.389160 Penalty: 468.949554 Iteration 8Q: 3 clusters Score -4934.389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -4939.093750 Penalty: 468.949554 Iteration 9Q: 3 clusters Score -4939.094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4940.283691 Penalty: 468.949554 Iteration 10Q: 3 clusters Score -4940.284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -4941.851074 Penalty: 468.949554 Iteration 11Q: 3 clusters Score -4941.851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -4941.851074 Penalty: 468.949554 Iteration 12F: 3 clusters Score -4941.851 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Entering Unmasked Estep Score: -96775.992188 Penalty: 349.089294 Iteration 0F: 2 clusters Score -96775.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -95226.703125 Penalty: 698.178589 Iteration 0F: 3 clusters Score -95226.7 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -95737.179688 Penalty: 698.178589 Iteration 1F: 3 clusters Score -95737.18 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -95818.953125 Penalty: 698.178589 Iteration 2F: 3 clusters Score -95818.95 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -95873.523438 Penalty: 698.178589 Iteration 3F: 3 clusters Score -95873.52 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -95922.460938 Penalty: 698.178589 Iteration 4Q: 3 clusters Score -95922.46 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -95970.179688 Penalty: 698.178589 Iteration 5Q: 3 clusters Score -95970.18 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -96017.867188 Penalty: 698.178589 Iteration 6Q: 3 clusters Score -96017.87 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -96054.421875 Penalty: 698.178589 Iteration 7Q: 3 clusters Score -96054.42 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -96090.085938 Penalty: 698.178589 Iteration 8Q: 3 clusters Score -96090.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -96118.929688 Penalty: 698.178589 Iteration 9Q: 3 clusters Score -96118.93 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -96159.789062 Penalty: 698.178589 Iteration 10Q: 3 clusters Score -96159.79 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -96186.945312 Penalty: 698.178589 Iteration 11Q: 3 clusters Score -96186.95 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -96211.617188 Penalty: 698.178589 Iteration 12Q: 3 clusters Score -96211.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -96238.429688 Penalty: 698.178589 Iteration 13Q: 3 clusters Score -96238.43 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -96254.859375 Penalty: 698.178589 Iteration 14Q: 3 clusters Score -96254.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -96266.320312 Penalty: 698.178589 Iteration 15Q: 3 clusters Score -96266.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -96271.515625 Penalty: 698.178589 Iteration 16Q: 3 clusters Score -96271.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -96273.671875 Penalty: 698.178589 Iteration 17Q: 3 clusters Score -96273.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -96276.218750 Penalty: 698.178589 Iteration 18Q: 3 clusters Score -96276.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -96279.320312 Penalty: 698.178589 Iteration 19Q: 3 clusters Score -96279.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -96282.734375 Penalty: 698.178589 Iteration 20F: 3 clusters Score -96282.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -96285.906250 Penalty: 698.178589 Iteration 21Q: 3 clusters Score -96285.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -96288.398438 Penalty: 698.178589 Iteration 22Q: 3 clusters Score -96288.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -96289.968750 Penalty: 698.178589 Iteration 23Q: 3 clusters Score -96289.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -96291.812500 Penalty: 698.178589 Iteration 24Q: 3 clusters Score -96291.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -96292.250000 Penalty: 698.178589 Iteration 25Q: 3 clusters Score -96292.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -96292.515625 Penalty: 698.178589 Iteration 26Q: 3 clusters Score -96292.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -96292.632812 Penalty: 698.178589 Iteration 27Q: 3 clusters Score -96292.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -96292.632812 Penalty: 698.178589 Iteration 28F: 3 clusters Score -96292.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Entering Unmasked Estep Score: -64005.371094 Penalty: 330.257751 Iteration 0F: 2 clusters Score -64005.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -62919.160156 Penalty: 660.515503 Iteration 0F: 3 clusters Score -62919.16 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -63293.488281 Penalty: 660.515503 Iteration 1F: 3 clusters Score -63293.49 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -63386.554688 Penalty: 660.515503 Iteration 2F: 3 clusters Score -63386.55 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -63441.613281 Penalty: 660.515503 Iteration 3F: 3 clusters Score -63441.61 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -63490.656250 Penalty: 660.515503 Iteration 4Q: 3 clusters Score -63490.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -63531.515625 Penalty: 660.515503 Iteration 5Q: 3 clusters Score -63531.52 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -63570.679688 Penalty: 660.515503 Iteration 6Q: 3 clusters Score -63570.68 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -63600.750000 Penalty: 660.515503 Iteration 7Q: 3 clusters Score -63600.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -63622.917969 Penalty: 660.515503 Iteration 8Q: 3 clusters Score -63622.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -63638.152344 Penalty: 660.515503 Iteration 9Q: 3 clusters Score -63638.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -63653.488281 Penalty: 660.515503 Iteration 10Q: 3 clusters Score -63653.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -63669.035156 Penalty: 660.515503 Iteration 11Q: 3 clusters Score -63669.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -63683.750000 Penalty: 660.515503 Iteration 12Q: 3 clusters Score -63683.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -63698.738281 Penalty: 660.515503 Iteration 13Q: 3 clusters Score -63698.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -63711.167969 Penalty: 660.515503 Iteration 14Q: 3 clusters Score -63711.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -63723.847656 Penalty: 660.515503 Iteration 15Q: 3 clusters Score -63723.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -63729.558594 Penalty: 660.515503 Iteration 16Q: 3 clusters Score -63729.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -63731.171875 Penalty: 660.515503 Iteration 17Q: 3 clusters Score -63731.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -63733.359375 Penalty: 660.515503 Iteration 18Q: 3 clusters Score -63733.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -63734.113281 Penalty: 660.515503 Iteration 19Q: 3 clusters Score -63734.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -63734.187500 Penalty: 660.515503 Iteration 20F: 3 clusters Score -63734.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -63735.730469 Penalty: 660.515503 Iteration 21Q: 3 clusters Score -63735.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -63737.761719 Penalty: 660.515503 Iteration 22Q: 3 clusters Score -63737.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -63740.921875 Penalty: 660.515503 Iteration 23Q: 3 clusters Score -63740.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -63745.859375 Penalty: 660.515503 Iteration 24Q: 3 clusters Score -63745.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -63746.378906 Penalty: 660.515503 Iteration 25Q: 3 clusters Score -63746.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -63746.378906 Penalty: 660.515503 Iteration 26F: 3 clusters Score -63746.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -63248.277344 Penalty: 331.739349 Iteration 0F: 2 clusters Score -63248.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -62169.406250 Penalty: 663.478699 Iteration 0F: 3 clusters Score -62169.41 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -62507.828125 Penalty: 663.478699 Iteration 1F: 3 clusters Score -62507.83 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -62601.464844 Penalty: 663.478699 Iteration 2F: 3 clusters Score -62601.46 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -62668.328125 Penalty: 663.478699 Iteration 3F: 3 clusters Score -62668.33 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -62732.011719 Penalty: 663.478699 Iteration 4F: 3 clusters Score -62732.01 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -62794.332031 Penalty: 663.478699 Iteration 5Q: 3 clusters Score -62794.33 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62850.156250 Penalty: 663.478699 Iteration 6Q: 3 clusters Score -62850.16 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62882.804688 Penalty: 663.478699 Iteration 7Q: 3 clusters Score -62882.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -62899.992188 Penalty: 663.478699 Iteration 8Q: 3 clusters Score -62899.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -62913.234375 Penalty: 663.478699 Iteration 9Q: 3 clusters Score -62913.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -62921.023438 Penalty: 663.478699 Iteration 10Q: 3 clusters Score -62921.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -62926.457031 Penalty: 663.478699 Iteration 11Q: 3 clusters Score -62926.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -62929.046875 Penalty: 663.478699 Iteration 12Q: 3 clusters Score -62929.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -62932.886719 Penalty: 663.478699 Iteration 13Q: 3 clusters Score -62932.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -62935.312500 Penalty: 663.478699 Iteration 14Q: 3 clusters Score -62935.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -62937.378906 Penalty: 663.478699 Iteration 15Q: 3 clusters Score -62937.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -62939.261719 Penalty: 663.478699 Iteration 16Q: 3 clusters Score -62939.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -62940.261719 Penalty: 663.478699 Iteration 17Q: 3 clusters Score -62940.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -62943.074219 Penalty: 663.478699 Iteration 18Q: 3 clusters Score -62943.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -62943.683594 Penalty: 663.478699 Iteration 19Q: 3 clusters Score -62943.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -62946.585938 Penalty: 663.478699 Iteration 20F: 3 clusters Score -62946.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -62951.515625 Penalty: 663.478699 Iteration 21Q: 3 clusters Score -62951.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -62955.167969 Penalty: 663.478699 Iteration 22Q: 3 clusters Score -62955.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -62955.148438 Penalty: 663.478699 Iteration 23Q: 3 clusters Score -62955.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -62955.148438 Penalty: 663.478699 Iteration 24F: 3 clusters Score -62955.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Entering Unmasked Estep Score: -67224.343750 Penalty: 341.649811 Iteration 0F: 2 clusters Score -67224.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -65879.367188 Penalty: 683.299622 Iteration 0F: 3 clusters Score -65879.37 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -66330.531250 Penalty: 683.299622 Iteration 1F: 3 clusters Score -66330.53 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -66408.109375 Penalty: 683.299622 Iteration 2F: 3 clusters Score -66408.11 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -66470.679688 Penalty: 683.299622 Iteration 3F: 3 clusters Score -66470.68 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -66524.335938 Penalty: 683.299622 Iteration 4Q: 3 clusters Score -66524.34 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -66590.828125 Penalty: 683.299622 Iteration 5Q: 3 clusters Score -66590.83 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -66649.117188 Penalty: 683.299622 Iteration 6Q: 3 clusters Score -66649.12 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -66691.757812 Penalty: 683.299622 Iteration 7Q: 3 clusters Score -66691.76 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -66727.148438 Penalty: 683.299622 Iteration 8Q: 3 clusters Score -66727.15 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -66756.429688 Penalty: 683.299622 Iteration 9Q: 3 clusters Score -66756.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -66774.007812 Penalty: 683.299622 Iteration 10Q: 3 clusters Score -66774.01 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -66797.976562 Penalty: 683.299622 Iteration 11Q: 3 clusters Score -66797.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -66823.906250 Penalty: 683.299622 Iteration 12Q: 3 clusters Score -66823.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -66844.007812 Penalty: 683.299622 Iteration 13Q: 3 clusters Score -66844.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -66857.085938 Penalty: 683.299622 Iteration 14Q: 3 clusters Score -66857.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -66867.585938 Penalty: 683.299622 Iteration 15Q: 3 clusters Score -66867.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66887.335938 Penalty: 683.299622 Iteration 16Q: 3 clusters Score -66887.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -66898.796875 Penalty: 683.299622 Iteration 17Q: 3 clusters Score -66898.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -66906.218750 Penalty: 683.299622 Iteration 18Q: 3 clusters Score -66906.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -66917.593750 Penalty: 683.299622 Iteration 19Q: 3 clusters Score -66917.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -66933.273438 Penalty: 683.299622 Iteration 20F: 3 clusters Score -66933.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -66948.835938 Penalty: 683.299622 Iteration 21Q: 3 clusters Score -66948.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -66964.578125 Penalty: 683.299622 Iteration 22Q: 3 clusters Score -66964.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -66976.914062 Penalty: 683.299622 Iteration 23Q: 3 clusters Score -66976.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -66987.984375 Penalty: 683.299622 Iteration 24Q: 3 clusters Score -66987.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -66995.054688 Penalty: 683.299622 Iteration 25Q: 3 clusters Score -66995.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -66997.960938 Penalty: 683.299622 Iteration 26Q: 3 clusters Score -66997.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -67001.460938 Penalty: 683.299622 Iteration 27Q: 3 clusters Score -67001.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -67004.960938 Penalty: 683.299622 Iteration 28Q: 3 clusters Score -67004.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -67008.500000 Penalty: 683.299622 Iteration 29Q: 3 clusters Score -67008.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -67011.367188 Penalty: 683.299622 Iteration 30Q: 3 clusters Score -67011.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -67012.281250 Penalty: 683.299622 Iteration 31Q: 3 clusters Score -67012.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -67012.281250 Penalty: 683.299622 Iteration 32F: 3 clusters Score -67012.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Entering Unmasked Estep Score: -309910.125000 Penalty: 397.047516 Iteration 0F: 2 clusters Score -309910.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -305747.437500 Penalty: 794.095032 Iteration 0F: 3 clusters Score -305747.4 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -307297.312500 Penalty: 794.095032 Iteration 1F: 3 clusters Score -307297.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -307436.718750 Penalty: 794.095032 Iteration 2F: 3 clusters Score -307436.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -307581.000000 Penalty: 794.095032 Iteration 3F: 3 clusters Score -307581 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -307754.843750 Penalty: 794.095032 Iteration 4F: 3 clusters Score -307754.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -307975.812500 Penalty: 794.095032 Iteration 5F: 3 clusters Score -307975.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -308230.375000 Penalty: 794.095032 Iteration 6F: 3 clusters Score -308230.4 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -308505.125000 Penalty: 794.095032 Iteration 7F: 3 clusters Score -308505.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -308755.968750 Penalty: 794.095032 Iteration 8Q: 3 clusters Score -308756 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -308926.562500 Penalty: 794.095032 Iteration 9Q: 3 clusters Score -308926.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -309030.312500 Penalty: 794.095032 Iteration 10Q: 3 clusters Score -309030.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -309099.562500 Penalty: 794.095032 Iteration 11Q: 3 clusters Score -309099.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -309159.125000 Penalty: 794.095032 Iteration 12Q: 3 clusters Score -309159.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -309205.937500 Penalty: 794.095032 Iteration 13Q: 3 clusters Score -309205.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -309257.031250 Penalty: 794.095032 Iteration 14Q: 3 clusters Score -309257 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -309302.031250 Penalty: 794.095032 Iteration 15Q: 3 clusters Score -309302 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -309347.937500 Penalty: 794.095032 Iteration 16Q: 3 clusters Score -309347.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -309393.375000 Penalty: 794.095032 Iteration 17Q: 3 clusters Score -309393.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -309440.062500 Penalty: 794.095032 Iteration 18Q: 3 clusters Score -309440.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -309484.812500 Penalty: 794.095032 Iteration 19Q: 3 clusters Score -309484.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -309513.343750 Penalty: 794.095032 Iteration 20F: 3 clusters Score -309513.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -309535.875000 Penalty: 794.095032 Iteration 21Q: 3 clusters Score -309535.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -309550.437500 Penalty: 794.095032 Iteration 22Q: 3 clusters Score -309550.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -309558.125000 Penalty: 794.095032 Iteration 23Q: 3 clusters Score -309558.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -309560.781250 Penalty: 794.095032 Iteration 24Q: 3 clusters Score -309560.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -309562.468750 Penalty: 794.095032 Iteration 25Q: 3 clusters Score -309562.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -309563.718750 Penalty: 794.095032 Iteration 26Q: 3 clusters Score -309563.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -309564.718750 Penalty: 794.095032 Iteration 27Q: 3 clusters Score -309564.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -309565.218750 Penalty: 794.095032 Iteration 28Q: 3 clusters Score -309565.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -309565.593750 Penalty: 794.095032 Iteration 29Q: 3 clusters Score -309565.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -309565.593750 Penalty: 794.095032 Iteration 30F: 3 clusters Score -309565.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Entering Unmasked Estep Score: -54976.957031 Penalty: 333.622803 Iteration 0F: 2 clusters Score -54976.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -53846.960938 Penalty: 667.245605 Iteration 0F: 3 clusters Score -53846.96 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -54318.097656 Penalty: 667.245605 Iteration 1F: 3 clusters Score -54318.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -54472.167969 Penalty: 667.245605 Iteration 2F: 3 clusters Score -54472.17 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -54593.671875 Penalty: 667.245605 Iteration 3F: 3 clusters Score -54593.67 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -54681.660156 Penalty: 667.245605 Iteration 4F: 3 clusters Score -54681.66 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -54731.351562 Penalty: 667.245605 Iteration 5Q: 3 clusters Score -54731.35 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -54778.226562 Penalty: 667.245605 Iteration 6Q: 3 clusters Score -54778.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54817.402344 Penalty: 667.245605 Iteration 7Q: 3 clusters Score -54817.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54832.636719 Penalty: 667.245605 Iteration 8Q: 3 clusters Score -54832.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54846.859375 Penalty: 667.245605 Iteration 9Q: 3 clusters Score -54846.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54849.320312 Penalty: 667.245605 Iteration 10Q: 3 clusters Score -54849.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54851.738281 Penalty: 667.245605 Iteration 11Q: 3 clusters Score -54851.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -54852.242188 Penalty: 667.245605 Iteration 12Q: 3 clusters Score -54852.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -54852.414062 Penalty: 667.245605 Iteration 13Q: 3 clusters Score -54852.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -54852.500000 Penalty: 667.245605 Iteration 14Q: 3 clusters Score -54852.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -54852.500000 Penalty: 667.245605 Iteration 15F: 3 clusters Score -54852.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -212097.984375 Penalty: 383.261139 Iteration 0F: 2 clusters Score -212098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -209007.031250 Penalty: 766.522278 Iteration 0F: 3 clusters Score -209007 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -210212.687500 Penalty: 766.522278 Iteration 1F: 3 clusters Score -210212.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -210419.234375 Penalty: 766.522278 Iteration 2F: 3 clusters Score -210419.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -210635.625000 Penalty: 766.522278 Iteration 3F: 3 clusters Score -210635.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -210830.109375 Penalty: 766.522278 Iteration 4F: 3 clusters Score -210830.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -211008.703125 Penalty: 766.522278 Iteration 5F: 3 clusters Score -211008.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -211144.390625 Penalty: 766.522278 Iteration 6Q: 3 clusters Score -211144.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -211226.906250 Penalty: 766.522278 Iteration 7Q: 3 clusters Score -211226.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -211271.031250 Penalty: 766.522278 Iteration 8Q: 3 clusters Score -211271 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -211308.296875 Penalty: 766.522278 Iteration 9Q: 3 clusters Score -211308.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -211336.453125 Penalty: 766.522278 Iteration 10Q: 3 clusters Score -211336.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -211365.375000 Penalty: 766.522278 Iteration 11Q: 3 clusters Score -211365.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -211398.656250 Penalty: 766.522278 Iteration 12Q: 3 clusters Score -211398.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -211428.968750 Penalty: 766.522278 Iteration 13Q: 3 clusters Score -211429 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -211456.015625 Penalty: 766.522278 Iteration 14Q: 3 clusters Score -211456 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -211483.203125 Penalty: 766.522278 Iteration 15Q: 3 clusters Score -211483.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -211512.781250 Penalty: 766.522278 Iteration 16Q: 3 clusters Score -211512.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -211547.625000 Penalty: 766.522278 Iteration 17Q: 3 clusters Score -211547.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -211588.843750 Penalty: 766.522278 Iteration 18Q: 3 clusters Score -211588.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -211621.015625 Penalty: 766.522278 Iteration 19Q: 3 clusters Score -211621 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -211646.406250 Penalty: 766.522278 Iteration 20F: 3 clusters Score -211646.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -211666.031250 Penalty: 766.522278 Iteration 21Q: 3 clusters Score -211666 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -211678.968750 Penalty: 766.522278 Iteration 22Q: 3 clusters Score -211679 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -211687.109375 Penalty: 766.522278 Iteration 23Q: 3 clusters Score -211687.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -211696.437500 Penalty: 766.522278 Iteration 24Q: 3 clusters Score -211696.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -211705.796875 Penalty: 766.522278 Iteration 25Q: 3 clusters Score -211705.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -211713.734375 Penalty: 766.522278 Iteration 26Q: 3 clusters Score -211713.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -211718.421875 Penalty: 766.522278 Iteration 27Q: 3 clusters Score -211718.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -211725.390625 Penalty: 766.522278 Iteration 28Q: 3 clusters Score -211725.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -211728.859375 Penalty: 766.522278 Iteration 29Q: 3 clusters Score -211728.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -211730.812500 Penalty: 766.522278 Iteration 30Q: 3 clusters Score -211730.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -211733.515625 Penalty: 766.522278 Iteration 31Q: 3 clusters Score -211733.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -211734.781250 Penalty: 766.522278 Iteration 32Q: 3 clusters Score -211734.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -211735.875000 Penalty: 766.522278 Iteration 33Q: 3 clusters Score -211735.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -211736.171875 Penalty: 766.522278 Iteration 34Q: 3 clusters Score -211736.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -211736.468750 Penalty: 766.522278 Iteration 35Q: 3 clusters Score -211736.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -211736.718750 Penalty: 766.522278 Iteration 36Q: 3 clusters Score -211736.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -211736.750000 Penalty: 766.522278 Iteration 37Q: 3 clusters Score -211736.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -211737.812500 Penalty: 766.522278 Iteration 38Q: 3 clusters Score -211737.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -211738.406250 Penalty: 766.522278 Iteration 39Q: 3 clusters Score -211738.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -211739.406250 Penalty: 766.522278 Iteration 40F: 3 clusters Score -211739.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -211739.578125 Penalty: 766.522278 Iteration 41Q: 3 clusters Score -211739.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -211740.203125 Penalty: 766.522278 Iteration 42Q: 3 clusters Score -211740.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -211741.171875 Penalty: 766.522278 Iteration 43Q: 3 clusters Score -211741.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -211742.453125 Penalty: 766.522278 Iteration 44Q: 3 clusters Score -211742.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -211745.281250 Penalty: 766.522278 Iteration 45Q: 3 clusters Score -211745.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -211748.906250 Penalty: 766.522278 Iteration 46Q: 3 clusters Score -211748.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -211751.031250 Penalty: 766.522278 Iteration 47Q: 3 clusters Score -211751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -211752.968750 Penalty: 766.522278 Iteration 48Q: 3 clusters Score -211753 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -211757.406250 Penalty: 766.522278 Iteration 49Q: 3 clusters Score -211757.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -211761.468750 Penalty: 766.522278 Iteration 50Q: 3 clusters Score -211761.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -211763.812500 Penalty: 766.522278 Iteration 51Q: 3 clusters Score -211763.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -211765.593750 Penalty: 766.522278 Iteration 52Q: 3 clusters Score -211765.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -211768.687500 Penalty: 766.522278 Iteration 53Q: 3 clusters Score -211768.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -211771.703125 Penalty: 766.522278 Iteration 54Q: 3 clusters Score -211771.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -211773.187500 Penalty: 766.522278 Iteration 55Q: 3 clusters Score -211773.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -211774.468750 Penalty: 766.522278 Iteration 56Q: 3 clusters Score -211774.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -211775.390625 Penalty: 766.522278 Iteration 57Q: 3 clusters Score -211775.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -211776.343750 Penalty: 766.522278 Iteration 58Q: 3 clusters Score -211776.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -211777.296875 Penalty: 766.522278 Iteration 59Q: 3 clusters Score -211777.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -211779.640625 Penalty: 766.522278 Iteration 60F: 3 clusters Score -211779.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -211783.593750 Penalty: 766.522278 Iteration 61Q: 3 clusters Score -211783.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -211786.265625 Penalty: 766.522278 Iteration 62Q: 3 clusters Score -211786.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -211787.125000 Penalty: 766.522278 Iteration 63Q: 3 clusters Score -211787.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -211787.812500 Penalty: 766.522278 Iteration 64Q: 3 clusters Score -211787.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -211788.484375 Penalty: 766.522278 Iteration 65Q: 3 clusters Score -211788.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -211788.890625 Penalty: 766.522278 Iteration 66Q: 3 clusters Score -211788.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -211788.859375 Penalty: 766.522278 Iteration 67Q: 3 clusters Score -211788.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -211789.578125 Penalty: 766.522278 Iteration 68Q: 3 clusters Score -211789.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -211790.781250 Penalty: 766.522278 Iteration 69Q: 3 clusters Score -211790.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -211790.703125 Penalty: 766.522278 Iteration 70Q: 3 clusters Score -211790.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -211791.421875 Penalty: 766.522278 Iteration 71Q: 3 clusters Score -211791.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -211791.515625 Penalty: 766.522278 Iteration 72Q: 3 clusters Score -211791.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -211791.859375 Penalty: 766.522278 Iteration 73Q: 3 clusters Score -211791.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -211792.593750 Penalty: 766.522278 Iteration 74Q: 3 clusters Score -211792.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -211792.265625 Penalty: 766.522278 Iteration 75Q: 3 clusters Score -211792.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -211792.750000 Penalty: 766.522278 Iteration 76Q: 3 clusters Score -211792.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -211792.750000 Penalty: 766.522278 Iteration 77F: 3 clusters Score -211792.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Entering Unmasked Estep Score: -130933.812500 Penalty: 373.362305 Iteration 0F: 2 clusters Score -130933.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -128471.007812 Penalty: 746.724609 Iteration 0F: 3 clusters Score -128471 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -129420.234375 Penalty: 746.724609 Iteration 1F: 3 clusters Score -129420.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -129542.023438 Penalty: 746.724609 Iteration 2F: 3 clusters Score -129542 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -129631.695312 Penalty: 746.724609 Iteration 3F: 3 clusters Score -129631.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -129715.867188 Penalty: 746.724609 Iteration 4F: 3 clusters Score -129715.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -129786.664062 Penalty: 746.724609 Iteration 5Q: 3 clusters Score -129786.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -129845.335938 Penalty: 746.724609 Iteration 6Q: 3 clusters Score -129845.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -129885.984375 Penalty: 746.724609 Iteration 7Q: 3 clusters Score -129886 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -129911.789062 Penalty: 746.724609 Iteration 8Q: 3 clusters Score -129911.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -129932.859375 Penalty: 746.724609 Iteration 9Q: 3 clusters Score -129932.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -129961.757812 Penalty: 746.724609 Iteration 10Q: 3 clusters Score -129961.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -129999.351562 Penalty: 746.724609 Iteration 11Q: 3 clusters Score -129999.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -130033.218750 Penalty: 746.724609 Iteration 12Q: 3 clusters Score -130033.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -130063.726562 Penalty: 746.724609 Iteration 13Q: 3 clusters Score -130063.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -130092.820312 Penalty: 746.724609 Iteration 14Q: 3 clusters Score -130092.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -130122.234375 Penalty: 746.724609 Iteration 15Q: 3 clusters Score -130122.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -130149.210938 Penalty: 746.724609 Iteration 16Q: 3 clusters Score -130149.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -130178.210938 Penalty: 746.724609 Iteration 17Q: 3 clusters Score -130178.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -130217.117188 Penalty: 746.724609 Iteration 18Q: 3 clusters Score -130217.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -130247.000000 Penalty: 746.724609 Iteration 19Q: 3 clusters Score -130247 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -130270.453125 Penalty: 746.724609 Iteration 20F: 3 clusters Score -130270.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -130297.085938 Penalty: 746.724609 Iteration 21Q: 3 clusters Score -130297.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -130328.312500 Penalty: 746.724609 Iteration 22Q: 3 clusters Score -130328.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -130358.289062 Penalty: 746.724609 Iteration 23Q: 3 clusters Score -130358.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -130394.632812 Penalty: 746.724609 Iteration 24Q: 3 clusters Score -130394.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -130431.796875 Penalty: 746.724609 Iteration 25Q: 3 clusters Score -130431.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -130453.804688 Penalty: 746.724609 Iteration 26Q: 3 clusters Score -130453.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -130473.468750 Penalty: 746.724609 Iteration 27Q: 3 clusters Score -130473.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -130507.171875 Penalty: 746.724609 Iteration 28Q: 3 clusters Score -130507.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -130535.132812 Penalty: 746.724609 Iteration 29Q: 3 clusters Score -130535.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -130562.273438 Penalty: 746.724609 Iteration 30Q: 3 clusters Score -130562.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -130587.890625 Penalty: 746.724609 Iteration 31Q: 3 clusters Score -130587.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -130610.921875 Penalty: 746.724609 Iteration 32Q: 3 clusters Score -130610.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -130619.523438 Penalty: 746.724609 Iteration 33Q: 3 clusters Score -130619.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -130624.976562 Penalty: 746.724609 Iteration 34Q: 3 clusters Score -130625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -130627.718750 Penalty: 746.724609 Iteration 35Q: 3 clusters Score -130627.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -130629.101562 Penalty: 746.724609 Iteration 36Q: 3 clusters Score -130629.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -130630.593750 Penalty: 746.724609 Iteration 37Q: 3 clusters Score -130630.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -130632.070312 Penalty: 746.724609 Iteration 38Q: 3 clusters Score -130632.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -130632.070312 Penalty: 746.724609 Iteration 39F: 3 clusters Score -130632.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Entering Unmasked Estep Score: -190957.953125 Penalty: 387.912903 Iteration 0F: 2 clusters Score -190958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -187559.734375 Penalty: 775.825806 Iteration 0F: 3 clusters Score -187559.7 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -188924.718750 Penalty: 775.825806 Iteration 1F: 3 clusters Score -188924.7 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -189137.484375 Penalty: 775.825806 Iteration 2F: 3 clusters Score -189137.5 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -189354.593750 Penalty: 775.825806 Iteration 3F: 3 clusters Score -189354.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -189536.359375 Penalty: 775.825806 Iteration 4F: 3 clusters Score -189536.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -189702.687500 Penalty: 775.825806 Iteration 5F: 3 clusters Score -189702.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -189868.250000 Penalty: 775.825806 Iteration 6Q: 3 clusters Score -189868.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -190015.046875 Penalty: 775.825806 Iteration 7Q: 3 clusters Score -190015 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -190142.671875 Penalty: 775.825806 Iteration 8Q: 3 clusters Score -190142.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -190240.625000 Penalty: 775.825806 Iteration 9Q: 3 clusters Score -190240.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -190301.156250 Penalty: 775.825806 Iteration 10Q: 3 clusters Score -190301.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -190330.015625 Penalty: 775.825806 Iteration 11Q: 3 clusters Score -190330 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -190348.421875 Penalty: 775.825806 Iteration 12Q: 3 clusters Score -190348.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -190364.875000 Penalty: 775.825806 Iteration 13Q: 3 clusters Score -190364.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -190373.953125 Penalty: 775.825806 Iteration 14Q: 3 clusters Score -190374 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -190382.718750 Penalty: 775.825806 Iteration 15Q: 3 clusters Score -190382.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -190388.890625 Penalty: 775.825806 Iteration 16Q: 3 clusters Score -190388.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -190395.234375 Penalty: 775.825806 Iteration 17Q: 3 clusters Score -190395.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -190398.671875 Penalty: 775.825806 Iteration 18Q: 3 clusters Score -190398.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -190399.906250 Penalty: 775.825806 Iteration 19Q: 3 clusters Score -190399.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -190400.921875 Penalty: 775.825806 Iteration 20F: 3 clusters Score -190400.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -190401.281250 Penalty: 775.825806 Iteration 21Q: 3 clusters Score -190401.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -190402.234375 Penalty: 775.825806 Iteration 22Q: 3 clusters Score -190402.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -190402.109375 Penalty: 775.825806 Iteration 23Q: 3 clusters Score -190402.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -190402.343750 Penalty: 775.825806 Iteration 24Q: 3 clusters Score -190402.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -190402.218750 Penalty: 775.825806 Iteration 25Q: 3 clusters Score -190402.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -190402.437500 Penalty: 775.825806 Iteration 26Q: 3 clusters Score -190402.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -190402.421875 Penalty: 775.825806 Iteration 27Q: 3 clusters Score -190402.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -190402.343750 Penalty: 775.825806 Iteration 28Q: 3 clusters Score -190402.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -190402.343750 Penalty: 775.825806 Iteration 29F: 3 clusters Score -190402.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (83824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83824 members Entering Unmasked Estep Score: -3832577.500000 Penalty: 515.809570 Iteration 0F: 2 clusters Score -3832578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41653 members Mstep: Class 2 contains 42171 members Entering Unmasked Estep Score: -3776082.500000 Penalty: 1031.619141 Iteration 0F: 3 clusters Score -3776082 nChanged 40911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34852 members Mstep: Class 2 contains 48972 members Entering Unmasked Estep Score: -3802506.000000 Penalty: 1031.619141 Iteration 1F: 3 clusters Score -3802506 nChanged 5427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30211 members Mstep: Class 2 contains 53613 members Entering Unmasked Estep Score: -3805904.000000 Penalty: 1031.619141 Iteration 2F: 3 clusters Score -3805904 nChanged 6330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 59383 members Entering Unmasked Estep Score: -3810670.750000 Penalty: 1031.619141 Iteration 3F: 3 clusters Score -3810671 nChanged 6429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 65420 members Entering Unmasked Estep Score: -3816162.500000 Penalty: 1031.619141 Iteration 4F: 3 clusters Score -3816162 nChanged 5489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 70627 members Entering Unmasked Estep Score: -3821202.250000 Penalty: 1031.619141 Iteration 5F: 3 clusters Score -3821202 nChanged 3932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 74371 members Entering Unmasked Estep Score: -3824847.000000 Penalty: 1031.619141 Iteration 6Q: 3 clusters Score -3824847 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 76799 members Entering Unmasked Estep Score: -3827167.500000 Penalty: 1031.619141 Iteration 7Q: 3 clusters Score -3827168 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 78375 members Entering Unmasked Estep Score: -3828556.750000 Penalty: 1031.619141 Iteration 8Q: 3 clusters Score -3828557 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 79516 members Entering Unmasked Estep Score: -3829481.750000 Penalty: 1031.619141 Iteration 9Q: 3 clusters Score -3829482 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 80429 members Entering Unmasked Estep Score: -3830144.750000 Penalty: 1031.619141 Iteration 10Q: 3 clusters Score -3830145 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 81144 members Entering Unmasked Estep Score: -3830648.500000 Penalty: 1031.619141 Iteration 11Q: 3 clusters Score -3830648 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 81718 members Entering Unmasked Estep Score: -3830999.250000 Penalty: 1031.619141 Iteration 12Q: 3 clusters Score -3830999 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 82200 members Entering Unmasked Estep Score: -3831260.250000 Penalty: 1031.619141 Iteration 13Q: 3 clusters Score -3831260 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 82583 members Entering Unmasked Estep Score: -3831494.500000 Penalty: 1031.619141 Iteration 14Q: 3 clusters Score -3831494 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 82889 members Entering Unmasked Estep Score: -3831666.250000 Penalty: 1031.619141 Iteration 15Q: 3 clusters Score -3831666 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 83114 members Entering Unmasked Estep Score: -3831816.500000 Penalty: 1031.619141 Iteration 16Q: 3 clusters Score -3831816 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 83280 members Entering Unmasked Estep Score: -3831926.500000 Penalty: 1031.619141 Iteration 17Q: 3 clusters Score -3831926 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 83385 members Entering Unmasked Estep Score: -3831971.000000 Penalty: 1031.619141 Iteration 18Q: 3 clusters Score -3831971 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 83452 members Entering Unmasked Estep Score: -3832012.750000 Penalty: 1031.619141 Iteration 19Q: 3 clusters Score -3832013 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 83498 members Entering Unmasked Estep Score: -3832039.000000 Penalty: 1031.619141 Iteration 20F: 3 clusters Score -3832039 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 83525 members Entering Unmasked Estep Score: -3832052.500000 Penalty: 1031.619141 Iteration 21Q: 3 clusters Score -3832052 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 83558 members Entering Unmasked Estep Score: -3832067.750000 Penalty: 1031.619141 Iteration 22Q: 3 clusters Score -3832068 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 83582 members Entering Unmasked Estep Score: -3832089.500000 Penalty: 1031.619141 Iteration 23Q: 3 clusters Score -3832090 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 83597 members Entering Unmasked Estep Score: -3832105.000000 Penalty: 1031.619141 Iteration 24Q: 3 clusters Score -3832105 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 83609 members Entering Unmasked Estep Score: -3832114.000000 Penalty: 1031.619141 Iteration 25Q: 3 clusters Score -3832114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 83619 members Entering Unmasked Estep Score: -3832123.500000 Penalty: 1031.619141 Iteration 26Q: 3 clusters Score -3832124 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 83626 members Entering Unmasked Estep Score: -3832130.500000 Penalty: 1031.619141 Iteration 27Q: 3 clusters Score -3832130 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 83627 members Entering Unmasked Estep Score: -3832135.750000 Penalty: 1031.619141 Iteration 28Q: 3 clusters Score -3832136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 83635 members Entering Unmasked Estep Score: -3832146.750000 Penalty: 1031.619141 Iteration 29Q: 3 clusters Score -3832147 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 83637 members Entering Unmasked Estep Score: -3832151.500000 Penalty: 1031.619141 Iteration 30Q: 3 clusters Score -3832152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 83643 members Entering Unmasked Estep Score: -3832155.000000 Penalty: 1031.619141 Iteration 31Q: 3 clusters Score -3832155 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 83646 members Entering Unmasked Estep Score: -3832157.000000 Penalty: 1031.619141 Iteration 32Q: 3 clusters Score -3832157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 83651 members Entering Unmasked Estep Score: -3832161.750000 Penalty: 1031.619141 Iteration 33Q: 3 clusters Score -3832162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 83653 members Entering Unmasked Estep Score: -3832162.250000 Penalty: 1031.619141 Iteration 34Q: 3 clusters Score -3832162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 83654 members Entering Unmasked Estep Score: -3832161.000000 Penalty: 1031.619141 Iteration 35Q: 3 clusters Score -3832161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 83655 members Entering Unmasked Estep Score: -3832164.250000 Penalty: 1031.619141 Iteration 36Q: 3 clusters Score -3832164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 83656 members Entering Unmasked Estep Score: -3832161.750000 Penalty: 1031.619141 Iteration 37Q: 3 clusters Score -3832162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 83655 members Entering Unmasked Estep Score: -3832164.500000 Penalty: 1031.619141 Iteration 38Q: 3 clusters Score -3832164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 83655 members Entering Unmasked Estep Score: -3832164.500000 Penalty: 1031.619141 Iteration 39F: 3 clusters Score -3832164 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Entering Unmasked Estep Score: -129110.593750 Penalty: 357.900970 Iteration 0F: 2 clusters Score -129110.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -127292.539062 Penalty: 715.801941 Iteration 0F: 3 clusters Score -127292.5 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -127993.515625 Penalty: 715.801941 Iteration 1F: 3 clusters Score -127993.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -128111.593750 Penalty: 715.801941 Iteration 2F: 3 clusters Score -128111.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -128230.851562 Penalty: 715.801941 Iteration 3F: 3 clusters Score -128230.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -128321.429688 Penalty: 715.801941 Iteration 4F: 3 clusters Score -128321.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -128394.093750 Penalty: 715.801941 Iteration 5Q: 3 clusters Score -128394.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -128451.429688 Penalty: 715.801941 Iteration 6Q: 3 clusters Score -128451.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -128484.250000 Penalty: 715.801941 Iteration 7Q: 3 clusters Score -128484.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -128498.453125 Penalty: 715.801941 Iteration 8Q: 3 clusters Score -128498.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -128508.445312 Penalty: 715.801941 Iteration 9Q: 3 clusters Score -128508.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -128520.757812 Penalty: 715.801941 Iteration 10Q: 3 clusters Score -128520.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -128533.718750 Penalty: 715.801941 Iteration 11Q: 3 clusters Score -128533.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -128543.429688 Penalty: 715.801941 Iteration 12Q: 3 clusters Score -128543.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -128554.726562 Penalty: 715.801941 Iteration 13Q: 3 clusters Score -128554.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -128570.367188 Penalty: 715.801941 Iteration 14Q: 3 clusters Score -128570.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -128585.773438 Penalty: 715.801941 Iteration 15Q: 3 clusters Score -128585.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -128600.679688 Penalty: 715.801941 Iteration 16Q: 3 clusters Score -128600.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -128613.070312 Penalty: 715.801941 Iteration 17Q: 3 clusters Score -128613.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -128624.703125 Penalty: 715.801941 Iteration 18Q: 3 clusters Score -128624.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -128639.593750 Penalty: 715.801941 Iteration 19Q: 3 clusters Score -128639.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -128650.687500 Penalty: 715.801941 Iteration 20F: 3 clusters Score -128650.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -128657.625000 Penalty: 715.801941 Iteration 21Q: 3 clusters Score -128657.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -128663.625000 Penalty: 715.801941 Iteration 22Q: 3 clusters Score -128663.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -128667.984375 Penalty: 715.801941 Iteration 23Q: 3 clusters Score -128668 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -128671.632812 Penalty: 715.801941 Iteration 24Q: 3 clusters Score -128671.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -128673.757812 Penalty: 715.801941 Iteration 25Q: 3 clusters Score -128673.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -128675.859375 Penalty: 715.801941 Iteration 26Q: 3 clusters Score -128675.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -128678.078125 Penalty: 715.801941 Iteration 27Q: 3 clusters Score -128678.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -128682.046875 Penalty: 715.801941 Iteration 28Q: 3 clusters Score -128682 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -128685.890625 Penalty: 715.801941 Iteration 29Q: 3 clusters Score -128685.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -128690.976562 Penalty: 715.801941 Iteration 30Q: 3 clusters Score -128691 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -128702.804688 Penalty: 715.801941 Iteration 31Q: 3 clusters Score -128702.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -128713.984375 Penalty: 715.801941 Iteration 32Q: 3 clusters Score -128714 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -128724.828125 Penalty: 715.801941 Iteration 33Q: 3 clusters Score -128724.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -128736.421875 Penalty: 715.801941 Iteration 34Q: 3 clusters Score -128736.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -128743.750000 Penalty: 715.801941 Iteration 35Q: 3 clusters Score -128743.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -128752.335938 Penalty: 715.801941 Iteration 36Q: 3 clusters Score -128752.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -128759.968750 Penalty: 715.801941 Iteration 37Q: 3 clusters Score -128760 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -128767.367188 Penalty: 715.801941 Iteration 38Q: 3 clusters Score -128767.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -128771.687500 Penalty: 715.801941 Iteration 39Q: 3 clusters Score -128771.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -128775.937500 Penalty: 715.801941 Iteration 40F: 3 clusters Score -128775.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -128779.671875 Penalty: 715.801941 Iteration 41Q: 3 clusters Score -128779.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -128783.476562 Penalty: 715.801941 Iteration 42Q: 3 clusters Score -128783.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -128789.593750 Penalty: 715.801941 Iteration 43Q: 3 clusters Score -128789.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -128792.656250 Penalty: 715.801941 Iteration 44Q: 3 clusters Score -128792.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -128795.210938 Penalty: 715.801941 Iteration 45Q: 3 clusters Score -128795.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -128796.648438 Penalty: 715.801941 Iteration 46Q: 3 clusters Score -128796.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -128797.351562 Penalty: 715.801941 Iteration 47Q: 3 clusters Score -128797.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -128798.468750 Penalty: 715.801941 Iteration 48Q: 3 clusters Score -128798.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -128801.351562 Penalty: 715.801941 Iteration 49Q: 3 clusters Score -128801.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -128804.710938 Penalty: 715.801941 Iteration 50Q: 3 clusters Score -128804.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -128808.062500 Penalty: 715.801941 Iteration 51Q: 3 clusters Score -128808.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -128811.296875 Penalty: 715.801941 Iteration 52Q: 3 clusters Score -128811.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -128814.445312 Penalty: 715.801941 Iteration 53Q: 3 clusters Score -128814.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -128816.109375 Penalty: 715.801941 Iteration 54Q: 3 clusters Score -128816.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -128818.562500 Penalty: 715.801941 Iteration 55Q: 3 clusters Score -128818.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -128820.007812 Penalty: 715.801941 Iteration 56Q: 3 clusters Score -128820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -128821.390625 Penalty: 715.801941 Iteration 57Q: 3 clusters Score -128821.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -128821.539062 Penalty: 715.801941 Iteration 58Q: 3 clusters Score -128821.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -128821.679688 Penalty: 715.801941 Iteration 59Q: 3 clusters Score -128821.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -128822.164062 Penalty: 715.801941 Iteration 60F: 3 clusters Score -128822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -128822.453125 Penalty: 715.801941 Iteration 61Q: 3 clusters Score -128822.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -128823.140625 Penalty: 715.801941 Iteration 62Q: 3 clusters Score -128823.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -128825.390625 Penalty: 715.801941 Iteration 63Q: 3 clusters Score -128825.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -128827.414062 Penalty: 715.801941 Iteration 64Q: 3 clusters Score -128827.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -128829.906250 Penalty: 715.801941 Iteration 65Q: 3 clusters Score -128829.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -128833.578125 Penalty: 715.801941 Iteration 66Q: 3 clusters Score -128833.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -128836.078125 Penalty: 715.801941 Iteration 67Q: 3 clusters Score -128836.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -128838.140625 Penalty: 715.801941 Iteration 68Q: 3 clusters Score -128838.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -128839.265625 Penalty: 715.801941 Iteration 69Q: 3 clusters Score -128839.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -128839.195312 Penalty: 715.801941 Iteration 70Q: 3 clusters Score -128839.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -128839.601562 Penalty: 715.801941 Iteration 71Q: 3 clusters Score -128839.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -128839.546875 Penalty: 715.801941 Iteration 72Q: 3 clusters Score -128839.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -128841.664062 Penalty: 715.801941 Iteration 73Q: 3 clusters Score -128841.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -128842.664062 Penalty: 715.801941 Iteration 74Q: 3 clusters Score -128842.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -128843.296875 Penalty: 715.801941 Iteration 75Q: 3 clusters Score -128843.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -128845.765625 Penalty: 715.801941 Iteration 76Q: 3 clusters Score -128845.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -128846.460938 Penalty: 715.801941 Iteration 77Q: 3 clusters Score -128846.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -128847.992188 Penalty: 715.801941 Iteration 78Q: 3 clusters Score -128848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -128850.140625 Penalty: 715.801941 Iteration 79Q: 3 clusters Score -128850.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -128852.101562 Penalty: 715.801941 Iteration 80F: 3 clusters Score -128852.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -128854.023438 Penalty: 715.801941 Iteration 81Q: 3 clusters Score -128854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -128856.031250 Penalty: 715.801941 Iteration 82Q: 3 clusters Score -128856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -128856.539062 Penalty: 715.801941 Iteration 83Q: 3 clusters Score -128856.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -128856.539062 Penalty: 715.801941 Iteration 84F: 3 clusters Score -128856.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 1185 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31939 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12779 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3781 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1467 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5042 members Mstep: Class 26 contains 83824 members Mstep: Class 27 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8693084.000000 Penalty: 15582.591797 Iteration 197F: 29 clusters Score -8693084 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17690 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1220 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 31926 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12778 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3586 members Mstep: Class 15 contains 3778 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2147 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1463 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6162 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3662 members Mstep: Class 25 contains 5027 members Mstep: Class 26 contains 83804 members Mstep: Class 27 contains 2607 members Mstep: Class 28 contains 501 members Entering Unmasked Estep ConsiderDeletion Score: -8693145.000000 Penalty: 15582.591797 Iteration 198Q: 29 clusters Score -8693145 nChanged 60 Entering ConstructFrom: Score: -8693145.000000 Penalty: 15582.591797 Entering ConstructFrom: Trying to split cluster 1 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -15184.421875 Penalty: 281.659332 Iteration 0F: 2 clusters Score -15184.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14748.534180 Penalty: 563.318665 Iteration 0F: 3 clusters Score -14748.53 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14892.740234 Penalty: 563.318665 Iteration 1F: 3 clusters Score -14892.74 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14918.194336 Penalty: 563.318665 Iteration 2F: 3 clusters Score -14918.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14929.956055 Penalty: 563.318665 Iteration 3Q: 3 clusters Score -14929.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14936.267578 Penalty: 563.318665 Iteration 4Q: 3 clusters Score -14936.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14938.495117 Penalty: 563.318665 Iteration 5Q: 3 clusters Score -14938.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14938.937500 Penalty: 563.318665 Iteration 6Q: 3 clusters Score -14938.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14940.719727 Penalty: 563.318665 Iteration 7Q: 3 clusters Score -14940.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14940.719727 Penalty: 563.318665 Iteration 8F: 3 clusters Score -14940.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Entering Unmasked Estep Score: -27587.572266 Penalty: 306.908264 Iteration 0F: 2 clusters Score -27587.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -26895.652344 Penalty: 613.816528 Iteration 0F: 3 clusters Score -26895.65 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27108.468750 Penalty: 613.816528 Iteration 1F: 3 clusters Score -27108.47 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -27161.820312 Penalty: 613.816528 Iteration 2F: 3 clusters Score -27161.82 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -27200.261719 Penalty: 613.816528 Iteration 3F: 3 clusters Score -27200.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27232.900391 Penalty: 613.816528 Iteration 4Q: 3 clusters Score -27232.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27253.769531 Penalty: 613.816528 Iteration 5Q: 3 clusters Score -27253.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27273.964844 Penalty: 613.816528 Iteration 6Q: 3 clusters Score -27273.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -27298.693359 Penalty: 613.816528 Iteration 7Q: 3 clusters Score -27298.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27312.515625 Penalty: 613.816528 Iteration 8Q: 3 clusters Score -27312.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -27318.716797 Penalty: 613.816528 Iteration 9Q: 3 clusters Score -27318.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27321.533203 Penalty: 613.816528 Iteration 10Q: 3 clusters Score -27321.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27321.873047 Penalty: 613.816528 Iteration 11Q: 3 clusters Score -27321.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -27322.193359 Penalty: 613.816528 Iteration 12Q: 3 clusters Score -27322.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27322.894531 Penalty: 613.816528 Iteration 13Q: 3 clusters Score -27322.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27323.242188 Penalty: 613.816528 Iteration 14Q: 3 clusters Score -27323.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27323.640625 Penalty: 613.816528 Iteration 15Q: 3 clusters Score -27323.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27324.150391 Penalty: 613.816528 Iteration 16Q: 3 clusters Score -27324.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -27324.390625 Penalty: 613.816528 Iteration 17Q: 3 clusters Score -27324.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -27324.390625 Penalty: 613.816528 Iteration 18F: 3 clusters Score -27324.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -72703.914062 Penalty: 337.417877 Iteration 0F: 2 clusters Score -72703.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -71509.742188 Penalty: 674.835754 Iteration 0F: 3 clusters Score -71509.74 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -71876.734375 Penalty: 674.835754 Iteration 1F: 3 clusters Score -71876.73 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -71931.382812 Penalty: 674.835754 Iteration 2F: 3 clusters Score -71931.38 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -71971.453125 Penalty: 674.835754 Iteration 3F: 3 clusters Score -71971.45 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -71994.390625 Penalty: 674.835754 Iteration 4Q: 3 clusters Score -71994.39 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -72015.500000 Penalty: 674.835754 Iteration 5Q: 3 clusters Score -72015.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -72045.656250 Penalty: 674.835754 Iteration 6Q: 3 clusters Score -72045.66 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -72077.859375 Penalty: 674.835754 Iteration 7Q: 3 clusters Score -72077.86 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -72108.976562 Penalty: 674.835754 Iteration 8Q: 3 clusters Score -72108.98 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -72147.187500 Penalty: 674.835754 Iteration 9Q: 3 clusters Score -72147.19 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -72194.421875 Penalty: 674.835754 Iteration 10Q: 3 clusters Score -72194.42 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -72250.921875 Penalty: 674.835754 Iteration 11Q: 3 clusters Score -72250.92 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -72297.335938 Penalty: 674.835754 Iteration 12Q: 3 clusters Score -72297.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -72325.945312 Penalty: 674.835754 Iteration 13Q: 3 clusters Score -72325.95 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -72347.679688 Penalty: 674.835754 Iteration 14Q: 3 clusters Score -72347.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -72360.125000 Penalty: 674.835754 Iteration 15Q: 3 clusters Score -72360.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -72373.921875 Penalty: 674.835754 Iteration 16Q: 3 clusters Score -72373.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -72388.398438 Penalty: 674.835754 Iteration 17Q: 3 clusters Score -72388.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -72400.640625 Penalty: 674.835754 Iteration 18Q: 3 clusters Score -72400.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -72409.132812 Penalty: 674.835754 Iteration 19Q: 3 clusters Score -72409.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -72413.953125 Penalty: 674.835754 Iteration 20F: 3 clusters Score -72413.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -72415.445312 Penalty: 674.835754 Iteration 21Q: 3 clusters Score -72415.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -72416.187500 Penalty: 674.835754 Iteration 22Q: 3 clusters Score -72416.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -72416.187500 Penalty: 674.835754 Iteration 23F: 3 clusters Score -72416.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Entering Unmasked Estep Score: -764691.437500 Penalty: 445.055206 Iteration 0F: 2 clusters Score -764691.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -752897.875000 Penalty: 890.110413 Iteration 0F: 3 clusters Score -752897.9 nChanged 8385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -758216.937500 Penalty: 890.110413 Iteration 1F: 3 clusters Score -758216.9 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -758901.000000 Penalty: 890.110413 Iteration 2F: 3 clusters Score -758901 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -759709.375000 Penalty: 890.110413 Iteration 3F: 3 clusters Score -759709.4 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -760649.437500 Penalty: 890.110413 Iteration 4F: 3 clusters Score -760649.4 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -761614.437500 Penalty: 890.110413 Iteration 5F: 3 clusters Score -761614.4 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -762389.937500 Penalty: 890.110413 Iteration 6F: 3 clusters Score -762389.9 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 15619 members Entering Unmasked Estep Score: -762966.562500 Penalty: 890.110413 Iteration 7Q: 3 clusters Score -762966.6 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -763345.437500 Penalty: 890.110413 Iteration 8Q: 3 clusters Score -763345.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -763588.687500 Penalty: 890.110413 Iteration 9Q: 3 clusters Score -763588.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 16748 members Entering Unmasked Estep Score: -763784.062500 Penalty: 890.110413 Iteration 10Q: 3 clusters Score -763784.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 16977 members Entering Unmasked Estep Score: -763939.187500 Penalty: 890.110413 Iteration 11Q: 3 clusters Score -763939.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -764048.125000 Penalty: 890.110413 Iteration 12Q: 3 clusters Score -764048.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -764126.687500 Penalty: 890.110413 Iteration 13Q: 3 clusters Score -764126.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 17370 members Entering Unmasked Estep Score: -764182.000000 Penalty: 890.110413 Iteration 14Q: 3 clusters Score -764182 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 17428 members Entering Unmasked Estep Score: -764217.812500 Penalty: 890.110413 Iteration 15Q: 3 clusters Score -764217.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 17473 members Entering Unmasked Estep Score: -764246.750000 Penalty: 890.110413 Iteration 16Q: 3 clusters Score -764246.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 17506 members Entering Unmasked Estep Score: -764265.812500 Penalty: 890.110413 Iteration 17Q: 3 clusters Score -764265.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 17526 members Entering Unmasked Estep Score: -764276.812500 Penalty: 890.110413 Iteration 18Q: 3 clusters Score -764276.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 17538 members Entering Unmasked Estep Score: -764286.062500 Penalty: 890.110413 Iteration 19Q: 3 clusters Score -764286.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -764289.375000 Penalty: 890.110413 Iteration 20F: 3 clusters Score -764289.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 17553 members Entering Unmasked Estep Score: -764293.687500 Penalty: 890.110413 Iteration 21Q: 3 clusters Score -764293.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 17557 members Entering Unmasked Estep Score: -764294.625000 Penalty: 890.110413 Iteration 22Q: 3 clusters Score -764294.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -764295.500000 Penalty: 890.110413 Iteration 23Q: 3 clusters Score -764295.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 17562 members Entering Unmasked Estep Score: -764296.000000 Penalty: 890.110413 Iteration 24Q: 3 clusters Score -764296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -764295.625000 Penalty: 890.110413 Iteration 25Q: 3 clusters Score -764295.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -764298.250000 Penalty: 890.110413 Iteration 26Q: 3 clusters Score -764298.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 17572 members Entering Unmasked Estep Score: -764299.000000 Penalty: 890.110413 Iteration 27Q: 3 clusters Score -764299 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -764299.125000 Penalty: 890.110413 Iteration 28Q: 3 clusters Score -764299.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -764299.125000 Penalty: 890.110413 Iteration 29F: 3 clusters Score -764299.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -31223.101562 Penalty: 303.864563 Iteration 0F: 2 clusters Score -31223.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -30556.599609 Penalty: 607.729126 Iteration 0F: 3 clusters Score -30556.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30812.953125 Penalty: 607.729126 Iteration 1F: 3 clusters Score -30812.95 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -30976.181641 Penalty: 607.729126 Iteration 2F: 3 clusters Score -30976.18 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -31077.468750 Penalty: 607.729126 Iteration 3F: 3 clusters Score -31077.47 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -31127.992188 Penalty: 607.729126 Iteration 4F: 3 clusters Score -31127.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -31153.177734 Penalty: 607.729126 Iteration 5Q: 3 clusters Score -31153.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -31161.218750 Penalty: 607.729126 Iteration 6Q: 3 clusters Score -31161.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -31166.171875 Penalty: 607.729126 Iteration 7Q: 3 clusters Score -31166.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -31168.601562 Penalty: 607.729126 Iteration 8Q: 3 clusters Score -31168.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -31168.601562 Penalty: 607.729126 Iteration 9F: 3 clusters Score -31168.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -77812.976562 Penalty: 342.807404 Iteration 0F: 2 clusters Score -77812.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -76464.039062 Penalty: 685.614807 Iteration 0F: 3 clusters Score -76464.04 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -76884.304688 Penalty: 685.614807 Iteration 1F: 3 clusters Score -76884.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -76956.289062 Penalty: 685.614807 Iteration 2F: 3 clusters Score -76956.29 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -77006.578125 Penalty: 685.614807 Iteration 3F: 3 clusters Score -77006.58 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -77051.890625 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -77051.89 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -77085.617188 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -77085.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -77119.476562 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -77119.48 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -77155.023438 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -77155.02 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -77188.406250 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -77188.41 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -77217.687500 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -77217.69 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -77252.812500 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -77252.81 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -77294.382812 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -77294.38 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -77325.757812 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -77325.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -77349.710938 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -77349.71 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -77375.968750 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -77375.97 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -77398.507812 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -77398.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77421.554688 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -77421.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -77435.640625 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -77435.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -77449.703125 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -77449.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -77456.851562 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -77456.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -77462.937500 Penalty: 685.614807 Iteration 20F: 3 clusters Score -77462.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -77466.000000 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -77466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -77468.414062 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -77468.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -77471.398438 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -77471.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -77472.898438 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -77472.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -77473.109375 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -77473.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -77473.554688 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -77473.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -77473.703125 Penalty: 685.614807 Iteration 27Q: 3 clusters Score -77473.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -77474.132812 Penalty: 685.614807 Iteration 28Q: 3 clusters Score -77474.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -77474.492188 Penalty: 685.614807 Iteration 29Q: 3 clusters Score -77474.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -77475.640625 Penalty: 685.614807 Iteration 30Q: 3 clusters Score -77475.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -77476.929688 Penalty: 685.614807 Iteration 31Q: 3 clusters Score -77476.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -77479.140625 Penalty: 685.614807 Iteration 32Q: 3 clusters Score -77479.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -77482.062500 Penalty: 685.614807 Iteration 33Q: 3 clusters Score -77482.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -77485.546875 Penalty: 685.614807 Iteration 34Q: 3 clusters Score -77485.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -77488.882812 Penalty: 685.614807 Iteration 35Q: 3 clusters Score -77488.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -77494.546875 Penalty: 685.614807 Iteration 36Q: 3 clusters Score -77494.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -77501.710938 Penalty: 685.614807 Iteration 37Q: 3 clusters Score -77501.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -77506.062500 Penalty: 685.614807 Iteration 38Q: 3 clusters Score -77506.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -77511.351562 Penalty: 685.614807 Iteration 39Q: 3 clusters Score -77511.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -77517.656250 Penalty: 685.614807 Iteration 40F: 3 clusters Score -77517.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -77518.906250 Penalty: 685.614807 Iteration 41Q: 3 clusters Score -77518.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -77519.187500 Penalty: 685.614807 Iteration 42Q: 3 clusters Score -77519.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -77519.187500 Penalty: 685.614807 Iteration 43F: 3 clusters Score -77519.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -49466.292969 Penalty: 323.573792 Iteration 0F: 2 clusters Score -49466.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -48516.488281 Penalty: 647.147583 Iteration 0F: 3 clusters Score -48516.49 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48783.472656 Penalty: 647.147583 Iteration 1F: 3 clusters Score -48783.47 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -48843.496094 Penalty: 647.147583 Iteration 2F: 3 clusters Score -48843.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -48900.128906 Penalty: 647.147583 Iteration 3F: 3 clusters Score -48900.13 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -48946.527344 Penalty: 647.147583 Iteration 4F: 3 clusters Score -48946.53 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -48989.789062 Penalty: 647.147583 Iteration 5F: 3 clusters Score -48989.79 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -49027.140625 Penalty: 647.147583 Iteration 6Q: 3 clusters Score -49027.14 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -49066.687500 Penalty: 647.147583 Iteration 7Q: 3 clusters Score -49066.69 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -49100.886719 Penalty: 647.147583 Iteration 8Q: 3 clusters Score -49100.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -49114.156250 Penalty: 647.147583 Iteration 9Q: 3 clusters Score -49114.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -49123.105469 Penalty: 647.147583 Iteration 10Q: 3 clusters Score -49123.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49129.863281 Penalty: 647.147583 Iteration 11Q: 3 clusters Score -49129.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -49143.664062 Penalty: 647.147583 Iteration 12Q: 3 clusters Score -49143.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -49160.074219 Penalty: 647.147583 Iteration 13Q: 3 clusters Score -49160.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -49171.042969 Penalty: 647.147583 Iteration 14Q: 3 clusters Score -49171.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49181.816406 Penalty: 647.147583 Iteration 15Q: 3 clusters Score -49181.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49192.175781 Penalty: 647.147583 Iteration 16Q: 3 clusters Score -49192.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -49195.531250 Penalty: 647.147583 Iteration 17Q: 3 clusters Score -49195.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49197.101562 Penalty: 647.147583 Iteration 18Q: 3 clusters Score -49197.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49197.101562 Penalty: 647.147583 Iteration 19F: 3 clusters Score -49197.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -19057.896484 Penalty: 298.526917 Iteration 0F: 2 clusters Score -19057.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -18510.398438 Penalty: 597.053833 Iteration 0F: 3 clusters Score -18510.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -18743.550781 Penalty: 597.053833 Iteration 1F: 3 clusters Score -18743.55 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -18810.224609 Penalty: 597.053833 Iteration 2F: 3 clusters Score -18810.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -18833.380859 Penalty: 597.053833 Iteration 3F: 3 clusters Score -18833.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -18846.259766 Penalty: 597.053833 Iteration 4Q: 3 clusters Score -18846.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -18856.427734 Penalty: 597.053833 Iteration 5Q: 3 clusters Score -18856.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -18867.025391 Penalty: 597.053833 Iteration 6Q: 3 clusters Score -18867.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -18870.576172 Penalty: 597.053833 Iteration 7Q: 3 clusters Score -18870.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -18874.037109 Penalty: 597.053833 Iteration 8Q: 3 clusters Score -18874.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -18880.708984 Penalty: 597.053833 Iteration 9Q: 3 clusters Score -18880.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -18887.523438 Penalty: 597.053833 Iteration 10Q: 3 clusters Score -18887.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -18897.914062 Penalty: 597.053833 Iteration 11Q: 3 clusters Score -18897.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -18907.207031 Penalty: 597.053833 Iteration 12Q: 3 clusters Score -18907.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -18912.884766 Penalty: 597.053833 Iteration 13Q: 3 clusters Score -18912.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -18916.228516 Penalty: 597.053833 Iteration 14Q: 3 clusters Score -18916.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -18917.656250 Penalty: 597.053833 Iteration 15Q: 3 clusters Score -18917.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -18919.324219 Penalty: 597.053833 Iteration 16Q: 3 clusters Score -18919.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -18920.037109 Penalty: 597.053833 Iteration 17Q: 3 clusters Score -18920.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -18920.341797 Penalty: 597.053833 Iteration 18Q: 3 clusters Score -18920.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -18921.503906 Penalty: 597.053833 Iteration 19Q: 3 clusters Score -18921.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -18922.156250 Penalty: 597.053833 Iteration 20F: 3 clusters Score -18922.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -18922.794922 Penalty: 597.053833 Iteration 21Q: 3 clusters Score -18922.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -18924.304688 Penalty: 597.053833 Iteration 22Q: 3 clusters Score -18924.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -18924.996094 Penalty: 597.053833 Iteration 23Q: 3 clusters Score -18925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -18925.560547 Penalty: 597.053833 Iteration 24Q: 3 clusters Score -18925.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -18925.560547 Penalty: 597.053833 Iteration 25F: 3 clusters Score -18925.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Entering Unmasked Estep Score: -107595.757812 Penalty: 356.284363 Iteration 0F: 2 clusters Score -107595.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -105817.976562 Penalty: 712.568726 Iteration 0F: 3 clusters Score -105818 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -106449.828125 Penalty: 712.568726 Iteration 1F: 3 clusters Score -106449.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -106582.492188 Penalty: 712.568726 Iteration 2F: 3 clusters Score -106582.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -106706.375000 Penalty: 712.568726 Iteration 3F: 3 clusters Score -106706.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -106828.351562 Penalty: 712.568726 Iteration 4F: 3 clusters Score -106828.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -106938.906250 Penalty: 712.568726 Iteration 5F: 3 clusters Score -106938.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -107047.609375 Penalty: 712.568726 Iteration 6Q: 3 clusters Score -107047.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -107123.234375 Penalty: 712.568726 Iteration 7Q: 3 clusters Score -107123.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -107178.046875 Penalty: 712.568726 Iteration 8Q: 3 clusters Score -107178 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -107247.273438 Penalty: 712.568726 Iteration 9Q: 3 clusters Score -107247.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -107275.093750 Penalty: 712.568726 Iteration 10Q: 3 clusters Score -107275.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -107294.429688 Penalty: 712.568726 Iteration 11Q: 3 clusters Score -107294.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -107301.656250 Penalty: 712.568726 Iteration 12Q: 3 clusters Score -107301.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -107309.882812 Penalty: 712.568726 Iteration 13Q: 3 clusters Score -107309.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -107322.070312 Penalty: 712.568726 Iteration 14Q: 3 clusters Score -107322.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -107334.562500 Penalty: 712.568726 Iteration 15Q: 3 clusters Score -107334.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -107339.789062 Penalty: 712.568726 Iteration 16Q: 3 clusters Score -107339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -107341.507812 Penalty: 712.568726 Iteration 17Q: 3 clusters Score -107341.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -107342.359375 Penalty: 712.568726 Iteration 18Q: 3 clusters Score -107342.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -107343.507812 Penalty: 712.568726 Iteration 19Q: 3 clusters Score -107343.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -107343.507812 Penalty: 712.568726 Iteration 20F: 3 clusters Score -107343.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31924 members Entering Unmasked Estep Score: -1468840.875000 Penalty: 471.885681 Iteration 0F: 2 clusters Score -1468841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -1447554.375000 Penalty: 943.771362 Iteration 0F: 3 clusters Score -1447554 nChanged 15160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19061 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1456793.500000 Penalty: 943.771362 Iteration 1F: 3 clusters Score -1456794 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20955 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -1458017.625000 Penalty: 943.771362 Iteration 2F: 3 clusters Score -1458018 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -1459951.750000 Penalty: 943.771362 Iteration 3F: 3 clusters Score -1459952 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1462570.875000 Penalty: 943.771362 Iteration 4F: 3 clusters Score -1462571 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28757 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1465209.375000 Penalty: 943.771362 Iteration 5F: 3 clusters Score -1465209 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30502 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1467090.625000 Penalty: 943.771362 Iteration 6F: 3 clusters Score -1467091 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31391 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1467994.500000 Penalty: 943.771362 Iteration 7Q: 3 clusters Score -1467994 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1468298.375000 Penalty: 943.771362 Iteration 8Q: 3 clusters Score -1468298 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31783 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -1468375.125000 Penalty: 943.771362 Iteration 9Q: 3 clusters Score -1468375 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31818 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1468416.750000 Penalty: 943.771362 Iteration 10Q: 3 clusters Score -1468417 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31827 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1468433.500000 Penalty: 943.771362 Iteration 11Q: 3 clusters Score -1468434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31833 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -1468444.625000 Penalty: 943.771362 Iteration 12Q: 3 clusters Score -1468445 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31836 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -1468458.000000 Penalty: 943.771362 Iteration 13Q: 3 clusters Score -1468458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31835 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -1468462.875000 Penalty: 943.771362 Iteration 14Q: 3 clusters Score -1468463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31834 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -1468462.750000 Penalty: 943.771362 Iteration 15Q: 3 clusters Score -1468463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31834 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -1468463.250000 Penalty: 943.771362 Iteration 16Q: 3 clusters Score -1468463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31832 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -1468465.500000 Penalty: 943.771362 Iteration 17Q: 3 clusters Score -1468466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31830 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1468465.875000 Penalty: 943.771362 Iteration 18Q: 3 clusters Score -1468466 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31830 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1468465.875000 Penalty: 943.771362 Iteration 19F: 3 clusters Score -1468466 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Entering Unmasked Estep Score: -226258.656250 Penalty: 390.627777 Iteration 0F: 2 clusters Score -226258.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -222693.750000 Penalty: 781.255554 Iteration 0F: 3 clusters Score -222693.8 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -224135.500000 Penalty: 781.255554 Iteration 1F: 3 clusters Score -224135.5 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -224322.640625 Penalty: 781.255554 Iteration 2F: 3 clusters Score -224322.6 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -224500.859375 Penalty: 781.255554 Iteration 3F: 3 clusters Score -224500.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -224617.125000 Penalty: 781.255554 Iteration 4F: 3 clusters Score -224617.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -224714.703125 Penalty: 781.255554 Iteration 5Q: 3 clusters Score -224714.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -224784.218750 Penalty: 781.255554 Iteration 6Q: 3 clusters Score -224784.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -224840.906250 Penalty: 781.255554 Iteration 7Q: 3 clusters Score -224840.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -224893.078125 Penalty: 781.255554 Iteration 8Q: 3 clusters Score -224893.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -224938.515625 Penalty: 781.255554 Iteration 9Q: 3 clusters Score -224938.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -224982.906250 Penalty: 781.255554 Iteration 10Q: 3 clusters Score -224982.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -225011.312500 Penalty: 781.255554 Iteration 11Q: 3 clusters Score -225011.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -225040.500000 Penalty: 781.255554 Iteration 12Q: 3 clusters Score -225040.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -225063.312500 Penalty: 781.255554 Iteration 13Q: 3 clusters Score -225063.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -225081.593750 Penalty: 781.255554 Iteration 14Q: 3 clusters Score -225081.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -225102.000000 Penalty: 781.255554 Iteration 15Q: 3 clusters Score -225102 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -225129.265625 Penalty: 781.255554 Iteration 16Q: 3 clusters Score -225129.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -225164.375000 Penalty: 781.255554 Iteration 17Q: 3 clusters Score -225164.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -225191.000000 Penalty: 781.255554 Iteration 18Q: 3 clusters Score -225191 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -225229.265625 Penalty: 781.255554 Iteration 19Q: 3 clusters Score -225229.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -225274.234375 Penalty: 781.255554 Iteration 20F: 3 clusters Score -225274.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -225323.328125 Penalty: 781.255554 Iteration 21Q: 3 clusters Score -225323.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -225386.562500 Penalty: 781.255554 Iteration 22Q: 3 clusters Score -225386.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -225463.359375 Penalty: 781.255554 Iteration 23Q: 3 clusters Score -225463.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -225558.843750 Penalty: 781.255554 Iteration 24Q: 3 clusters Score -225558.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -225637.500000 Penalty: 781.255554 Iteration 25Q: 3 clusters Score -225637.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -225702.640625 Penalty: 781.255554 Iteration 26Q: 3 clusters Score -225702.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -225758.812500 Penalty: 781.255554 Iteration 27Q: 3 clusters Score -225758.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -225816.625000 Penalty: 781.255554 Iteration 28Q: 3 clusters Score -225816.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -225843.140625 Penalty: 781.255554 Iteration 29Q: 3 clusters Score -225843.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -225866.718750 Penalty: 781.255554 Iteration 30Q: 3 clusters Score -225866.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -225884.281250 Penalty: 781.255554 Iteration 31Q: 3 clusters Score -225884.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -225893.953125 Penalty: 781.255554 Iteration 32Q: 3 clusters Score -225894 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -225900.125000 Penalty: 781.255554 Iteration 33Q: 3 clusters Score -225900.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -225904.406250 Penalty: 781.255554 Iteration 34Q: 3 clusters Score -225904.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -225908.515625 Penalty: 781.255554 Iteration 35Q: 3 clusters Score -225908.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -225910.984375 Penalty: 781.255554 Iteration 36Q: 3 clusters Score -225911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -225911.187500 Penalty: 781.255554 Iteration 37Q: 3 clusters Score -225911.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -225911.703125 Penalty: 781.255554 Iteration 38Q: 3 clusters Score -225911.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -225911.703125 Penalty: 781.255554 Iteration 39F: 3 clusters Score -225911.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12777 members Entering Unmasked Estep Score: -594577.000000 Penalty: 430.220795 Iteration 0F: 2 clusters Score -594577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -585998.375000 Penalty: 860.441589 Iteration 0F: 3 clusters Score -585998.4 nChanged 6007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -589838.187500 Penalty: 860.441589 Iteration 1F: 3 clusters Score -589838.2 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -590207.250000 Penalty: 860.441589 Iteration 2F: 3 clusters Score -590207.2 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -590619.250000 Penalty: 860.441589 Iteration 3F: 3 clusters Score -590619.2 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -591035.250000 Penalty: 860.441589 Iteration 4F: 3 clusters Score -591035.2 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -591506.125000 Penalty: 860.441589 Iteration 5F: 3 clusters Score -591506.1 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -591991.437500 Penalty: 860.441589 Iteration 6F: 3 clusters Score -591991.4 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -592530.125000 Penalty: 860.441589 Iteration 7Q: 3 clusters Score -592530.1 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -592987.625000 Penalty: 860.441589 Iteration 8Q: 3 clusters Score -592987.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -593312.437500 Penalty: 860.441589 Iteration 9Q: 3 clusters Score -593312.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -593487.125000 Penalty: 860.441589 Iteration 10Q: 3 clusters Score -593487.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -593596.062500 Penalty: 860.441589 Iteration 11Q: 3 clusters Score -593596.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -593675.937500 Penalty: 860.441589 Iteration 12Q: 3 clusters Score -593675.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -593737.000000 Penalty: 860.441589 Iteration 13Q: 3 clusters Score -593737 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -593794.875000 Penalty: 860.441589 Iteration 14Q: 3 clusters Score -593794.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -593853.062500 Penalty: 860.441589 Iteration 15Q: 3 clusters Score -593853.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -593882.375000 Penalty: 860.441589 Iteration 16Q: 3 clusters Score -593882.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -593909.500000 Penalty: 860.441589 Iteration 17Q: 3 clusters Score -593909.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -593937.437500 Penalty: 860.441589 Iteration 18Q: 3 clusters Score -593937.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -593966.125000 Penalty: 860.441589 Iteration 19Q: 3 clusters Score -593966.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -593991.687500 Penalty: 860.441589 Iteration 20F: 3 clusters Score -593991.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -594012.187500 Penalty: 860.441589 Iteration 21Q: 3 clusters Score -594012.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -594034.562500 Penalty: 860.441589 Iteration 22Q: 3 clusters Score -594034.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -594065.437500 Penalty: 860.441589 Iteration 23Q: 3 clusters Score -594065.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -594097.250000 Penalty: 860.441589 Iteration 24Q: 3 clusters Score -594097.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -594121.562500 Penalty: 860.441589 Iteration 25Q: 3 clusters Score -594121.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -594146.062500 Penalty: 860.441589 Iteration 26Q: 3 clusters Score -594146.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -594164.187500 Penalty: 860.441589 Iteration 27Q: 3 clusters Score -594164.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -594170.750000 Penalty: 860.441589 Iteration 28Q: 3 clusters Score -594170.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 12362 members Entering Unmasked Estep Score: -594180.437500 Penalty: 860.441589 Iteration 29Q: 3 clusters Score -594180.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -594189.562500 Penalty: 860.441589 Iteration 30Q: 3 clusters Score -594189.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -594198.000000 Penalty: 860.441589 Iteration 31Q: 3 clusters Score -594198 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -594201.125000 Penalty: 860.441589 Iteration 32Q: 3 clusters Score -594201.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -594205.562500 Penalty: 860.441589 Iteration 33Q: 3 clusters Score -594205.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -594209.812500 Penalty: 860.441589 Iteration 34Q: 3 clusters Score -594209.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -594209.875000 Penalty: 860.441589 Iteration 35Q: 3 clusters Score -594209.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -594210.500000 Penalty: 860.441589 Iteration 36Q: 3 clusters Score -594210.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -594212.375000 Penalty: 860.441589 Iteration 37Q: 3 clusters Score -594212.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -594215.000000 Penalty: 860.441589 Iteration 38Q: 3 clusters Score -594215 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -594217.625000 Penalty: 860.441589 Iteration 39Q: 3 clusters Score -594217.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -594218.812500 Penalty: 860.441589 Iteration 40F: 3 clusters Score -594218.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 12476 members Entering Unmasked Estep Score: -594220.500000 Penalty: 860.441589 Iteration 41Q: 3 clusters Score -594220.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -594220.812500 Penalty: 860.441589 Iteration 42Q: 3 clusters Score -594220.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -594220.812500 Penalty: 860.441589 Iteration 43F: 3 clusters Score -594220.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Entering Unmasked Estep Score: -215624.765625 Penalty: 387.276794 Iteration 0F: 2 clusters Score -215624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -212317.171875 Penalty: 774.553589 Iteration 0F: 3 clusters Score -212317.2 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -213893.234375 Penalty: 774.553589 Iteration 1F: 3 clusters Score -213893.2 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -214301.546875 Penalty: 774.553589 Iteration 2F: 3 clusters Score -214301.5 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -214598.640625 Penalty: 774.553589 Iteration 3F: 3 clusters Score -214598.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -214831.140625 Penalty: 774.553589 Iteration 4F: 3 clusters Score -214831.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -215036.093750 Penalty: 774.553589 Iteration 5F: 3 clusters Score -215036.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -215189.546875 Penalty: 774.553589 Iteration 6Q: 3 clusters Score -215189.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -215282.625000 Penalty: 774.553589 Iteration 7Q: 3 clusters Score -215282.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -215348.093750 Penalty: 774.553589 Iteration 8Q: 3 clusters Score -215348.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -215402.078125 Penalty: 774.553589 Iteration 9Q: 3 clusters Score -215402.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -215458.453125 Penalty: 774.553589 Iteration 10Q: 3 clusters Score -215458.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -215501.859375 Penalty: 774.553589 Iteration 11Q: 3 clusters Score -215501.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -215518.359375 Penalty: 774.553589 Iteration 12Q: 3 clusters Score -215518.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -215529.843750 Penalty: 774.553589 Iteration 13Q: 3 clusters Score -215529.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -215539.671875 Penalty: 774.553589 Iteration 14Q: 3 clusters Score -215539.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -215550.531250 Penalty: 774.553589 Iteration 15Q: 3 clusters Score -215550.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -215557.703125 Penalty: 774.553589 Iteration 16Q: 3 clusters Score -215557.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -215564.156250 Penalty: 774.553589 Iteration 17Q: 3 clusters Score -215564.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -215566.750000 Penalty: 774.553589 Iteration 18Q: 3 clusters Score -215566.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -215567.671875 Penalty: 774.553589 Iteration 19Q: 3 clusters Score -215567.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -215568.765625 Penalty: 774.553589 Iteration 20F: 3 clusters Score -215568.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -215570.062500 Penalty: 774.553589 Iteration 21Q: 3 clusters Score -215570.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -215571.578125 Penalty: 774.553589 Iteration 22Q: 3 clusters Score -215571.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -215573.421875 Penalty: 774.553589 Iteration 23Q: 3 clusters Score -215573.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -215576.031250 Penalty: 774.553589 Iteration 24Q: 3 clusters Score -215576 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -215578.000000 Penalty: 774.553589 Iteration 25Q: 3 clusters Score -215578 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -215579.031250 Penalty: 774.553589 Iteration 26Q: 3 clusters Score -215579 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -215580.187500 Penalty: 774.553589 Iteration 27Q: 3 clusters Score -215580.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -215582.250000 Penalty: 774.553589 Iteration 28Q: 3 clusters Score -215582.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -215584.187500 Penalty: 774.553589 Iteration 29Q: 3 clusters Score -215584.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -215585.796875 Penalty: 774.553589 Iteration 30Q: 3 clusters Score -215585.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -215587.140625 Penalty: 774.553589 Iteration 31Q: 3 clusters Score -215587.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -215589.281250 Penalty: 774.553589 Iteration 32Q: 3 clusters Score -215589.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -215592.843750 Penalty: 774.553589 Iteration 33Q: 3 clusters Score -215592.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -215594.406250 Penalty: 774.553589 Iteration 34Q: 3 clusters Score -215594.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -215595.796875 Penalty: 774.553589 Iteration 35Q: 3 clusters Score -215595.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -215595.890625 Penalty: 774.553589 Iteration 36Q: 3 clusters Score -215595.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -215595.765625 Penalty: 774.553589 Iteration 37Q: 3 clusters Score -215595.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -215596.406250 Penalty: 774.553589 Iteration 38Q: 3 clusters Score -215596.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -215596.609375 Penalty: 774.553589 Iteration 39Q: 3 clusters Score -215596.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -215596.750000 Penalty: 774.553589 Iteration 40F: 3 clusters Score -215596.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -215597.250000 Penalty: 774.553589 Iteration 41Q: 3 clusters Score -215597.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -215597.656250 Penalty: 774.553589 Iteration 42Q: 3 clusters Score -215597.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -215597.437500 Penalty: 774.553589 Iteration 43Q: 3 clusters Score -215597.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -215597.781250 Penalty: 774.553589 Iteration 44Q: 3 clusters Score -215597.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -215597.906250 Penalty: 774.553589 Iteration 45Q: 3 clusters Score -215597.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -215597.562500 Penalty: 774.553589 Iteration 46Q: 3 clusters Score -215597.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -215598.625000 Penalty: 774.553589 Iteration 47Q: 3 clusters Score -215598.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -215599.031250 Penalty: 774.553589 Iteration 48Q: 3 clusters Score -215599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -215599.515625 Penalty: 774.553589 Iteration 49Q: 3 clusters Score -215599.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -215600.625000 Penalty: 774.553589 Iteration 50Q: 3 clusters Score -215600.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -215601.250000 Penalty: 774.553589 Iteration 51Q: 3 clusters Score -215601.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -215602.687500 Penalty: 774.553589 Iteration 52Q: 3 clusters Score -215602.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -215603.687500 Penalty: 774.553589 Iteration 53Q: 3 clusters Score -215603.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -215606.031250 Penalty: 774.553589 Iteration 54Q: 3 clusters Score -215606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -215607.843750 Penalty: 774.553589 Iteration 55Q: 3 clusters Score -215607.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -215608.359375 Penalty: 774.553589 Iteration 56Q: 3 clusters Score -215608.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -215608.984375 Penalty: 774.553589 Iteration 57Q: 3 clusters Score -215609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -215610.593750 Penalty: 774.553589 Iteration 58Q: 3 clusters Score -215610.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -215611.046875 Penalty: 774.553589 Iteration 59Q: 3 clusters Score -215611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -215613.093750 Penalty: 774.553589 Iteration 60F: 3 clusters Score -215613.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -215614.562500 Penalty: 774.553589 Iteration 61Q: 3 clusters Score -215614.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -215616.687500 Penalty: 774.553589 Iteration 62Q: 3 clusters Score -215616.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -215617.625000 Penalty: 774.553589 Iteration 63Q: 3 clusters Score -215617.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -215620.359375 Penalty: 774.553589 Iteration 64Q: 3 clusters Score -215620.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -215621.796875 Penalty: 774.553589 Iteration 65Q: 3 clusters Score -215621.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -215623.156250 Penalty: 774.553589 Iteration 66Q: 3 clusters Score -215623.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -215624.937500 Penalty: 774.553589 Iteration 67Q: 3 clusters Score -215624.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -215626.671875 Penalty: 774.553589 Iteration 68Q: 3 clusters Score -215626.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -215628.312500 Penalty: 774.553589 Iteration 69Q: 3 clusters Score -215628.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -215630.265625 Penalty: 774.553589 Iteration 70Q: 3 clusters Score -215630.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -215631.437500 Penalty: 774.553589 Iteration 71Q: 3 clusters Score -215631.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -215631.453125 Penalty: 774.553589 Iteration 72Q: 3 clusters Score -215631.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -215632.187500 Penalty: 774.553589 Iteration 73Q: 3 clusters Score -215632.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -215632.015625 Penalty: 774.553589 Iteration 74Q: 3 clusters Score -215632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -215632.281250 Penalty: 774.553589 Iteration 75Q: 3 clusters Score -215632.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -215632.281250 Penalty: 774.553589 Iteration 76F: 3 clusters Score -215632.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17702 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31924 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12777 members Mstep: Class 13 contains 552 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3778 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6162 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5022 members Mstep: Class 26 contains 83787 members Mstep: Class 27 contains 2606 members Mstep: Class 28 contains 503 members Mstep: Class 29 contains 4420 members Entering Unmasked Estep Score: -8693017.000000 Penalty: 16139.112305 Splitting cluster 13 changes total score from -8693145.000000 to -8693017.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Entering Unmasked Estep Score: -147733.671875 Penalty: 372.395386 Iteration 0F: 2 clusters Score -147733.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -145251.046875 Penalty: 744.790771 Iteration 0F: 3 clusters Score -145251 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -146277.046875 Penalty: 744.790771 Iteration 1F: 3 clusters Score -146277 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -146526.609375 Penalty: 744.790771 Iteration 2F: 3 clusters Score -146526.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -146814.687500 Penalty: 744.790771 Iteration 3F: 3 clusters Score -146814.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -147075.859375 Penalty: 744.790771 Iteration 4F: 3 clusters Score -147075.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -147280.625000 Penalty: 744.790771 Iteration 5F: 3 clusters Score -147280.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -147482.593750 Penalty: 744.790771 Iteration 6Q: 3 clusters Score -147482.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -147604.250000 Penalty: 744.790771 Iteration 7Q: 3 clusters Score -147604.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -147636.984375 Penalty: 744.790771 Iteration 8Q: 3 clusters Score -147637 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -147642.515625 Penalty: 744.790771 Iteration 9Q: 3 clusters Score -147642.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -147643.640625 Penalty: 744.790771 Iteration 10Q: 3 clusters Score -147643.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -147643.796875 Penalty: 744.790771 Iteration 11Q: 3 clusters Score -147643.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -147644.125000 Penalty: 744.790771 Iteration 12Q: 3 clusters Score -147644.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -147644.437500 Penalty: 744.790771 Iteration 13Q: 3 clusters Score -147644.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -147644.437500 Penalty: 744.790771 Iteration 14F: 3 clusters Score -147644.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Entering Unmasked Estep Score: -165015.406250 Penalty: 374.781219 Iteration 0F: 2 clusters Score -165015.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -162392.078125 Penalty: 749.562439 Iteration 0F: 3 clusters Score -162392.1 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -163432.859375 Penalty: 749.562439 Iteration 1F: 3 clusters Score -163432.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -163566.046875 Penalty: 749.562439 Iteration 2F: 3 clusters Score -163566 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -163685.343750 Penalty: 749.562439 Iteration 3F: 3 clusters Score -163685.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -163780.390625 Penalty: 749.562439 Iteration 4F: 3 clusters Score -163780.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -163853.296875 Penalty: 749.562439 Iteration 5Q: 3 clusters Score -163853.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -163938.109375 Penalty: 749.562439 Iteration 6Q: 3 clusters Score -163938.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -164031.062500 Penalty: 749.562439 Iteration 7Q: 3 clusters Score -164031.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -164115.625000 Penalty: 749.562439 Iteration 8Q: 3 clusters Score -164115.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -164178.937500 Penalty: 749.562439 Iteration 9Q: 3 clusters Score -164178.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -164219.140625 Penalty: 749.562439 Iteration 10Q: 3 clusters Score -164219.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -164248.687500 Penalty: 749.562439 Iteration 11Q: 3 clusters Score -164248.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -164262.578125 Penalty: 749.562439 Iteration 12Q: 3 clusters Score -164262.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -164270.968750 Penalty: 749.562439 Iteration 13Q: 3 clusters Score -164271 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -164275.453125 Penalty: 749.562439 Iteration 14Q: 3 clusters Score -164275.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -164280.250000 Penalty: 749.562439 Iteration 15Q: 3 clusters Score -164280.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -164285.703125 Penalty: 749.562439 Iteration 16Q: 3 clusters Score -164285.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -164290.343750 Penalty: 749.562439 Iteration 17Q: 3 clusters Score -164290.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -164296.078125 Penalty: 749.562439 Iteration 18Q: 3 clusters Score -164296.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -164299.046875 Penalty: 749.562439 Iteration 19Q: 3 clusters Score -164299 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -164304.171875 Penalty: 749.562439 Iteration 20F: 3 clusters Score -164304.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -164307.140625 Penalty: 749.562439 Iteration 21Q: 3 clusters Score -164307.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -164309.906250 Penalty: 749.562439 Iteration 22Q: 3 clusters Score -164309.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -164311.109375 Penalty: 749.562439 Iteration 23Q: 3 clusters Score -164311.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -164311.515625 Penalty: 749.562439 Iteration 24Q: 3 clusters Score -164311.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -164311.828125 Penalty: 749.562439 Iteration 25Q: 3 clusters Score -164311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -164312.312500 Penalty: 749.562439 Iteration 26Q: 3 clusters Score -164312.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -164312.531250 Penalty: 749.562439 Iteration 27Q: 3 clusters Score -164312.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -164313.046875 Penalty: 749.562439 Iteration 28Q: 3 clusters Score -164313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -164314.218750 Penalty: 749.562439 Iteration 29Q: 3 clusters Score -164314.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -164314.625000 Penalty: 749.562439 Iteration 30Q: 3 clusters Score -164314.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -164315.593750 Penalty: 749.562439 Iteration 31Q: 3 clusters Score -164315.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -164316.234375 Penalty: 749.562439 Iteration 32Q: 3 clusters Score -164316.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -164317.875000 Penalty: 749.562439 Iteration 33Q: 3 clusters Score -164317.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -164319.281250 Penalty: 749.562439 Iteration 34Q: 3 clusters Score -164319.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -164321.171875 Penalty: 749.562439 Iteration 35Q: 3 clusters Score -164321.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -164322.562500 Penalty: 749.562439 Iteration 36Q: 3 clusters Score -164322.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -164323.203125 Penalty: 749.562439 Iteration 37Q: 3 clusters Score -164323.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -164324.953125 Penalty: 749.562439 Iteration 38Q: 3 clusters Score -164325 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -164326.406250 Penalty: 749.562439 Iteration 39Q: 3 clusters Score -164326.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -164327.125000 Penalty: 749.562439 Iteration 40F: 3 clusters Score -164327.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -164328.187500 Penalty: 749.562439 Iteration 41Q: 3 clusters Score -164328.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -164329.421875 Penalty: 749.562439 Iteration 42Q: 3 clusters Score -164329.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -164331.062500 Penalty: 749.562439 Iteration 43Q: 3 clusters Score -164331.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -164333.703125 Penalty: 749.562439 Iteration 44Q: 3 clusters Score -164333.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -164336.140625 Penalty: 749.562439 Iteration 45Q: 3 clusters Score -164336.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -164337.343750 Penalty: 749.562439 Iteration 46Q: 3 clusters Score -164337.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -164339.406250 Penalty: 749.562439 Iteration 47Q: 3 clusters Score -164339.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -164341.203125 Penalty: 749.562439 Iteration 48Q: 3 clusters Score -164341.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -164341.875000 Penalty: 749.562439 Iteration 49Q: 3 clusters Score -164341.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -164342.484375 Penalty: 749.562439 Iteration 50Q: 3 clusters Score -164342.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -164343.687500 Penalty: 749.562439 Iteration 51Q: 3 clusters Score -164343.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -164343.953125 Penalty: 749.562439 Iteration 52Q: 3 clusters Score -164344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -164344.046875 Penalty: 749.562439 Iteration 53Q: 3 clusters Score -164344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -164344.562500 Penalty: 749.562439 Iteration 54Q: 3 clusters Score -164344.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -164345.984375 Penalty: 749.562439 Iteration 55Q: 3 clusters Score -164346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -164346.859375 Penalty: 749.562439 Iteration 56Q: 3 clusters Score -164346.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -164347.828125 Penalty: 749.562439 Iteration 57Q: 3 clusters Score -164347.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -164348.359375 Penalty: 749.562439 Iteration 58Q: 3 clusters Score -164348.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -164348.671875 Penalty: 749.562439 Iteration 59Q: 3 clusters Score -164348.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -164349.234375 Penalty: 749.562439 Iteration 60F: 3 clusters Score -164349.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -164349.921875 Penalty: 749.562439 Iteration 61Q: 3 clusters Score -164349.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -164350.906250 Penalty: 749.562439 Iteration 62Q: 3 clusters Score -164350.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -164352.968750 Penalty: 749.562439 Iteration 63Q: 3 clusters Score -164353 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -164354.796875 Penalty: 749.562439 Iteration 64Q: 3 clusters Score -164354.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -164357.156250 Penalty: 749.562439 Iteration 65Q: 3 clusters Score -164357.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -164359.234375 Penalty: 749.562439 Iteration 66Q: 3 clusters Score -164359.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -164360.140625 Penalty: 749.562439 Iteration 67Q: 3 clusters Score -164360.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -164361.281250 Penalty: 749.562439 Iteration 68Q: 3 clusters Score -164361.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -164362.250000 Penalty: 749.562439 Iteration 69Q: 3 clusters Score -164362.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -164362.515625 Penalty: 749.562439 Iteration 70Q: 3 clusters Score -164362.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -164362.984375 Penalty: 749.562439 Iteration 71Q: 3 clusters Score -164363 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -164363.531250 Penalty: 749.562439 Iteration 72Q: 3 clusters Score -164363.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -164364.031250 Penalty: 749.562439 Iteration 73Q: 3 clusters Score -164364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -164364.515625 Penalty: 749.562439 Iteration 74Q: 3 clusters Score -164364.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -164364.765625 Penalty: 749.562439 Iteration 75Q: 3 clusters Score -164364.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -164365.109375 Penalty: 749.562439 Iteration 76Q: 3 clusters Score -164365.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -164365.812500 Penalty: 749.562439 Iteration 77Q: 3 clusters Score -164365.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -164366.265625 Penalty: 749.562439 Iteration 78Q: 3 clusters Score -164366.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -164366.546875 Penalty: 749.562439 Iteration 79Q: 3 clusters Score -164366.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -164366.203125 Penalty: 749.562439 Iteration 80F: 3 clusters Score -164366.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -164366.671875 Penalty: 749.562439 Iteration 81Q: 3 clusters Score -164366.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -164367.171875 Penalty: 749.562439 Iteration 82Q: 3 clusters Score -164367.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -164367.750000 Penalty: 749.562439 Iteration 83Q: 3 clusters Score -164367.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -164368.375000 Penalty: 749.562439 Iteration 84Q: 3 clusters Score -164368.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -164369.359375 Penalty: 749.562439 Iteration 85Q: 3 clusters Score -164369.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -164370.828125 Penalty: 749.562439 Iteration 86Q: 3 clusters Score -164370.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -164371.515625 Penalty: 749.562439 Iteration 87Q: 3 clusters Score -164371.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -164372.890625 Penalty: 749.562439 Iteration 88Q: 3 clusters Score -164372.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -164373.609375 Penalty: 749.562439 Iteration 89Q: 3 clusters Score -164373.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -164374.046875 Penalty: 749.562439 Iteration 90Q: 3 clusters Score -164374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -164374.781250 Penalty: 749.562439 Iteration 91Q: 3 clusters Score -164374.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -164375.156250 Penalty: 749.562439 Iteration 92Q: 3 clusters Score -164375.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -164375.890625 Penalty: 749.562439 Iteration 93Q: 3 clusters Score -164375.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -164376.140625 Penalty: 749.562439 Iteration 94Q: 3 clusters Score -164376.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -164376.625000 Penalty: 749.562439 Iteration 95Q: 3 clusters Score -164376.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -164376.671875 Penalty: 749.562439 Iteration 96Q: 3 clusters Score -164376.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -164376.843750 Penalty: 749.562439 Iteration 97Q: 3 clusters Score -164376.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -164377.125000 Penalty: 749.562439 Iteration 98Q: 3 clusters Score -164377.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -164377.781250 Penalty: 749.562439 Iteration 99Q: 3 clusters Score -164377.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -164378.343750 Penalty: 749.562439 Iteration 100F: 3 clusters Score -164378.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -164378.906250 Penalty: 749.562439 Iteration 101Q: 3 clusters Score -164378.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -164379.468750 Penalty: 749.562439 Iteration 102Q: 3 clusters Score -164379.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -164379.468750 Penalty: 749.562439 Iteration 103F: 3 clusters Score -164379.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -4945.150391 Penalty: 234.474777 Iteration 0F: 2 clusters Score -4945.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -4691.104492 Penalty: 468.949554 Iteration 0F: 3 clusters Score -4691.104 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4727.486328 Penalty: 468.949554 Iteration 1F: 3 clusters Score -4727.486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4736.314453 Penalty: 468.949554 Iteration 2Q: 3 clusters Score -4736.314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4738.303711 Penalty: 468.949554 Iteration 3Q: 3 clusters Score -4738.304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4738.303711 Penalty: 468.949554 Iteration 4F: 3 clusters Score -4738.304 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Entering Unmasked Estep Score: -96650.468750 Penalty: 349.025696 Iteration 0F: 2 clusters Score -96650.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -95140.687500 Penalty: 698.051392 Iteration 0F: 3 clusters Score -95140.69 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -95683.273438 Penalty: 698.051392 Iteration 1F: 3 clusters Score -95683.27 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -95823.953125 Penalty: 698.051392 Iteration 2F: 3 clusters Score -95823.95 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -95914.406250 Penalty: 698.051392 Iteration 3F: 3 clusters Score -95914.41 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -95978.265625 Penalty: 698.051392 Iteration 4Q: 3 clusters Score -95978.27 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -96040.851562 Penalty: 698.051392 Iteration 5Q: 3 clusters Score -96040.85 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -96081.351562 Penalty: 698.051392 Iteration 6Q: 3 clusters Score -96081.35 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -96106.187500 Penalty: 698.051392 Iteration 7Q: 3 clusters Score -96106.19 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -96121.421875 Penalty: 698.051392 Iteration 8Q: 3 clusters Score -96121.42 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -96128.617188 Penalty: 698.051392 Iteration 9Q: 3 clusters Score -96128.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -96135.117188 Penalty: 698.051392 Iteration 10Q: 3 clusters Score -96135.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -96141.500000 Penalty: 698.051392 Iteration 11Q: 3 clusters Score -96141.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -96148.601562 Penalty: 698.051392 Iteration 12Q: 3 clusters Score -96148.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -96157.523438 Penalty: 698.051392 Iteration 13Q: 3 clusters Score -96157.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -96165.445312 Penalty: 698.051392 Iteration 14Q: 3 clusters Score -96165.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -96170.140625 Penalty: 698.051392 Iteration 15Q: 3 clusters Score -96170.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -96172.687500 Penalty: 698.051392 Iteration 16Q: 3 clusters Score -96172.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -96176.539062 Penalty: 698.051392 Iteration 17Q: 3 clusters Score -96176.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -96182.015625 Penalty: 698.051392 Iteration 18Q: 3 clusters Score -96182.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -96187.328125 Penalty: 698.051392 Iteration 19Q: 3 clusters Score -96187.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -96194.851562 Penalty: 698.051392 Iteration 20F: 3 clusters Score -96194.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -96199.937500 Penalty: 698.051392 Iteration 21Q: 3 clusters Score -96199.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -96205.164062 Penalty: 698.051392 Iteration 22Q: 3 clusters Score -96205.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -96208.828125 Penalty: 698.051392 Iteration 23Q: 3 clusters Score -96208.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -96211.859375 Penalty: 698.051392 Iteration 24Q: 3 clusters Score -96211.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -96215.023438 Penalty: 698.051392 Iteration 25Q: 3 clusters Score -96215.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -96217.453125 Penalty: 698.051392 Iteration 26Q: 3 clusters Score -96217.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -96220.562500 Penalty: 698.051392 Iteration 27Q: 3 clusters Score -96220.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -96222.945312 Penalty: 698.051392 Iteration 28Q: 3 clusters Score -96222.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -96224.546875 Penalty: 698.051392 Iteration 29Q: 3 clusters Score -96224.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -96225.289062 Penalty: 698.051392 Iteration 30Q: 3 clusters Score -96225.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -96225.687500 Penalty: 698.051392 Iteration 31Q: 3 clusters Score -96225.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -96226.453125 Penalty: 698.051392 Iteration 32Q: 3 clusters Score -96226.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -96227.242188 Penalty: 698.051392 Iteration 33Q: 3 clusters Score -96227.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -96227.687500 Penalty: 698.051392 Iteration 34Q: 3 clusters Score -96227.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -96227.937500 Penalty: 698.051392 Iteration 35Q: 3 clusters Score -96227.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -96228.656250 Penalty: 698.051392 Iteration 36Q: 3 clusters Score -96228.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -96229.570312 Penalty: 698.051392 Iteration 37Q: 3 clusters Score -96229.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -96230.054688 Penalty: 698.051392 Iteration 38Q: 3 clusters Score -96230.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -96230.453125 Penalty: 698.051392 Iteration 39Q: 3 clusters Score -96230.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -96230.617188 Penalty: 698.051392 Iteration 40F: 3 clusters Score -96230.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -96230.812500 Penalty: 698.051392 Iteration 41Q: 3 clusters Score -96230.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -96231.187500 Penalty: 698.051392 Iteration 42Q: 3 clusters Score -96231.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -96231.312500 Penalty: 698.051392 Iteration 43Q: 3 clusters Score -96231.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -96231.289062 Penalty: 698.051392 Iteration 44Q: 3 clusters Score -96231.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -96231.289062 Penalty: 698.051392 Iteration 45F: 3 clusters Score -96231.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -64044.566406 Penalty: 330.289795 Iteration 0F: 2 clusters Score -64044.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -63001.917969 Penalty: 660.579590 Iteration 0F: 3 clusters Score -63001.92 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -63373.363281 Penalty: 660.579590 Iteration 1F: 3 clusters Score -63373.36 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -63442.148438 Penalty: 660.579590 Iteration 2F: 3 clusters Score -63442.15 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -63493.242188 Penalty: 660.579590 Iteration 3F: 3 clusters Score -63493.24 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -63533.339844 Penalty: 660.579590 Iteration 4Q: 3 clusters Score -63533.34 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -63568.332031 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -63568.33 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -63597.343750 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -63597.34 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -63622.695312 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -63622.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -63648.589844 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -63648.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -63668.476562 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -63668.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -63688.148438 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -63688.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -63706.246094 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -63706.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -63717.039062 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -63717.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -63724.890625 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -63724.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -63734.468750 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -63734.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -63738.003906 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -63738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -63741.136719 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -63741.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -63743.824219 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -63743.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -63746.535156 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -63746.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -63748.675781 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -63748.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -63749.675781 Penalty: 660.579590 Iteration 20F: 3 clusters Score -63749.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Entering Unmasked Estep Score: -63180.832031 Penalty: 331.677277 Iteration 0F: 2 clusters Score -63180.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -62072.246094 Penalty: 663.354553 Iteration 0F: 3 clusters Score -62072.25 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -62468.230469 Penalty: 663.354553 Iteration 1F: 3 clusters Score -62468.23 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -62546.593750 Penalty: 663.354553 Iteration 2F: 3 clusters Score -62546.59 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -62605.031250 Penalty: 663.354553 Iteration 3F: 3 clusters Score -62605.03 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -62666.402344 Penalty: 663.354553 Iteration 4F: 3 clusters Score -62666.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -62714.988281 Penalty: 663.354553 Iteration 5Q: 3 clusters Score -62714.99 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -62750.875000 Penalty: 663.354553 Iteration 6Q: 3 clusters Score -62750.88 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -62776.949219 Penalty: 663.354553 Iteration 7Q: 3 clusters Score -62776.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -62795.750000 Penalty: 663.354553 Iteration 8Q: 3 clusters Score -62795.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -62809.695312 Penalty: 663.354553 Iteration 9Q: 3 clusters Score -62809.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -62818.835938 Penalty: 663.354553 Iteration 10Q: 3 clusters Score -62818.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -62823.648438 Penalty: 663.354553 Iteration 11Q: 3 clusters Score -62823.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -62827.238281 Penalty: 663.354553 Iteration 12Q: 3 clusters Score -62827.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -62830.089844 Penalty: 663.354553 Iteration 13Q: 3 clusters Score -62830.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -62831.453125 Penalty: 663.354553 Iteration 14Q: 3 clusters Score -62831.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -62831.957031 Penalty: 663.354553 Iteration 15Q: 3 clusters Score -62831.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -62832.195312 Penalty: 663.354553 Iteration 16Q: 3 clusters Score -62832.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -62832.410156 Penalty: 663.354553 Iteration 17Q: 3 clusters Score -62832.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -62832.652344 Penalty: 663.354553 Iteration 18Q: 3 clusters Score -62832.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -62832.718750 Penalty: 663.354553 Iteration 19Q: 3 clusters Score -62832.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -62832.773438 Penalty: 663.354553 Iteration 20F: 3 clusters Score -62832.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -62832.796875 Penalty: 663.354553 Iteration 21Q: 3 clusters Score -62832.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -62832.796875 Penalty: 663.354553 Iteration 22F: 3 clusters Score -62832.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Entering Unmasked Estep Score: -67261.460938 Penalty: 341.674744 Iteration 0F: 2 clusters Score -67261.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -65939.203125 Penalty: 683.349487 Iteration 0F: 3 clusters Score -65939.2 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -66375.132812 Penalty: 683.349487 Iteration 1F: 3 clusters Score -66375.13 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -66459.710938 Penalty: 683.349487 Iteration 2F: 3 clusters Score -66459.71 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -66520.976562 Penalty: 683.349487 Iteration 3F: 3 clusters Score -66520.98 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -66564.757812 Penalty: 683.349487 Iteration 4Q: 3 clusters Score -66564.76 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -66605.437500 Penalty: 683.349487 Iteration 5Q: 3 clusters Score -66605.44 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -66650.507812 Penalty: 683.349487 Iteration 6Q: 3 clusters Score -66650.51 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -66693.773438 Penalty: 683.349487 Iteration 7Q: 3 clusters Score -66693.77 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -66731.500000 Penalty: 683.349487 Iteration 8Q: 3 clusters Score -66731.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -66768.054688 Penalty: 683.349487 Iteration 9Q: 3 clusters Score -66768.05 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -66803.945312 Penalty: 683.349487 Iteration 10Q: 3 clusters Score -66803.95 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -66841.875000 Penalty: 683.349487 Iteration 11Q: 3 clusters Score -66841.88 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -66868.632812 Penalty: 683.349487 Iteration 12Q: 3 clusters Score -66868.63 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -66899.835938 Penalty: 683.349487 Iteration 13Q: 3 clusters Score -66899.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -66924.585938 Penalty: 683.349487 Iteration 14Q: 3 clusters Score -66924.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -66939.062500 Penalty: 683.349487 Iteration 15Q: 3 clusters Score -66939.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -66952.992188 Penalty: 683.349487 Iteration 16Q: 3 clusters Score -66952.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -66960.953125 Penalty: 683.349487 Iteration 17Q: 3 clusters Score -66960.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -66971.148438 Penalty: 683.349487 Iteration 18Q: 3 clusters Score -66971.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -66982.695312 Penalty: 683.349487 Iteration 19Q: 3 clusters Score -66982.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -66993.695312 Penalty: 683.349487 Iteration 20F: 3 clusters Score -66993.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -66999.679688 Penalty: 683.349487 Iteration 21Q: 3 clusters Score -66999.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -67002.960938 Penalty: 683.349487 Iteration 22Q: 3 clusters Score -67002.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67004.093750 Penalty: 683.349487 Iteration 23Q: 3 clusters Score -67004.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67004.890625 Penalty: 683.349487 Iteration 24Q: 3 clusters Score -67004.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67006.507812 Penalty: 683.349487 Iteration 25Q: 3 clusters Score -67006.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67007.421875 Penalty: 683.349487 Iteration 26Q: 3 clusters Score -67007.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -67007.820312 Penalty: 683.349487 Iteration 27Q: 3 clusters Score -67007.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -67008.390625 Penalty: 683.349487 Iteration 28Q: 3 clusters Score -67008.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -67008.992188 Penalty: 683.349487 Iteration 29Q: 3 clusters Score -67008.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -67008.992188 Penalty: 683.349487 Iteration 30F: 3 clusters Score -67008.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Entering Unmasked Estep Score: -309868.937500 Penalty: 397.040100 Iteration 0F: 2 clusters Score -309868.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -305758.343750 Penalty: 794.080200 Iteration 0F: 3 clusters Score -305758.3 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -307447.875000 Penalty: 794.080200 Iteration 1F: 3 clusters Score -307447.9 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -307666.625000 Penalty: 794.080200 Iteration 2F: 3 clusters Score -307666.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -307905.593750 Penalty: 794.080200 Iteration 3F: 3 clusters Score -307905.6 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -308142.343750 Penalty: 794.080200 Iteration 4F: 3 clusters Score -308142.3 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -308377.906250 Penalty: 794.080200 Iteration 5F: 3 clusters Score -308377.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -308615.062500 Penalty: 794.080200 Iteration 6F: 3 clusters Score -308615.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -308802.156250 Penalty: 794.080200 Iteration 7Q: 3 clusters Score -308802.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -308928.875000 Penalty: 794.080200 Iteration 8Q: 3 clusters Score -308928.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -309023.312500 Penalty: 794.080200 Iteration 9Q: 3 clusters Score -309023.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -309106.593750 Penalty: 794.080200 Iteration 10Q: 3 clusters Score -309106.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -309176.468750 Penalty: 794.080200 Iteration 11Q: 3 clusters Score -309176.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -309234.062500 Penalty: 794.080200 Iteration 12Q: 3 clusters Score -309234.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -309278.156250 Penalty: 794.080200 Iteration 13Q: 3 clusters Score -309278.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -309325.218750 Penalty: 794.080200 Iteration 14Q: 3 clusters Score -309325.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -309358.187500 Penalty: 794.080200 Iteration 15Q: 3 clusters Score -309358.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -309380.000000 Penalty: 794.080200 Iteration 16Q: 3 clusters Score -309380 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -309396.187500 Penalty: 794.080200 Iteration 17Q: 3 clusters Score -309396.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -309411.875000 Penalty: 794.080200 Iteration 18Q: 3 clusters Score -309411.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -309435.531250 Penalty: 794.080200 Iteration 19Q: 3 clusters Score -309435.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -309449.656250 Penalty: 794.080200 Iteration 20F: 3 clusters Score -309449.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -309456.718750 Penalty: 794.080200 Iteration 21Q: 3 clusters Score -309456.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -309464.031250 Penalty: 794.080200 Iteration 22Q: 3 clusters Score -309464 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -309470.531250 Penalty: 794.080200 Iteration 23Q: 3 clusters Score -309470.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -309479.687500 Penalty: 794.080200 Iteration 24Q: 3 clusters Score -309479.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -309490.312500 Penalty: 794.080200 Iteration 25Q: 3 clusters Score -309490.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -309498.468750 Penalty: 794.080200 Iteration 26Q: 3 clusters Score -309498.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -309510.218750 Penalty: 794.080200 Iteration 27Q: 3 clusters Score -309510.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -309521.375000 Penalty: 794.080200 Iteration 28Q: 3 clusters Score -309521.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -309528.562500 Penalty: 794.080200 Iteration 29Q: 3 clusters Score -309528.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -309537.812500 Penalty: 794.080200 Iteration 30Q: 3 clusters Score -309537.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -309543.156250 Penalty: 794.080200 Iteration 31Q: 3 clusters Score -309543.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -309549.718750 Penalty: 794.080200 Iteration 32Q: 3 clusters Score -309549.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -309561.031250 Penalty: 794.080200 Iteration 33Q: 3 clusters Score -309561 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -309567.031250 Penalty: 794.080200 Iteration 34Q: 3 clusters Score -309567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -309569.343750 Penalty: 794.080200 Iteration 35Q: 3 clusters Score -309569.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -309570.531250 Penalty: 794.080200 Iteration 36Q: 3 clusters Score -309570.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -309571.562500 Penalty: 794.080200 Iteration 37Q: 3 clusters Score -309571.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -309572.562500 Penalty: 794.080200 Iteration 38Q: 3 clusters Score -309572.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -309572.562500 Penalty: 794.080200 Iteration 39F: 3 clusters Score -309572.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Entering Unmasked Estep Score: -55076.785156 Penalty: 333.711975 Iteration 0F: 2 clusters Score -55076.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -53920.953125 Penalty: 667.423950 Iteration 0F: 3 clusters Score -53920.95 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -54325.593750 Penalty: 667.423950 Iteration 1F: 3 clusters Score -54325.59 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -54437.531250 Penalty: 667.423950 Iteration 2F: 3 clusters Score -54437.53 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -54528.441406 Penalty: 667.423950 Iteration 3F: 3 clusters Score -54528.44 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -54598.722656 Penalty: 667.423950 Iteration 4F: 3 clusters Score -54598.72 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -54663.425781 Penalty: 667.423950 Iteration 5Q: 3 clusters Score -54663.43 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -54722.003906 Penalty: 667.423950 Iteration 6Q: 3 clusters Score -54722 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -54766.687500 Penalty: 667.423950 Iteration 7Q: 3 clusters Score -54766.69 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -54792.042969 Penalty: 667.423950 Iteration 8Q: 3 clusters Score -54792.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -54811.929688 Penalty: 667.423950 Iteration 9Q: 3 clusters Score -54811.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -54826.558594 Penalty: 667.423950 Iteration 10Q: 3 clusters Score -54826.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -54835.625000 Penalty: 667.423950 Iteration 11Q: 3 clusters Score -54835.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -54842.363281 Penalty: 667.423950 Iteration 12Q: 3 clusters Score -54842.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -54848.179688 Penalty: 667.423950 Iteration 13Q: 3 clusters Score -54848.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -54852.378906 Penalty: 667.423950 Iteration 14Q: 3 clusters Score -54852.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -54857.078125 Penalty: 667.423950 Iteration 15Q: 3 clusters Score -54857.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -54862.207031 Penalty: 667.423950 Iteration 16Q: 3 clusters Score -54862.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -54864.156250 Penalty: 667.423950 Iteration 17Q: 3 clusters Score -54864.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -54865.621094 Penalty: 667.423950 Iteration 18Q: 3 clusters Score -54865.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -54866.933594 Penalty: 667.423950 Iteration 19Q: 3 clusters Score -54866.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -54868.242188 Penalty: 667.423950 Iteration 20F: 3 clusters Score -54868.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -54870.222656 Penalty: 667.423950 Iteration 21Q: 3 clusters Score -54870.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -54873.289062 Penalty: 667.423950 Iteration 22Q: 3 clusters Score -54873.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -54875.886719 Penalty: 667.423950 Iteration 23Q: 3 clusters Score -54875.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -54877.792969 Penalty: 667.423950 Iteration 24Q: 3 clusters Score -54877.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -54879.035156 Penalty: 667.423950 Iteration 25Q: 3 clusters Score -54879.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -54887.378906 Penalty: 667.423950 Iteration 26Q: 3 clusters Score -54887.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -54892.058594 Penalty: 667.423950 Iteration 27Q: 3 clusters Score -54892.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -54894.781250 Penalty: 667.423950 Iteration 28Q: 3 clusters Score -54894.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -54895.996094 Penalty: 667.423950 Iteration 29Q: 3 clusters Score -54896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -54897.406250 Penalty: 667.423950 Iteration 30Q: 3 clusters Score -54897.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -54897.808594 Penalty: 667.423950 Iteration 31Q: 3 clusters Score -54897.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -54899.035156 Penalty: 667.423950 Iteration 32Q: 3 clusters Score -54899.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -54899.675781 Penalty: 667.423950 Iteration 33Q: 3 clusters Score -54899.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -54900.113281 Penalty: 667.423950 Iteration 34Q: 3 clusters Score -54900.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -54900.730469 Penalty: 667.423950 Iteration 35Q: 3 clusters Score -54900.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -54900.730469 Penalty: 667.423950 Iteration 36F: 3 clusters Score -54900.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -212097.984375 Penalty: 383.261139 Iteration 0F: 2 clusters Score -212098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -208971.203125 Penalty: 766.522278 Iteration 0F: 3 clusters Score -208971.2 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -210406.875000 Penalty: 766.522278 Iteration 1F: 3 clusters Score -210406.9 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -210806.750000 Penalty: 766.522278 Iteration 2F: 3 clusters Score -210806.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -211146.984375 Penalty: 766.522278 Iteration 3F: 3 clusters Score -211147 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -211420.906250 Penalty: 766.522278 Iteration 4F: 3 clusters Score -211420.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -211602.171875 Penalty: 766.522278 Iteration 5Q: 3 clusters Score -211602.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -211687.406250 Penalty: 766.522278 Iteration 6Q: 3 clusters Score -211687.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -211734.593750 Penalty: 766.522278 Iteration 7Q: 3 clusters Score -211734.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -211752.265625 Penalty: 766.522278 Iteration 8Q: 3 clusters Score -211752.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -211755.921875 Penalty: 766.522278 Iteration 9Q: 3 clusters Score -211755.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -211762.531250 Penalty: 766.522278 Iteration 10Q: 3 clusters Score -211762.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -211769.593750 Penalty: 766.522278 Iteration 11Q: 3 clusters Score -211769.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -211773.078125 Penalty: 766.522278 Iteration 12Q: 3 clusters Score -211773.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -211777.671875 Penalty: 766.522278 Iteration 13Q: 3 clusters Score -211777.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -211783.437500 Penalty: 766.522278 Iteration 14Q: 3 clusters Score -211783.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -211786.750000 Penalty: 766.522278 Iteration 15Q: 3 clusters Score -211786.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -211789.281250 Penalty: 766.522278 Iteration 16Q: 3 clusters Score -211789.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -211791.125000 Penalty: 766.522278 Iteration 17Q: 3 clusters Score -211791.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -211795.828125 Penalty: 766.522278 Iteration 18Q: 3 clusters Score -211795.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -211804.328125 Penalty: 766.522278 Iteration 19Q: 3 clusters Score -211804.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -211807.218750 Penalty: 766.522278 Iteration 20F: 3 clusters Score -211807.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -211811.796875 Penalty: 766.522278 Iteration 21Q: 3 clusters Score -211811.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -211814.609375 Penalty: 766.522278 Iteration 22Q: 3 clusters Score -211814.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -211815.515625 Penalty: 766.522278 Iteration 23Q: 3 clusters Score -211815.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -211815.812500 Penalty: 766.522278 Iteration 24Q: 3 clusters Score -211815.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -211817.250000 Penalty: 766.522278 Iteration 25Q: 3 clusters Score -211817.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -211818.453125 Penalty: 766.522278 Iteration 26Q: 3 clusters Score -211818.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -211820.046875 Penalty: 766.522278 Iteration 27Q: 3 clusters Score -211820 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -211819.812500 Penalty: 766.522278 Iteration 28Q: 3 clusters Score -211819.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -211821.671875 Penalty: 766.522278 Iteration 29Q: 3 clusters Score -211821.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -211824.609375 Penalty: 766.522278 Iteration 30Q: 3 clusters Score -211824.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -211828.093750 Penalty: 766.522278 Iteration 31Q: 3 clusters Score -211828.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -211829.125000 Penalty: 766.522278 Iteration 32Q: 3 clusters Score -211829.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -211829.859375 Penalty: 766.522278 Iteration 33Q: 3 clusters Score -211829.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -211830.187500 Penalty: 766.522278 Iteration 34Q: 3 clusters Score -211830.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -211831.375000 Penalty: 766.522278 Iteration 35Q: 3 clusters Score -211831.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -211831.375000 Penalty: 766.522278 Iteration 36F: 3 clusters Score -211831.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Entering Unmasked Estep Score: -130969.164062 Penalty: 373.374695 Iteration 0F: 2 clusters Score -130969.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -128488.070312 Penalty: 746.749390 Iteration 0F: 3 clusters Score -128488.1 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -129482.554688 Penalty: 746.749390 Iteration 1F: 3 clusters Score -129482.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -129690.242188 Penalty: 746.749390 Iteration 2F: 3 clusters Score -129690.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -129838.539062 Penalty: 746.749390 Iteration 3F: 3 clusters Score -129838.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -129972.414062 Penalty: 746.749390 Iteration 4F: 3 clusters Score -129972.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -130094.695312 Penalty: 746.749390 Iteration 5Q: 3 clusters Score -130094.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -130201.734375 Penalty: 746.749390 Iteration 6Q: 3 clusters Score -130201.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -130305.789062 Penalty: 746.749390 Iteration 7Q: 3 clusters Score -130305.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -130383.109375 Penalty: 746.749390 Iteration 8Q: 3 clusters Score -130383.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -130466.992188 Penalty: 746.749390 Iteration 9Q: 3 clusters Score -130467 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -130564.460938 Penalty: 746.749390 Iteration 10Q: 3 clusters Score -130564.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -130631.171875 Penalty: 746.749390 Iteration 11Q: 3 clusters Score -130631.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -130649.960938 Penalty: 746.749390 Iteration 12Q: 3 clusters Score -130650 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -130658.007812 Penalty: 746.749390 Iteration 13Q: 3 clusters Score -130658 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -130664.656250 Penalty: 746.749390 Iteration 14Q: 3 clusters Score -130664.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -130668.789062 Penalty: 746.749390 Iteration 15Q: 3 clusters Score -130668.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -130673.773438 Penalty: 746.749390 Iteration 16Q: 3 clusters Score -130673.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -130675.976562 Penalty: 746.749390 Iteration 17Q: 3 clusters Score -130676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -130677.710938 Penalty: 746.749390 Iteration 18Q: 3 clusters Score -130677.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -130678.320312 Penalty: 746.749390 Iteration 19Q: 3 clusters Score -130678.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -130679.320312 Penalty: 746.749390 Iteration 20F: 3 clusters Score -130679.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -130680.015625 Penalty: 746.749390 Iteration 21Q: 3 clusters Score -130680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -130680.632812 Penalty: 746.749390 Iteration 22Q: 3 clusters Score -130680.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -130681.210938 Penalty: 746.749390 Iteration 23Q: 3 clusters Score -130681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -130681.632812 Penalty: 746.749390 Iteration 24Q: 3 clusters Score -130681.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -130682.593750 Penalty: 746.749390 Iteration 25Q: 3 clusters Score -130682.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -130683.070312 Penalty: 746.749390 Iteration 26Q: 3 clusters Score -130683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -130683.125000 Penalty: 746.749390 Iteration 27Q: 3 clusters Score -130683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -130683.062500 Penalty: 746.749390 Iteration 28Q: 3 clusters Score -130683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -130683.179688 Penalty: 746.749390 Iteration 29Q: 3 clusters Score -130683.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -130683.351562 Penalty: 746.749390 Iteration 30Q: 3 clusters Score -130683.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -130683.640625 Penalty: 746.749390 Iteration 31Q: 3 clusters Score -130683.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -130683.890625 Penalty: 746.749390 Iteration 32Q: 3 clusters Score -130683.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -130684.343750 Penalty: 746.749390 Iteration 33Q: 3 clusters Score -130684.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -130685.937500 Penalty: 746.749390 Iteration 34Q: 3 clusters Score -130685.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -130688.226562 Penalty: 746.749390 Iteration 35Q: 3 clusters Score -130688.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -130690.164062 Penalty: 746.749390 Iteration 36Q: 3 clusters Score -130690.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -130691.210938 Penalty: 746.749390 Iteration 37Q: 3 clusters Score -130691.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -130692.921875 Penalty: 746.749390 Iteration 38Q: 3 clusters Score -130692.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -130694.460938 Penalty: 746.749390 Iteration 39Q: 3 clusters Score -130694.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -130697.070312 Penalty: 746.749390 Iteration 40F: 3 clusters Score -130697.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -130699.218750 Penalty: 746.749390 Iteration 41Q: 3 clusters Score -130699.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -130700.328125 Penalty: 746.749390 Iteration 42Q: 3 clusters Score -130700.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -130701.898438 Penalty: 746.749390 Iteration 43Q: 3 clusters Score -130701.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -130703.906250 Penalty: 746.749390 Iteration 44Q: 3 clusters Score -130703.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -130704.460938 Penalty: 746.749390 Iteration 45Q: 3 clusters Score -130704.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -130704.523438 Penalty: 746.749390 Iteration 46Q: 3 clusters Score -130704.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -130704.523438 Penalty: 746.749390 Iteration 47F: 3 clusters Score -130704.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Entering Unmasked Estep Score: -190188.375000 Penalty: 387.732056 Iteration 0F: 2 clusters Score -190188.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -186814.656250 Penalty: 775.464111 Iteration 0F: 3 clusters Score -186814.7 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -188176.000000 Penalty: 775.464111 Iteration 1F: 3 clusters Score -188176 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -188439.906250 Penalty: 775.464111 Iteration 2F: 3 clusters Score -188439.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -188683.015625 Penalty: 775.464111 Iteration 3F: 3 clusters Score -188683 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -188862.718750 Penalty: 775.464111 Iteration 4F: 3 clusters Score -188862.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -188994.515625 Penalty: 775.464111 Iteration 5Q: 3 clusters Score -188994.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -189100.546875 Penalty: 775.464111 Iteration 6Q: 3 clusters Score -189100.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -189196.718750 Penalty: 775.464111 Iteration 7Q: 3 clusters Score -189196.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -189283.968750 Penalty: 775.464111 Iteration 8Q: 3 clusters Score -189284 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -189358.546875 Penalty: 775.464111 Iteration 9Q: 3 clusters Score -189358.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -189413.812500 Penalty: 775.464111 Iteration 10Q: 3 clusters Score -189413.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -189469.671875 Penalty: 775.464111 Iteration 11Q: 3 clusters Score -189469.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -189521.218750 Penalty: 775.464111 Iteration 12Q: 3 clusters Score -189521.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -189553.578125 Penalty: 775.464111 Iteration 13Q: 3 clusters Score -189553.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -189573.468750 Penalty: 775.464111 Iteration 14Q: 3 clusters Score -189573.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -189593.921875 Penalty: 775.464111 Iteration 15Q: 3 clusters Score -189593.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -189615.953125 Penalty: 775.464111 Iteration 16Q: 3 clusters Score -189616 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -189633.750000 Penalty: 775.464111 Iteration 17Q: 3 clusters Score -189633.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -189648.953125 Penalty: 775.464111 Iteration 18Q: 3 clusters Score -189649 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -189664.906250 Penalty: 775.464111 Iteration 19Q: 3 clusters Score -189664.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -189681.640625 Penalty: 775.464111 Iteration 20F: 3 clusters Score -189681.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -189698.796875 Penalty: 775.464111 Iteration 21Q: 3 clusters Score -189698.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -189716.765625 Penalty: 775.464111 Iteration 22Q: 3 clusters Score -189716.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -189740.281250 Penalty: 775.464111 Iteration 23Q: 3 clusters Score -189740.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -189761.390625 Penalty: 775.464111 Iteration 24Q: 3 clusters Score -189761.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -189773.078125 Penalty: 775.464111 Iteration 25Q: 3 clusters Score -189773.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -189780.296875 Penalty: 775.464111 Iteration 26Q: 3 clusters Score -189780.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -189786.734375 Penalty: 775.464111 Iteration 27Q: 3 clusters Score -189786.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -189791.281250 Penalty: 775.464111 Iteration 28Q: 3 clusters Score -189791.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -189796.468750 Penalty: 775.464111 Iteration 29Q: 3 clusters Score -189796.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -189801.468750 Penalty: 775.464111 Iteration 30Q: 3 clusters Score -189801.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -189804.953125 Penalty: 775.464111 Iteration 31Q: 3 clusters Score -189805 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -189807.187500 Penalty: 775.464111 Iteration 32Q: 3 clusters Score -189807.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -189809.156250 Penalty: 775.464111 Iteration 33Q: 3 clusters Score -189809.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -189811.109375 Penalty: 775.464111 Iteration 34Q: 3 clusters Score -189811.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -189812.312500 Penalty: 775.464111 Iteration 35Q: 3 clusters Score -189812.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -189812.718750 Penalty: 775.464111 Iteration 36Q: 3 clusters Score -189812.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -189812.953125 Penalty: 775.464111 Iteration 37Q: 3 clusters Score -189813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -189813.531250 Penalty: 775.464111 Iteration 38Q: 3 clusters Score -189813.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -189814.000000 Penalty: 775.464111 Iteration 39Q: 3 clusters Score -189814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -189814.140625 Penalty: 775.464111 Iteration 40F: 3 clusters Score -189814.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -189814.515625 Penalty: 775.464111 Iteration 41Q: 3 clusters Score -189814.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -189815.203125 Penalty: 775.464111 Iteration 42Q: 3 clusters Score -189815.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -189815.625000 Penalty: 775.464111 Iteration 43Q: 3 clusters Score -189815.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -189815.500000 Penalty: 775.464111 Iteration 44Q: 3 clusters Score -189815.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -189815.640625 Penalty: 775.464111 Iteration 45Q: 3 clusters Score -189815.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -189815.609375 Penalty: 775.464111 Iteration 46Q: 3 clusters Score -189815.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -189816.187500 Penalty: 775.464111 Iteration 47Q: 3 clusters Score -189816.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -189816.578125 Penalty: 775.464111 Iteration 48Q: 3 clusters Score -189816.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -189817.546875 Penalty: 775.464111 Iteration 49Q: 3 clusters Score -189817.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -189817.875000 Penalty: 775.464111 Iteration 50Q: 3 clusters Score -189817.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -189818.796875 Penalty: 775.464111 Iteration 51Q: 3 clusters Score -189818.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -189820.218750 Penalty: 775.464111 Iteration 52Q: 3 clusters Score -189820.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -189821.703125 Penalty: 775.464111 Iteration 53Q: 3 clusters Score -189821.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -189822.734375 Penalty: 775.464111 Iteration 54Q: 3 clusters Score -189822.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -189822.734375 Penalty: 775.464111 Iteration 55F: 3 clusters Score -189822.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (83787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83787 members Entering Unmasked Estep Score: -3831152.250000 Penalty: 515.789490 Iteration 0F: 2 clusters Score -3831152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 41948 members Entering Unmasked Estep Score: -3774725.750000 Penalty: 1031.578979 Iteration 0F: 3 clusters Score -3774726 nChanged 40994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37451 members Mstep: Class 2 contains 46336 members Entering Unmasked Estep Score: -3801182.750000 Penalty: 1031.578979 Iteration 1F: 3 clusters Score -3801183 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 48853 members Entering Unmasked Estep Score: -3803383.750000 Penalty: 1031.578979 Iteration 2F: 3 clusters Score -3803384 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 52028 members Entering Unmasked Estep Score: -3806205.500000 Penalty: 1031.578979 Iteration 3F: 3 clusters Score -3806206 nChanged 5176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28105 members Mstep: Class 2 contains 55682 members Entering Unmasked Estep Score: -3809541.000000 Penalty: 1031.578979 Iteration 4F: 3 clusters Score -3809541 nChanged 4978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24261 members Mstep: Class 2 contains 59526 members Entering Unmasked Estep Score: -3813231.250000 Penalty: 1031.578979 Iteration 5F: 3 clusters Score -3813231 nChanged 4405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 63167 members Entering Unmasked Estep Score: -3816902.000000 Penalty: 1031.578979 Iteration 6F: 3 clusters Score -3816902 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17485 members Mstep: Class 2 contains 66302 members Entering Unmasked Estep Score: -3820000.250000 Penalty: 1031.578979 Iteration 7Q: 3 clusters Score -3820000 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 68816 members Entering Unmasked Estep Score: -3822159.750000 Penalty: 1031.578979 Iteration 8Q: 3 clusters Score -3822160 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 70929 members Entering Unmasked Estep Score: -3823635.000000 Penalty: 1031.578979 Iteration 9Q: 3 clusters Score -3823635 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 72791 members Entering Unmasked Estep Score: -3824770.750000 Penalty: 1031.578979 Iteration 10Q: 3 clusters Score -3824771 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 74482 members Entering Unmasked Estep Score: -3825787.750000 Penalty: 1031.578979 Iteration 11Q: 3 clusters Score -3825788 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 75997 members Entering Unmasked Estep Score: -3826706.500000 Penalty: 1031.578979 Iteration 12Q: 3 clusters Score -3826706 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 77336 members Entering Unmasked Estep Score: -3827513.500000 Penalty: 1031.578979 Iteration 13Q: 3 clusters Score -3827514 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 78523 members Entering Unmasked Estep Score: -3828237.750000 Penalty: 1031.578979 Iteration 14Q: 3 clusters Score -3828238 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 79512 members Entering Unmasked Estep Score: -3828842.750000 Penalty: 1031.578979 Iteration 15Q: 3 clusters Score -3828843 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 80344 members Entering Unmasked Estep Score: -3829342.250000 Penalty: 1031.578979 Iteration 16Q: 3 clusters Score -3829342 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 80998 members Entering Unmasked Estep Score: -3829726.000000 Penalty: 1031.578979 Iteration 17Q: 3 clusters Score -3829726 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 81518 members Entering Unmasked Estep Score: -3830015.500000 Penalty: 1031.578979 Iteration 18Q: 3 clusters Score -3830016 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 81900 members Entering Unmasked Estep Score: -3830235.250000 Penalty: 1031.578979 Iteration 19Q: 3 clusters Score -3830235 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 82203 members Entering Unmasked Estep Score: -3830358.000000 Penalty: 1031.578979 Iteration 20F: 3 clusters Score -3830358 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 82420 members Entering Unmasked Estep Score: -3830465.750000 Penalty: 1031.578979 Iteration 21Q: 3 clusters Score -3830466 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 82597 members Entering Unmasked Estep Score: -3830523.250000 Penalty: 1031.578979 Iteration 22Q: 3 clusters Score -3830523 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 82744 members Entering Unmasked Estep Score: -3830569.500000 Penalty: 1031.578979 Iteration 23Q: 3 clusters Score -3830570 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 82860 members Entering Unmasked Estep Score: -3830615.500000 Penalty: 1031.578979 Iteration 24Q: 3 clusters Score -3830616 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 82954 members Entering Unmasked Estep Score: -3830651.500000 Penalty: 1031.578979 Iteration 25Q: 3 clusters Score -3830652 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 83031 members Entering Unmasked Estep Score: -3830678.000000 Penalty: 1031.578979 Iteration 26Q: 3 clusters Score -3830678 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 83091 members Entering Unmasked Estep Score: -3830693.500000 Penalty: 1031.578979 Iteration 27Q: 3 clusters Score -3830694 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 83141 members Entering Unmasked Estep Score: -3830698.500000 Penalty: 1031.578979 Iteration 28Q: 3 clusters Score -3830698 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 83184 members Entering Unmasked Estep Score: -3830712.250000 Penalty: 1031.578979 Iteration 29Q: 3 clusters Score -3830712 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 83227 members Entering Unmasked Estep Score: -3830724.250000 Penalty: 1031.578979 Iteration 30Q: 3 clusters Score -3830724 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 83262 members Entering Unmasked Estep Score: -3830738.000000 Penalty: 1031.578979 Iteration 31Q: 3 clusters Score -3830738 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 83282 members Entering Unmasked Estep Score: -3830750.500000 Penalty: 1031.578979 Iteration 32Q: 3 clusters Score -3830750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 83294 members Entering Unmasked Estep Score: -3830759.750000 Penalty: 1031.578979 Iteration 33Q: 3 clusters Score -3830760 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 83303 members Entering Unmasked Estep Score: -3830765.250000 Penalty: 1031.578979 Iteration 34Q: 3 clusters Score -3830765 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 83310 members Entering Unmasked Estep Score: -3830762.250000 Penalty: 1031.578979 Iteration 35Q: 3 clusters Score -3830762 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 83319 members Entering Unmasked Estep Score: -3830763.250000 Penalty: 1031.578979 Iteration 36Q: 3 clusters Score -3830763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 83326 members Entering Unmasked Estep Score: -3830759.750000 Penalty: 1031.578979 Iteration 37Q: 3 clusters Score -3830760 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 83331 members Entering Unmasked Estep Score: -3830766.250000 Penalty: 1031.578979 Iteration 38Q: 3 clusters Score -3830766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 83336 members Entering Unmasked Estep Score: -3830765.000000 Penalty: 1031.578979 Iteration 39Q: 3 clusters Score -3830765 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 83342 members Entering Unmasked Estep Score: -3830763.500000 Penalty: 1031.578979 Iteration 40F: 3 clusters Score -3830764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 83343 members Entering Unmasked Estep Score: -3830766.250000 Penalty: 1031.578979 Iteration 41Q: 3 clusters Score -3830766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 83344 members Entering Unmasked Estep Score: -3830766.250000 Penalty: 1031.578979 Iteration 42Q: 3 clusters Score -3830766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 83344 members Entering Unmasked Estep Score: -3830766.500000 Penalty: 1031.578979 Iteration 43Q: 3 clusters Score -3830766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 83346 members Entering Unmasked Estep Score: -3830766.500000 Penalty: 1031.578979 Iteration 44Q: 3 clusters Score -3830766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 83346 members Entering Unmasked Estep Score: -3830766.500000 Penalty: 1031.578979 Iteration 45F: 3 clusters Score -3830766 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Entering Unmasked Estep Score: -129068.500000 Penalty: 357.883514 Iteration 0F: 2 clusters Score -129068.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -127201.968750 Penalty: 715.767029 Iteration 0F: 3 clusters Score -127202 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -127808.750000 Penalty: 715.767029 Iteration 1F: 3 clusters Score -127808.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -127898.265625 Penalty: 715.767029 Iteration 2F: 3 clusters Score -127898.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -127985.523438 Penalty: 715.767029 Iteration 3F: 3 clusters Score -127985.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -128081.320312 Penalty: 715.767029 Iteration 4F: 3 clusters Score -128081.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -128172.359375 Penalty: 715.767029 Iteration 5F: 3 clusters Score -128172.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -128263.695312 Penalty: 715.767029 Iteration 6F: 3 clusters Score -128263.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -128348.882812 Penalty: 715.767029 Iteration 7Q: 3 clusters Score -128348.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -128414.593750 Penalty: 715.767029 Iteration 8Q: 3 clusters Score -128414.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -128456.375000 Penalty: 715.767029 Iteration 9Q: 3 clusters Score -128456.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -128479.835938 Penalty: 715.767029 Iteration 10Q: 3 clusters Score -128479.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -128494.031250 Penalty: 715.767029 Iteration 11Q: 3 clusters Score -128494 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -128505.398438 Penalty: 715.767029 Iteration 12Q: 3 clusters Score -128505.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -128522.523438 Penalty: 715.767029 Iteration 13Q: 3 clusters Score -128522.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -128536.828125 Penalty: 715.767029 Iteration 14Q: 3 clusters Score -128536.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -128549.015625 Penalty: 715.767029 Iteration 15Q: 3 clusters Score -128549 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -128561.820312 Penalty: 715.767029 Iteration 16Q: 3 clusters Score -128561.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -128572.992188 Penalty: 715.767029 Iteration 17Q: 3 clusters Score -128573 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -128583.632812 Penalty: 715.767029 Iteration 18Q: 3 clusters Score -128583.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -128596.742188 Penalty: 715.767029 Iteration 19Q: 3 clusters Score -128596.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -128609.750000 Penalty: 715.767029 Iteration 20F: 3 clusters Score -128609.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -128620.656250 Penalty: 715.767029 Iteration 21Q: 3 clusters Score -128620.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -128630.968750 Penalty: 715.767029 Iteration 22Q: 3 clusters Score -128631 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -128641.718750 Penalty: 715.767029 Iteration 23Q: 3 clusters Score -128641.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -128649.148438 Penalty: 715.767029 Iteration 24Q: 3 clusters Score -128649.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -128655.070312 Penalty: 715.767029 Iteration 25Q: 3 clusters Score -128655.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -128661.445312 Penalty: 715.767029 Iteration 26Q: 3 clusters Score -128661.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -128668.414062 Penalty: 715.767029 Iteration 27Q: 3 clusters Score -128668.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -128675.585938 Penalty: 715.767029 Iteration 28Q: 3 clusters Score -128675.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -128682.609375 Penalty: 715.767029 Iteration 29Q: 3 clusters Score -128682.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -128686.523438 Penalty: 715.767029 Iteration 30Q: 3 clusters Score -128686.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -128688.406250 Penalty: 715.767029 Iteration 31Q: 3 clusters Score -128688.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -128691.656250 Penalty: 715.767029 Iteration 32Q: 3 clusters Score -128691.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -128693.781250 Penalty: 715.767029 Iteration 33Q: 3 clusters Score -128693.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -128695.195312 Penalty: 715.767029 Iteration 34Q: 3 clusters Score -128695.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -128696.000000 Penalty: 715.767029 Iteration 35Q: 3 clusters Score -128696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -128697.578125 Penalty: 715.767029 Iteration 36Q: 3 clusters Score -128697.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -128699.046875 Penalty: 715.767029 Iteration 37Q: 3 clusters Score -128699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -128700.015625 Penalty: 715.767029 Iteration 38Q: 3 clusters Score -128700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -128699.937500 Penalty: 715.767029 Iteration 39Q: 3 clusters Score -128699.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -128701.054688 Penalty: 715.767029 Iteration 40F: 3 clusters Score -128701.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -128701.812500 Penalty: 715.767029 Iteration 41Q: 3 clusters Score -128701.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -128704.585938 Penalty: 715.767029 Iteration 42Q: 3 clusters Score -128704.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -128707.054688 Penalty: 715.767029 Iteration 43Q: 3 clusters Score -128707.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -128710.265625 Penalty: 715.767029 Iteration 44Q: 3 clusters Score -128710.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -128711.898438 Penalty: 715.767029 Iteration 45Q: 3 clusters Score -128711.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -128713.015625 Penalty: 715.767029 Iteration 46Q: 3 clusters Score -128713 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -128714.289062 Penalty: 715.767029 Iteration 47Q: 3 clusters Score -128714.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -128715.265625 Penalty: 715.767029 Iteration 48Q: 3 clusters Score -128715.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -128717.078125 Penalty: 715.767029 Iteration 49Q: 3 clusters Score -128717.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -128720.093750 Penalty: 715.767029 Iteration 50Q: 3 clusters Score -128720.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -128723.718750 Penalty: 715.767029 Iteration 51Q: 3 clusters Score -128723.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -128725.984375 Penalty: 715.767029 Iteration 52Q: 3 clusters Score -128726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -128726.984375 Penalty: 715.767029 Iteration 53Q: 3 clusters Score -128727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -128728.117188 Penalty: 715.767029 Iteration 54Q: 3 clusters Score -128728.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -128730.929688 Penalty: 715.767029 Iteration 55Q: 3 clusters Score -128730.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -128732.164062 Penalty: 715.767029 Iteration 56Q: 3 clusters Score -128732.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -128733.757812 Penalty: 715.767029 Iteration 57Q: 3 clusters Score -128733.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -128734.148438 Penalty: 715.767029 Iteration 58Q: 3 clusters Score -128734.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -128735.437500 Penalty: 715.767029 Iteration 59Q: 3 clusters Score -128735.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -128736.562500 Penalty: 715.767029 Iteration 60F: 3 clusters Score -128736.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -128737.273438 Penalty: 715.767029 Iteration 61Q: 3 clusters Score -128737.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -128737.796875 Penalty: 715.767029 Iteration 62Q: 3 clusters Score -128737.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -128739.289062 Penalty: 715.767029 Iteration 63Q: 3 clusters Score -128739.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -128741.328125 Penalty: 715.767029 Iteration 64Q: 3 clusters Score -128741.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -128745.460938 Penalty: 715.767029 Iteration 65Q: 3 clusters Score -128745.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -128747.242188 Penalty: 715.767029 Iteration 66Q: 3 clusters Score -128747.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -128749.312500 Penalty: 715.767029 Iteration 67Q: 3 clusters Score -128749.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -128750.890625 Penalty: 715.767029 Iteration 68Q: 3 clusters Score -128750.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -128751.835938 Penalty: 715.767029 Iteration 69Q: 3 clusters Score -128751.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -128752.671875 Penalty: 715.767029 Iteration 70Q: 3 clusters Score -128752.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -128753.171875 Penalty: 715.767029 Iteration 71Q: 3 clusters Score -128753.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -128754.203125 Penalty: 715.767029 Iteration 72Q: 3 clusters Score -128754.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -128754.968750 Penalty: 715.767029 Iteration 73Q: 3 clusters Score -128755 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -128754.976562 Penalty: 715.767029 Iteration 74Q: 3 clusters Score -128755 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -128755.117188 Penalty: 715.767029 Iteration 75Q: 3 clusters Score -128755.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -128755.117188 Penalty: 715.767029 Iteration 76F: 3 clusters Score -128755.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -20260.718750 Penalty: 283.036865 Iteration 0F: 2 clusters Score -20260.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -19750.425781 Penalty: 566.073730 Iteration 0F: 3 clusters Score -19750.43 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19885.798828 Penalty: 566.073730 Iteration 1F: 3 clusters Score -19885.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -19926.025391 Penalty: 566.073730 Iteration 2F: 3 clusters Score -19926.03 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19948.587891 Penalty: 566.073730 Iteration 3Q: 3 clusters Score -19948.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19973.986328 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -19973.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -20000.943359 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -20000.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -20019.894531 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -20019.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20031.634766 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -20031.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -20038.728516 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -20038.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -20043.970703 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -20043.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -20048.296875 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -20048.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -20054.339844 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -20054.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -20063.375000 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -20063.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20070.132812 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -20070.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20073.759766 Penalty: 566.073730 Iteration 14Q: 3 clusters Score -20073.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20073.759766 Penalty: 566.073730 Iteration 15F: 3 clusters Score -20073.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17702 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31924 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12777 members Mstep: Class 13 contains 4972 members Mstep: Class 14 contains 3585 members Mstep: Class 15 contains 3778 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6162 members Mstep: Class 22 contains 1532 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5022 members Mstep: Class 26 contains 83787 members Mstep: Class 27 contains 2606 members Mstep: Class 28 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -8693162.000000 Penalty: 15582.591797 Iteration 199Q: 29 clusters Score -8693162 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17708 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12777 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3584 members Mstep: Class 15 contains 3778 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6162 members Mstep: Class 22 contains 1533 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5024 members Mstep: Class 26 contains 83780 members Mstep: Class 27 contains 2604 members Mstep: Class 28 contains 504 members Entering Unmasked Estep ConsiderDeletion Score: -8693177.000000 Penalty: 15582.591797 Iteration 200F: 29 clusters Score -8693177 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17712 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12778 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3583 members Mstep: Class 15 contains 3776 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1464 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6162 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5025 members Mstep: Class 26 contains 83775 members Mstep: Class 27 contains 2603 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693174.000000 Penalty: 15582.591797 Iteration 201Q: 29 clusters Score -8693174 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12777 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3777 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1464 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4552 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5025 members Mstep: Class 26 contains 83771 members Mstep: Class 27 contains 2601 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693158.000000 Penalty: 15582.591797 Iteration 202Q: 29 clusters Score -8693158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17719 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12777 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3777 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1464 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4553 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5026 members Mstep: Class 26 contains 83765 members Mstep: Class 27 contains 2603 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693160.000000 Penalty: 15582.591797 Iteration 203Q: 29 clusters Score -8693160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17719 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12775 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3777 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4554 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5028 members Mstep: Class 26 contains 83761 members Mstep: Class 27 contains 2606 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693156.000000 Penalty: 15582.591797 Iteration 204Q: 29 clusters Score -8693156 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12773 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3775 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5030 members Mstep: Class 26 contains 83759 members Mstep: Class 27 contains 2607 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693157.000000 Penalty: 15582.591797 Iteration 205Q: 29 clusters Score -8693157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3774 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5030 members Mstep: Class 26 contains 83756 members Mstep: Class 27 contains 2609 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693156.000000 Penalty: 15582.591797 Iteration 206Q: 29 clusters Score -8693156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83755 members Mstep: Class 27 contains 2610 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693158.000000 Penalty: 15582.591797 Iteration 207Q: 29 clusters Score -8693158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83756 members Mstep: Class 27 contains 2609 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693155.000000 Penalty: 15582.591797 Iteration 208Q: 29 clusters Score -8693155 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83757 members Mstep: Class 27 contains 2608 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693156.000000 Penalty: 15582.591797 Iteration 209Q: 29 clusters Score -8693156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83757 members Mstep: Class 27 contains 2608 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693156.000000 Penalty: 15582.591797 Iteration 210F: 29 clusters Score -8693156 nChanged 0 Entering ConstructFrom: Score: -8693156.000000 Penalty: 15582.591797 Entering ConstructFrom: Trying to split cluster 1 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -15287.273438 Penalty: 281.938202 Iteration 0F: 2 clusters Score -15287.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14837.514648 Penalty: 563.876404 Iteration 0F: 3 clusters Score -14837.51 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14962.839844 Penalty: 563.876404 Iteration 1F: 3 clusters Score -14962.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -14993.190430 Penalty: 563.876404 Iteration 2F: 3 clusters Score -14993.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -15009.874023 Penalty: 563.876404 Iteration 3Q: 3 clusters Score -15009.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -15020.660156 Penalty: 563.876404 Iteration 4Q: 3 clusters Score -15020.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -15025.251953 Penalty: 563.876404 Iteration 5Q: 3 clusters Score -15025.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15026.092773 Penalty: 563.876404 Iteration 6Q: 3 clusters Score -15026.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -15026.302734 Penalty: 563.876404 Iteration 7Q: 3 clusters Score -15026.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -15026.302734 Penalty: 563.876404 Iteration 8F: 3 clusters Score -15026.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -27552.208984 Penalty: 306.854675 Iteration 0F: 2 clusters Score -27552.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -26858.294922 Penalty: 613.709351 Iteration 0F: 3 clusters Score -26858.29 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -27033.730469 Penalty: 613.709351 Iteration 1F: 3 clusters Score -27033.73 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -27090.277344 Penalty: 613.709351 Iteration 2F: 3 clusters Score -27090.28 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27131.494141 Penalty: 613.709351 Iteration 3F: 3 clusters Score -27131.49 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -27154.429688 Penalty: 613.709351 Iteration 4Q: 3 clusters Score -27154.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -27176.591797 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -27176.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -27191.314453 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -27191.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27199.326172 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -27199.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -27205.945312 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -27205.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -27213.130859 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -27213.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -27222.126953 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -27222.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -27231.931641 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -27231.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -27240.574219 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -27240.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27247.466797 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -27247.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -27251.781250 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -27251.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27257.330078 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -27257.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27264.380859 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -27264.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27267.093750 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -27267.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27267.992188 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -27267.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -27268.341797 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -27268.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27268.597656 Penalty: 613.709351 Iteration 20F: 3 clusters Score -27268.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27268.871094 Penalty: 613.709351 Iteration 21Q: 3 clusters Score -27268.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27268.871094 Penalty: 613.709351 Iteration 22F: 3 clusters Score -27268.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -72703.914062 Penalty: 337.417877 Iteration 0F: 2 clusters Score -72703.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -71478.382812 Penalty: 674.835754 Iteration 0F: 3 clusters Score -71478.38 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -71936.242188 Penalty: 674.835754 Iteration 1F: 3 clusters Score -71936.24 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -72011.156250 Penalty: 674.835754 Iteration 2F: 3 clusters Score -72011.16 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -72067.320312 Penalty: 674.835754 Iteration 3F: 3 clusters Score -72067.32 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -72099.414062 Penalty: 674.835754 Iteration 4Q: 3 clusters Score -72099.41 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -72140.687500 Penalty: 674.835754 Iteration 5Q: 3 clusters Score -72140.69 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -72173.773438 Penalty: 674.835754 Iteration 6Q: 3 clusters Score -72173.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -72199.992188 Penalty: 674.835754 Iteration 7Q: 3 clusters Score -72199.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -72218.992188 Penalty: 674.835754 Iteration 8Q: 3 clusters Score -72218.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -72227.617188 Penalty: 674.835754 Iteration 9Q: 3 clusters Score -72227.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -72231.796875 Penalty: 674.835754 Iteration 10Q: 3 clusters Score -72231.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -72235.101562 Penalty: 674.835754 Iteration 11Q: 3 clusters Score -72235.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -72238.460938 Penalty: 674.835754 Iteration 12Q: 3 clusters Score -72238.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -72242.078125 Penalty: 674.835754 Iteration 13Q: 3 clusters Score -72242.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -72244.359375 Penalty: 674.835754 Iteration 14Q: 3 clusters Score -72244.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -72246.757812 Penalty: 674.835754 Iteration 15Q: 3 clusters Score -72246.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -72249.609375 Penalty: 674.835754 Iteration 16Q: 3 clusters Score -72249.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -72253.593750 Penalty: 674.835754 Iteration 17Q: 3 clusters Score -72253.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -72255.781250 Penalty: 674.835754 Iteration 18Q: 3 clusters Score -72255.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -72257.343750 Penalty: 674.835754 Iteration 19Q: 3 clusters Score -72257.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -72258.218750 Penalty: 674.835754 Iteration 20F: 3 clusters Score -72258.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -72258.617188 Penalty: 674.835754 Iteration 21Q: 3 clusters Score -72258.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -72259.398438 Penalty: 674.835754 Iteration 22Q: 3 clusters Score -72259.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -72261.210938 Penalty: 674.835754 Iteration 23Q: 3 clusters Score -72261.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -72266.640625 Penalty: 674.835754 Iteration 24Q: 3 clusters Score -72266.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -72275.460938 Penalty: 674.835754 Iteration 25Q: 3 clusters Score -72275.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -72280.437500 Penalty: 674.835754 Iteration 26Q: 3 clusters Score -72280.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -72283.992188 Penalty: 674.835754 Iteration 27Q: 3 clusters Score -72283.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -72288.234375 Penalty: 674.835754 Iteration 28Q: 3 clusters Score -72288.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -72291.289062 Penalty: 674.835754 Iteration 29Q: 3 clusters Score -72291.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -72295.156250 Penalty: 674.835754 Iteration 30Q: 3 clusters Score -72295.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -72298.664062 Penalty: 674.835754 Iteration 31Q: 3 clusters Score -72298.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -72300.859375 Penalty: 674.835754 Iteration 32Q: 3 clusters Score -72300.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -72303.070312 Penalty: 674.835754 Iteration 33Q: 3 clusters Score -72303.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -72304.562500 Penalty: 674.835754 Iteration 34Q: 3 clusters Score -72304.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -72306.531250 Penalty: 674.835754 Iteration 35Q: 3 clusters Score -72306.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -72309.359375 Penalty: 674.835754 Iteration 36Q: 3 clusters Score -72309.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -72313.710938 Penalty: 674.835754 Iteration 37Q: 3 clusters Score -72313.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -72319.171875 Penalty: 674.835754 Iteration 38Q: 3 clusters Score -72319.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -72326.390625 Penalty: 674.835754 Iteration 39Q: 3 clusters Score -72326.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -72333.171875 Penalty: 674.835754 Iteration 40F: 3 clusters Score -72333.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -72342.343750 Penalty: 674.835754 Iteration 41Q: 3 clusters Score -72342.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -72349.562500 Penalty: 674.835754 Iteration 42Q: 3 clusters Score -72349.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -72352.421875 Penalty: 674.835754 Iteration 43Q: 3 clusters Score -72352.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -72353.656250 Penalty: 674.835754 Iteration 44Q: 3 clusters Score -72353.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -72355.554688 Penalty: 674.835754 Iteration 45Q: 3 clusters Score -72355.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -72356.078125 Penalty: 674.835754 Iteration 46Q: 3 clusters Score -72356.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -72357.390625 Penalty: 674.835754 Iteration 47Q: 3 clusters Score -72357.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -72358.687500 Penalty: 674.835754 Iteration 48Q: 3 clusters Score -72358.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -72358.687500 Penalty: 674.835754 Iteration 49F: 3 clusters Score -72358.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17720 members Entering Unmasked Estep Score: -765426.000000 Penalty: 445.101410 Iteration 0F: 2 clusters Score -765426 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -753710.125000 Penalty: 890.202820 Iteration 0F: 3 clusters Score -753710.1 nChanged 8395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -759203.437500 Penalty: 890.202820 Iteration 1F: 3 clusters Score -759203.4 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -759870.125000 Penalty: 890.202820 Iteration 2F: 3 clusters Score -759870.1 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -760551.125000 Penalty: 890.202820 Iteration 3F: 3 clusters Score -760551.1 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -761255.062500 Penalty: 890.202820 Iteration 4F: 3 clusters Score -761255.1 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -761974.687500 Penalty: 890.202820 Iteration 5F: 3 clusters Score -761974.7 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14704 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -762702.062500 Penalty: 890.202820 Iteration 6F: 3 clusters Score -762702.1 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -763342.687500 Penalty: 890.202820 Iteration 7Q: 3 clusters Score -763342.7 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16277 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -763915.125000 Penalty: 890.202820 Iteration 8Q: 3 clusters Score -763915.1 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -764397.437500 Penalty: 890.202820 Iteration 9Q: 3 clusters Score -764397.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -764678.125000 Penalty: 890.202820 Iteration 10Q: 3 clusters Score -764678.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17418 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -764826.312500 Penalty: 890.202820 Iteration 11Q: 3 clusters Score -764826.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -764911.312500 Penalty: 890.202820 Iteration 12Q: 3 clusters Score -764911.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17575 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -764960.562500 Penalty: 890.202820 Iteration 13Q: 3 clusters Score -764960.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -764982.062500 Penalty: 890.202820 Iteration 14Q: 3 clusters Score -764982.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -764994.750000 Penalty: 890.202820 Iteration 15Q: 3 clusters Score -764994.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -765007.937500 Penalty: 890.202820 Iteration 16Q: 3 clusters Score -765007.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17633 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -765018.375000 Penalty: 890.202820 Iteration 17Q: 3 clusters Score -765018.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -765019.625000 Penalty: 890.202820 Iteration 18Q: 3 clusters Score -765019.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -765019.625000 Penalty: 890.202820 Iteration 19F: 3 clusters Score -765019.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -31223.101562 Penalty: 303.864563 Iteration 0F: 2 clusters Score -31223.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -30548.285156 Penalty: 607.729126 Iteration 0F: 3 clusters Score -30548.29 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -30754.308594 Penalty: 607.729126 Iteration 1F: 3 clusters Score -30754.31 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -30787.236328 Penalty: 607.729126 Iteration 2F: 3 clusters Score -30787.24 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -30817.308594 Penalty: 607.729126 Iteration 3F: 3 clusters Score -30817.31 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -30854.626953 Penalty: 607.729126 Iteration 4F: 3 clusters Score -30854.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -30907.982422 Penalty: 607.729126 Iteration 5F: 3 clusters Score -30907.98 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -30980.634766 Penalty: 607.729126 Iteration 6F: 3 clusters Score -30980.63 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -31039.810547 Penalty: 607.729126 Iteration 7F: 3 clusters Score -31039.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -31089.476562 Penalty: 607.729126 Iteration 8Q: 3 clusters Score -31089.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -31126.382812 Penalty: 607.729126 Iteration 9Q: 3 clusters Score -31126.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -31149.289062 Penalty: 607.729126 Iteration 10Q: 3 clusters Score -31149.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -31160.441406 Penalty: 607.729126 Iteration 11Q: 3 clusters Score -31160.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -31165.009766 Penalty: 607.729126 Iteration 12Q: 3 clusters Score -31165.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -31168.386719 Penalty: 607.729126 Iteration 13Q: 3 clusters Score -31168.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -31171.597656 Penalty: 607.729126 Iteration 14Q: 3 clusters Score -31171.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -31174.345703 Penalty: 607.729126 Iteration 15Q: 3 clusters Score -31174.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -31174.574219 Penalty: 607.729126 Iteration 16Q: 3 clusters Score -31174.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -31174.994141 Penalty: 607.729126 Iteration 17Q: 3 clusters Score -31174.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -31174.994141 Penalty: 607.729126 Iteration 18F: 3 clusters Score -31174.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -77812.976562 Penalty: 342.807404 Iteration 0F: 2 clusters Score -77812.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -76468.695312 Penalty: 685.614807 Iteration 0F: 3 clusters Score -76468.7 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -76901.585938 Penalty: 685.614807 Iteration 1F: 3 clusters Score -76901.59 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -77031.132812 Penalty: 685.614807 Iteration 2F: 3 clusters Score -77031.13 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -77149.187500 Penalty: 685.614807 Iteration 3F: 3 clusters Score -77149.19 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -77242.296875 Penalty: 685.614807 Iteration 4F: 3 clusters Score -77242.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -77293.851562 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -77293.85 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -77334.062500 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -77334.06 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -77358.132812 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -77358.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -77369.937500 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -77369.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -77377.062500 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -77377.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -77381.703125 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -77381.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -77387.007812 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -77387.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -77391.031250 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -77391.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -77395.398438 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -77395.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -77402.781250 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -77402.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -77410.835938 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -77410.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -77415.148438 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -77415.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -77418.804688 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -77418.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -77421.523438 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -77421.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -77426.531250 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -77426.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -77431.445312 Penalty: 685.614807 Iteration 20F: 3 clusters Score -77431.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -77432.796875 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -77432.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -77433.625000 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -77433.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -77433.851562 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -77433.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -77433.945312 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -77433.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -77434.468750 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -77434.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -77434.468750 Penalty: 685.614807 Iteration 26F: 3 clusters Score -77434.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -49451.839844 Penalty: 323.536682 Iteration 0F: 2 clusters Score -49451.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -48535.890625 Penalty: 647.073364 Iteration 0F: 3 clusters Score -48535.89 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -48920.136719 Penalty: 647.073364 Iteration 1F: 3 clusters Score -48920.14 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -48992.312500 Penalty: 647.073364 Iteration 2F: 3 clusters Score -48992.31 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -49034.769531 Penalty: 647.073364 Iteration 3F: 3 clusters Score -49034.77 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -49063.472656 Penalty: 647.073364 Iteration 4Q: 3 clusters Score -49063.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -49083.531250 Penalty: 647.073364 Iteration 5Q: 3 clusters Score -49083.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -49111.980469 Penalty: 647.073364 Iteration 6Q: 3 clusters Score -49111.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -49165.382812 Penalty: 647.073364 Iteration 7Q: 3 clusters Score -49165.38 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -49208.312500 Penalty: 647.073364 Iteration 8Q: 3 clusters Score -49208.31 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -49229.445312 Penalty: 647.073364 Iteration 9Q: 3 clusters Score -49229.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -49240.492188 Penalty: 647.073364 Iteration 10Q: 3 clusters Score -49240.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -49251.562500 Penalty: 647.073364 Iteration 11Q: 3 clusters Score -49251.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -49262.765625 Penalty: 647.073364 Iteration 12Q: 3 clusters Score -49262.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49274.089844 Penalty: 647.073364 Iteration 13Q: 3 clusters Score -49274.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -49282.238281 Penalty: 647.073364 Iteration 14Q: 3 clusters Score -49282.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -49291.562500 Penalty: 647.073364 Iteration 15Q: 3 clusters Score -49291.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -49301.464844 Penalty: 647.073364 Iteration 16Q: 3 clusters Score -49301.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -49308.773438 Penalty: 647.073364 Iteration 17Q: 3 clusters Score -49308.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -49316.007812 Penalty: 647.073364 Iteration 18Q: 3 clusters Score -49316.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -49320.277344 Penalty: 647.073364 Iteration 19Q: 3 clusters Score -49320.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -49327.167969 Penalty: 647.073364 Iteration 20F: 3 clusters Score -49327.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -49330.980469 Penalty: 647.073364 Iteration 21Q: 3 clusters Score -49330.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -49332.789062 Penalty: 647.073364 Iteration 22Q: 3 clusters Score -49332.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -49333.421875 Penalty: 647.073364 Iteration 23Q: 3 clusters Score -49333.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -49333.421875 Penalty: 647.073364 Iteration 24F: 3 clusters Score -49333.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -19057.896484 Penalty: 298.526917 Iteration 0F: 2 clusters Score -19057.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18482.500000 Penalty: 597.053833 Iteration 0F: 3 clusters Score -18482.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -18701.027344 Penalty: 597.053833 Iteration 1F: 3 clusters Score -18701.03 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -18788.091797 Penalty: 597.053833 Iteration 2F: 3 clusters Score -18788.09 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -18830.939453 Penalty: 597.053833 Iteration 3F: 3 clusters Score -18830.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -18859.484375 Penalty: 597.053833 Iteration 4Q: 3 clusters Score -18859.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -18870.603516 Penalty: 597.053833 Iteration 5Q: 3 clusters Score -18870.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -18877.414062 Penalty: 597.053833 Iteration 6Q: 3 clusters Score -18877.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -18886.660156 Penalty: 597.053833 Iteration 7Q: 3 clusters Score -18886.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -18892.812500 Penalty: 597.053833 Iteration 8Q: 3 clusters Score -18892.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -18898.257812 Penalty: 597.053833 Iteration 9Q: 3 clusters Score -18898.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -18899.294922 Penalty: 597.053833 Iteration 10Q: 3 clusters Score -18899.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18899.992188 Penalty: 597.053833 Iteration 11Q: 3 clusters Score -18899.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18901.978516 Penalty: 597.053833 Iteration 12Q: 3 clusters Score -18901.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18901.978516 Penalty: 597.053833 Iteration 13F: 3 clusters Score -18901.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Entering Unmasked Estep Score: -107595.757812 Penalty: 356.284363 Iteration 0F: 2 clusters Score -107595.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -105844.289062 Penalty: 712.568726 Iteration 0F: 3 clusters Score -105844.3 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -106435.125000 Penalty: 712.568726 Iteration 1F: 3 clusters Score -106435.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -106530.460938 Penalty: 712.568726 Iteration 2F: 3 clusters Score -106530.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -106600.703125 Penalty: 712.568726 Iteration 3F: 3 clusters Score -106600.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -106662.898438 Penalty: 712.568726 Iteration 4F: 3 clusters Score -106662.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -106719.531250 Penalty: 712.568726 Iteration 5Q: 3 clusters Score -106719.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -106760.695312 Penalty: 712.568726 Iteration 6Q: 3 clusters Score -106760.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -106788.648438 Penalty: 712.568726 Iteration 7Q: 3 clusters Score -106788.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -106814.304688 Penalty: 712.568726 Iteration 8Q: 3 clusters Score -106814.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -106845.109375 Penalty: 712.568726 Iteration 9Q: 3 clusters Score -106845.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -106882.976562 Penalty: 712.568726 Iteration 10Q: 3 clusters Score -106883 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -106931.070312 Penalty: 712.568726 Iteration 11Q: 3 clusters Score -106931.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -106979.656250 Penalty: 712.568726 Iteration 12Q: 3 clusters Score -106979.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -107023.109375 Penalty: 712.568726 Iteration 13Q: 3 clusters Score -107023.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -107055.171875 Penalty: 712.568726 Iteration 14Q: 3 clusters Score -107055.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -107096.390625 Penalty: 712.568726 Iteration 15Q: 3 clusters Score -107096.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -107135.593750 Penalty: 712.568726 Iteration 16Q: 3 clusters Score -107135.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -107166.976562 Penalty: 712.568726 Iteration 17Q: 3 clusters Score -107167 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -107199.460938 Penalty: 712.568726 Iteration 18Q: 3 clusters Score -107199.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -107224.679688 Penalty: 712.568726 Iteration 19Q: 3 clusters Score -107224.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -107245.273438 Penalty: 712.568726 Iteration 20F: 3 clusters Score -107245.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -107261.882812 Penalty: 712.568726 Iteration 21Q: 3 clusters Score -107261.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -107275.132812 Penalty: 712.568726 Iteration 22Q: 3 clusters Score -107275.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -107279.179688 Penalty: 712.568726 Iteration 23Q: 3 clusters Score -107279.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -107280.765625 Penalty: 712.568726 Iteration 24Q: 3 clusters Score -107280.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -107282.906250 Penalty: 712.568726 Iteration 25Q: 3 clusters Score -107282.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -107285.820312 Penalty: 712.568726 Iteration 26Q: 3 clusters Score -107285.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -107289.812500 Penalty: 712.568726 Iteration 27Q: 3 clusters Score -107289.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -107296.671875 Penalty: 712.568726 Iteration 28Q: 3 clusters Score -107296.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -107300.710938 Penalty: 712.568726 Iteration 29Q: 3 clusters Score -107300.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -107301.859375 Penalty: 712.568726 Iteration 30Q: 3 clusters Score -107301.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -107301.859375 Penalty: 712.568726 Iteration 31F: 3 clusters Score -107301.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31923 members Entering Unmasked Estep Score: -1468797.500000 Penalty: 471.884247 Iteration 0F: 2 clusters Score -1468798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 16028 members Entering Unmasked Estep Score: -1447451.375000 Penalty: 943.768494 Iteration 0F: 3 clusters Score -1447451 nChanged 15216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14149 members Mstep: Class 2 contains 17774 members Entering Unmasked Estep Score: -1457167.625000 Penalty: 943.768494 Iteration 1F: 3 clusters Score -1457168 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 18820 members Entering Unmasked Estep Score: -1458264.125000 Penalty: 943.768494 Iteration 2F: 3 clusters Score -1458264 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -1459517.125000 Penalty: 943.768494 Iteration 3F: 3 clusters Score -1459517 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 21381 members Entering Unmasked Estep Score: -1460907.625000 Penalty: 943.768494 Iteration 4F: 3 clusters Score -1460908 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 22737 members Entering Unmasked Estep Score: -1462387.625000 Penalty: 943.768494 Iteration 5F: 3 clusters Score -1462388 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -1463798.625000 Penalty: 943.768494 Iteration 6F: 3 clusters Score -1463799 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 24822 members Entering Unmasked Estep Score: -1464999.000000 Penalty: 943.768494 Iteration 7Q: 3 clusters Score -1464999 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 25567 members Entering Unmasked Estep Score: -1465784.375000 Penalty: 943.768494 Iteration 8Q: 3 clusters Score -1465784 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 26150 members Entering Unmasked Estep Score: -1466250.500000 Penalty: 943.768494 Iteration 9Q: 3 clusters Score -1466250 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 26657 members Entering Unmasked Estep Score: -1466574.375000 Penalty: 943.768494 Iteration 10Q: 3 clusters Score -1466574 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 27090 members Entering Unmasked Estep Score: -1466849.250000 Penalty: 943.768494 Iteration 11Q: 3 clusters Score -1466849 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 27460 members Entering Unmasked Estep Score: -1467065.625000 Penalty: 943.768494 Iteration 12Q: 3 clusters Score -1467066 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 27806 members Entering Unmasked Estep Score: -1467263.625000 Penalty: 943.768494 Iteration 13Q: 3 clusters Score -1467264 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 28108 members Entering Unmasked Estep Score: -1467417.625000 Penalty: 943.768494 Iteration 14Q: 3 clusters Score -1467418 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 28369 members Entering Unmasked Estep Score: -1467532.625000 Penalty: 943.768494 Iteration 15Q: 3 clusters Score -1467533 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 28596 members Entering Unmasked Estep Score: -1467625.125000 Penalty: 943.768494 Iteration 16Q: 3 clusters Score -1467625 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 28811 members Entering Unmasked Estep Score: -1467698.500000 Penalty: 943.768494 Iteration 17Q: 3 clusters Score -1467698 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 29004 members Entering Unmasked Estep Score: -1467766.125000 Penalty: 943.768494 Iteration 18Q: 3 clusters Score -1467766 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 29158 members Entering Unmasked Estep Score: -1467816.125000 Penalty: 943.768494 Iteration 19Q: 3 clusters Score -1467816 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 29288 members Entering Unmasked Estep Score: -1467856.875000 Penalty: 943.768494 Iteration 20F: 3 clusters Score -1467857 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 29409 members Entering Unmasked Estep Score: -1467896.000000 Penalty: 943.768494 Iteration 21Q: 3 clusters Score -1467896 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 29531 members Entering Unmasked Estep Score: -1467933.625000 Penalty: 943.768494 Iteration 22Q: 3 clusters Score -1467934 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 29643 members Entering Unmasked Estep Score: -1467963.875000 Penalty: 943.768494 Iteration 23Q: 3 clusters Score -1467964 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 29749 members Entering Unmasked Estep Score: -1467996.250000 Penalty: 943.768494 Iteration 24Q: 3 clusters Score -1467996 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 29837 members Entering Unmasked Estep Score: -1468019.750000 Penalty: 943.768494 Iteration 25Q: 3 clusters Score -1468020 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 29914 members Entering Unmasked Estep Score: -1468038.250000 Penalty: 943.768494 Iteration 26Q: 3 clusters Score -1468038 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 29976 members Entering Unmasked Estep Score: -1468058.500000 Penalty: 943.768494 Iteration 27Q: 3 clusters Score -1468058 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 30036 members Entering Unmasked Estep Score: -1468076.875000 Penalty: 943.768494 Iteration 28Q: 3 clusters Score -1468077 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 30098 members Entering Unmasked Estep Score: -1468091.000000 Penalty: 943.768494 Iteration 29Q: 3 clusters Score -1468091 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 30154 members Entering Unmasked Estep Score: -1468104.625000 Penalty: 943.768494 Iteration 30Q: 3 clusters Score -1468105 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 30214 members Entering Unmasked Estep Score: -1468116.500000 Penalty: 943.768494 Iteration 31Q: 3 clusters Score -1468116 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 30266 members Entering Unmasked Estep Score: -1468132.875000 Penalty: 943.768494 Iteration 32Q: 3 clusters Score -1468133 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 30310 members Entering Unmasked Estep Score: -1468141.000000 Penalty: 943.768494 Iteration 33Q: 3 clusters Score -1468141 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 30352 members Entering Unmasked Estep Score: -1468150.750000 Penalty: 943.768494 Iteration 34Q: 3 clusters Score -1468151 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 30389 members Entering Unmasked Estep Score: -1468155.500000 Penalty: 943.768494 Iteration 35Q: 3 clusters Score -1468156 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 30425 members Entering Unmasked Estep Score: -1468160.250000 Penalty: 943.768494 Iteration 36Q: 3 clusters Score -1468160 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 30455 members Entering Unmasked Estep Score: -1468163.875000 Penalty: 943.768494 Iteration 37Q: 3 clusters Score -1468164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 30487 members Entering Unmasked Estep Score: -1468168.750000 Penalty: 943.768494 Iteration 38Q: 3 clusters Score -1468169 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 30521 members Entering Unmasked Estep Score: -1468174.250000 Penalty: 943.768494 Iteration 39Q: 3 clusters Score -1468174 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 30552 members Entering Unmasked Estep Score: -1468184.125000 Penalty: 943.768494 Iteration 40F: 3 clusters Score -1468184 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 30582 members Entering Unmasked Estep Score: -1468192.250000 Penalty: 943.768494 Iteration 41Q: 3 clusters Score -1468192 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 30611 members Entering Unmasked Estep Score: -1468195.750000 Penalty: 943.768494 Iteration 42Q: 3 clusters Score -1468196 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 30631 members Entering Unmasked Estep Score: -1468201.500000 Penalty: 943.768494 Iteration 43Q: 3 clusters Score -1468202 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 30648 members Entering Unmasked Estep Score: -1468200.625000 Penalty: 943.768494 Iteration 44Q: 3 clusters Score -1468201 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 30669 members Entering Unmasked Estep Score: -1468201.250000 Penalty: 943.768494 Iteration 45Q: 3 clusters Score -1468201 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 30687 members Entering Unmasked Estep Score: -1468206.625000 Penalty: 943.768494 Iteration 46Q: 3 clusters Score -1468207 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 30703 members Entering Unmasked Estep Score: -1468209.750000 Penalty: 943.768494 Iteration 47Q: 3 clusters Score -1468210 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 30715 members Entering Unmasked Estep Score: -1468207.500000 Penalty: 943.768494 Iteration 48Q: 3 clusters Score -1468208 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -1468209.250000 Penalty: 943.768494 Iteration 49Q: 3 clusters Score -1468209 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 30732 members Entering Unmasked Estep Score: -1468209.250000 Penalty: 943.768494 Iteration 50Q: 3 clusters Score -1468209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 30735 members Entering Unmasked Estep Score: -1468210.875000 Penalty: 943.768494 Iteration 51Q: 3 clusters Score -1468211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 30740 members Entering Unmasked Estep Score: -1468212.750000 Penalty: 943.768494 Iteration 52Q: 3 clusters Score -1468213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 30747 members Entering Unmasked Estep Score: -1468214.250000 Penalty: 943.768494 Iteration 53Q: 3 clusters Score -1468214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 30756 members Entering Unmasked Estep Score: -1468217.750000 Penalty: 943.768494 Iteration 54Q: 3 clusters Score -1468218 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 30771 members Entering Unmasked Estep Score: -1468216.625000 Penalty: 943.768494 Iteration 55Q: 3 clusters Score -1468217 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 30784 members Entering Unmasked Estep Score: -1468218.000000 Penalty: 943.768494 Iteration 56Q: 3 clusters Score -1468218 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 30796 members Entering Unmasked Estep Score: -1468223.500000 Penalty: 943.768494 Iteration 57Q: 3 clusters Score -1468224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 30813 members Entering Unmasked Estep Score: -1468229.125000 Penalty: 943.768494 Iteration 58Q: 3 clusters Score -1468229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 30827 members Entering Unmasked Estep Score: -1468229.750000 Penalty: 943.768494 Iteration 59Q: 3 clusters Score -1468230 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 30838 members Entering Unmasked Estep Score: -1468230.000000 Penalty: 943.768494 Iteration 60F: 3 clusters Score -1468230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 30850 members Entering Unmasked Estep Score: -1468231.000000 Penalty: 943.768494 Iteration 61Q: 3 clusters Score -1468231 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 30860 members Entering Unmasked Estep Score: -1468233.125000 Penalty: 943.768494 Iteration 62Q: 3 clusters Score -1468233 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 30876 members Entering Unmasked Estep Score: -1468233.625000 Penalty: 943.768494 Iteration 63Q: 3 clusters Score -1468234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 30892 members Entering Unmasked Estep Score: -1468236.500000 Penalty: 943.768494 Iteration 64Q: 3 clusters Score -1468236 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 30906 members Entering Unmasked Estep Score: -1468241.750000 Penalty: 943.768494 Iteration 65Q: 3 clusters Score -1468242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 30919 members Entering Unmasked Estep Score: -1468245.375000 Penalty: 943.768494 Iteration 66Q: 3 clusters Score -1468245 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 30931 members Entering Unmasked Estep Score: -1468248.625000 Penalty: 943.768494 Iteration 67Q: 3 clusters Score -1468249 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 30945 members Entering Unmasked Estep Score: -1468250.250000 Penalty: 943.768494 Iteration 68Q: 3 clusters Score -1468250 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 30960 members Entering Unmasked Estep Score: -1468251.500000 Penalty: 943.768494 Iteration 69Q: 3 clusters Score -1468252 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 30968 members Entering Unmasked Estep Score: -1468253.250000 Penalty: 943.768494 Iteration 70Q: 3 clusters Score -1468253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 30976 members Entering Unmasked Estep Score: -1468256.125000 Penalty: 943.768494 Iteration 71Q: 3 clusters Score -1468256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 30979 members Entering Unmasked Estep Score: -1468255.625000 Penalty: 943.768494 Iteration 72Q: 3 clusters Score -1468256 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 30987 members Entering Unmasked Estep Score: -1468257.250000 Penalty: 943.768494 Iteration 73Q: 3 clusters Score -1468257 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 30995 members Entering Unmasked Estep Score: -1468263.500000 Penalty: 943.768494 Iteration 74Q: 3 clusters Score -1468264 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 31004 members Entering Unmasked Estep Score: -1468265.500000 Penalty: 943.768494 Iteration 75Q: 3 clusters Score -1468266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 31012 members Entering Unmasked Estep Score: -1468263.375000 Penalty: 943.768494 Iteration 76Q: 3 clusters Score -1468263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 31021 members Entering Unmasked Estep Score: -1468265.250000 Penalty: 943.768494 Iteration 77Q: 3 clusters Score -1468265 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 31028 members Entering Unmasked Estep Score: -1468267.250000 Penalty: 943.768494 Iteration 78Q: 3 clusters Score -1468267 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 31037 members Entering Unmasked Estep Score: -1468268.500000 Penalty: 943.768494 Iteration 79Q: 3 clusters Score -1468268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 31049 members Entering Unmasked Estep Score: -1468269.500000 Penalty: 943.768494 Iteration 80F: 3 clusters Score -1468270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 31063 members Entering Unmasked Estep Score: -1468274.625000 Penalty: 943.768494 Iteration 81Q: 3 clusters Score -1468275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 31078 members Entering Unmasked Estep Score: -1468281.375000 Penalty: 943.768494 Iteration 82Q: 3 clusters Score -1468281 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 31093 members Entering Unmasked Estep Score: -1468282.375000 Penalty: 943.768494 Iteration 83Q: 3 clusters Score -1468282 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 31102 members Entering Unmasked Estep Score: -1468285.125000 Penalty: 943.768494 Iteration 84Q: 3 clusters Score -1468285 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 31117 members Entering Unmasked Estep Score: -1468289.000000 Penalty: 943.768494 Iteration 85Q: 3 clusters Score -1468289 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 31127 members Entering Unmasked Estep Score: -1468288.750000 Penalty: 943.768494 Iteration 86Q: 3 clusters Score -1468289 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 31134 members Entering Unmasked Estep Score: -1468290.000000 Penalty: 943.768494 Iteration 87Q: 3 clusters Score -1468290 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 31138 members Entering Unmasked Estep Score: -1468290.875000 Penalty: 943.768494 Iteration 88Q: 3 clusters Score -1468291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 31144 members Entering Unmasked Estep Score: -1468289.750000 Penalty: 943.768494 Iteration 89Q: 3 clusters Score -1468290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 31147 members Entering Unmasked Estep Score: -1468291.500000 Penalty: 943.768494 Iteration 90Q: 3 clusters Score -1468292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 31150 members Entering Unmasked Estep Score: -1468294.875000 Penalty: 943.768494 Iteration 91Q: 3 clusters Score -1468295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 31152 members Entering Unmasked Estep Score: -1468294.500000 Penalty: 943.768494 Iteration 92Q: 3 clusters Score -1468294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -1468294.375000 Penalty: 943.768494 Iteration 93Q: 3 clusters Score -1468294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 31155 members Entering Unmasked Estep Score: -1468295.000000 Penalty: 943.768494 Iteration 94Q: 3 clusters Score -1468295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 31157 members Entering Unmasked Estep Score: -1468294.625000 Penalty: 943.768494 Iteration 95Q: 3 clusters Score -1468295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 31158 members Entering Unmasked Estep Score: -1468293.750000 Penalty: 943.768494 Iteration 96Q: 3 clusters Score -1468294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 31159 members Entering Unmasked Estep Score: -1468294.625000 Penalty: 943.768494 Iteration 97Q: 3 clusters Score -1468295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 31159 members Entering Unmasked Estep Score: -1468294.625000 Penalty: 943.768494 Iteration 98F: 3 clusters Score -1468295 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Entering Unmasked Estep Score: -226258.656250 Penalty: 390.627777 Iteration 0F: 2 clusters Score -226258.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -222649.296875 Penalty: 781.255554 Iteration 0F: 3 clusters Score -222649.3 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -224241.000000 Penalty: 781.255554 Iteration 1F: 3 clusters Score -224241 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -224568.500000 Penalty: 781.255554 Iteration 2F: 3 clusters Score -224568.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -224793.296875 Penalty: 781.255554 Iteration 3F: 3 clusters Score -224793.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -224915.109375 Penalty: 781.255554 Iteration 4Q: 3 clusters Score -224915.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -224993.734375 Penalty: 781.255554 Iteration 5Q: 3 clusters Score -224993.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -225044.140625 Penalty: 781.255554 Iteration 6Q: 3 clusters Score -225044.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -225095.031250 Penalty: 781.255554 Iteration 7Q: 3 clusters Score -225095 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -225145.437500 Penalty: 781.255554 Iteration 8Q: 3 clusters Score -225145.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -225191.125000 Penalty: 781.255554 Iteration 9Q: 3 clusters Score -225191.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -225245.250000 Penalty: 781.255554 Iteration 10Q: 3 clusters Score -225245.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -225311.906250 Penalty: 781.255554 Iteration 11Q: 3 clusters Score -225311.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -225385.734375 Penalty: 781.255554 Iteration 12Q: 3 clusters Score -225385.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -225466.375000 Penalty: 781.255554 Iteration 13Q: 3 clusters Score -225466.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -225524.281250 Penalty: 781.255554 Iteration 14Q: 3 clusters Score -225524.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -225577.234375 Penalty: 781.255554 Iteration 15Q: 3 clusters Score -225577.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -225623.078125 Penalty: 781.255554 Iteration 16Q: 3 clusters Score -225623.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -225670.656250 Penalty: 781.255554 Iteration 17Q: 3 clusters Score -225670.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -225728.031250 Penalty: 781.255554 Iteration 18Q: 3 clusters Score -225728 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -225776.750000 Penalty: 781.255554 Iteration 19Q: 3 clusters Score -225776.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -225816.359375 Penalty: 781.255554 Iteration 20F: 3 clusters Score -225816.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -225843.875000 Penalty: 781.255554 Iteration 21Q: 3 clusters Score -225843.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -225864.375000 Penalty: 781.255554 Iteration 22Q: 3 clusters Score -225864.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -225885.328125 Penalty: 781.255554 Iteration 23Q: 3 clusters Score -225885.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -225904.203125 Penalty: 781.255554 Iteration 24Q: 3 clusters Score -225904.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -225914.359375 Penalty: 781.255554 Iteration 25Q: 3 clusters Score -225914.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -225921.171875 Penalty: 781.255554 Iteration 26Q: 3 clusters Score -225921.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -225930.375000 Penalty: 781.255554 Iteration 27Q: 3 clusters Score -225930.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -225944.515625 Penalty: 781.255554 Iteration 28Q: 3 clusters Score -225944.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -225959.000000 Penalty: 781.255554 Iteration 29Q: 3 clusters Score -225959 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -225967.296875 Penalty: 781.255554 Iteration 30Q: 3 clusters Score -225967.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -225974.234375 Penalty: 781.255554 Iteration 31Q: 3 clusters Score -225974.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -225980.484375 Penalty: 781.255554 Iteration 32Q: 3 clusters Score -225980.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -225989.953125 Penalty: 781.255554 Iteration 33Q: 3 clusters Score -225990 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -225995.296875 Penalty: 781.255554 Iteration 34Q: 3 clusters Score -225995.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -225998.921875 Penalty: 781.255554 Iteration 35Q: 3 clusters Score -225998.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -226003.531250 Penalty: 781.255554 Iteration 36Q: 3 clusters Score -226003.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -226006.125000 Penalty: 781.255554 Iteration 37Q: 3 clusters Score -226006.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -226010.718750 Penalty: 781.255554 Iteration 38Q: 3 clusters Score -226010.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -226014.765625 Penalty: 781.255554 Iteration 39Q: 3 clusters Score -226014.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -226017.578125 Penalty: 781.255554 Iteration 40F: 3 clusters Score -226017.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -226021.187500 Penalty: 781.255554 Iteration 41Q: 3 clusters Score -226021.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -226024.984375 Penalty: 781.255554 Iteration 42Q: 3 clusters Score -226025 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -226027.687500 Penalty: 781.255554 Iteration 43Q: 3 clusters Score -226027.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -226029.109375 Penalty: 781.255554 Iteration 44Q: 3 clusters Score -226029.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -226030.984375 Penalty: 781.255554 Iteration 45Q: 3 clusters Score -226031 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -226032.437500 Penalty: 781.255554 Iteration 46Q: 3 clusters Score -226032.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -226034.218750 Penalty: 781.255554 Iteration 47Q: 3 clusters Score -226034.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -226035.671875 Penalty: 781.255554 Iteration 48Q: 3 clusters Score -226035.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -226036.031250 Penalty: 781.255554 Iteration 49Q: 3 clusters Score -226036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -226036.875000 Penalty: 781.255554 Iteration 50Q: 3 clusters Score -226036.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -226037.187500 Penalty: 781.255554 Iteration 51Q: 3 clusters Score -226037.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -226037.468750 Penalty: 781.255554 Iteration 52Q: 3 clusters Score -226037.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -226037.937500 Penalty: 781.255554 Iteration 53Q: 3 clusters Score -226037.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -226037.937500 Penalty: 781.255554 Iteration 54F: 3 clusters Score -226037.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Entering Unmasked Estep Score: -594439.875000 Penalty: 430.210083 Iteration 0F: 2 clusters Score -594439.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -585890.437500 Penalty: 860.420166 Iteration 0F: 3 clusters Score -585890.4 nChanged 6067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -589408.250000 Penalty: 860.420166 Iteration 1F: 3 clusters Score -589408.2 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -589640.625000 Penalty: 860.420166 Iteration 2Q: 3 clusters Score -589640.6 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -589939.937500 Penalty: 860.420166 Iteration 3Q: 3 clusters Score -589939.9 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -590328.875000 Penalty: 860.420166 Iteration 4F: 3 clusters Score -590328.9 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -590857.687500 Penalty: 860.420166 Iteration 5F: 3 clusters Score -590857.7 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -591407.937500 Penalty: 860.420166 Iteration 6F: 3 clusters Score -591407.9 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -591831.937500 Penalty: 860.420166 Iteration 7F: 3 clusters Score -591831.9 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -592036.375000 Penalty: 860.420166 Iteration 8Q: 3 clusters Score -592036.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -592106.500000 Penalty: 860.420166 Iteration 9Q: 3 clusters Score -592106.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -592130.375000 Penalty: 860.420166 Iteration 10Q: 3 clusters Score -592130.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -592151.875000 Penalty: 860.420166 Iteration 11Q: 3 clusters Score -592151.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -592171.437500 Penalty: 860.420166 Iteration 12Q: 3 clusters Score -592171.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -592192.500000 Penalty: 860.420166 Iteration 13Q: 3 clusters Score -592192.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -592214.750000 Penalty: 860.420166 Iteration 14Q: 3 clusters Score -592214.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -592239.062500 Penalty: 860.420166 Iteration 15Q: 3 clusters Score -592239.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -592261.625000 Penalty: 860.420166 Iteration 16Q: 3 clusters Score -592261.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -592287.250000 Penalty: 860.420166 Iteration 17Q: 3 clusters Score -592287.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -592310.250000 Penalty: 860.420166 Iteration 18Q: 3 clusters Score -592310.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -592330.125000 Penalty: 860.420166 Iteration 19Q: 3 clusters Score -592330.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -592346.062500 Penalty: 860.420166 Iteration 20F: 3 clusters Score -592346.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -592363.750000 Penalty: 860.420166 Iteration 21Q: 3 clusters Score -592363.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -592385.312500 Penalty: 860.420166 Iteration 22Q: 3 clusters Score -592385.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -592404.625000 Penalty: 860.420166 Iteration 23Q: 3 clusters Score -592404.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -592430.812500 Penalty: 860.420166 Iteration 24Q: 3 clusters Score -592430.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -592450.625000 Penalty: 860.420166 Iteration 25Q: 3 clusters Score -592450.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -592467.500000 Penalty: 860.420166 Iteration 26Q: 3 clusters Score -592467.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -592487.250000 Penalty: 860.420166 Iteration 27Q: 3 clusters Score -592487.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -592507.937500 Penalty: 860.420166 Iteration 28Q: 3 clusters Score -592507.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -592531.562500 Penalty: 860.420166 Iteration 29Q: 3 clusters Score -592531.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -592546.750000 Penalty: 860.420166 Iteration 30Q: 3 clusters Score -592546.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -592563.062500 Penalty: 860.420166 Iteration 31Q: 3 clusters Score -592563.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -592581.312500 Penalty: 860.420166 Iteration 32Q: 3 clusters Score -592581.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -592594.625000 Penalty: 860.420166 Iteration 33Q: 3 clusters Score -592594.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -592604.625000 Penalty: 860.420166 Iteration 34Q: 3 clusters Score -592604.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -592611.812500 Penalty: 860.420166 Iteration 35Q: 3 clusters Score -592611.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -592623.312500 Penalty: 860.420166 Iteration 36Q: 3 clusters Score -592623.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 7501 members Entering Unmasked Estep Score: -592637.062500 Penalty: 860.420166 Iteration 37Q: 3 clusters Score -592637.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -592652.312500 Penalty: 860.420166 Iteration 38Q: 3 clusters Score -592652.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -592669.812500 Penalty: 860.420166 Iteration 39Q: 3 clusters Score -592669.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -592682.750000 Penalty: 860.420166 Iteration 40F: 3 clusters Score -592682.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -592698.937500 Penalty: 860.420166 Iteration 41Q: 3 clusters Score -592698.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -592713.187500 Penalty: 860.420166 Iteration 42Q: 3 clusters Score -592713.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -592726.687500 Penalty: 860.420166 Iteration 43Q: 3 clusters Score -592726.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -592737.625000 Penalty: 860.420166 Iteration 44Q: 3 clusters Score -592737.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -592751.125000 Penalty: 860.420166 Iteration 45Q: 3 clusters Score -592751.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -592775.562500 Penalty: 860.420166 Iteration 46Q: 3 clusters Score -592775.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -592806.500000 Penalty: 860.420166 Iteration 47Q: 3 clusters Score -592806.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -592840.000000 Penalty: 860.420166 Iteration 48Q: 3 clusters Score -592840 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -592877.312500 Penalty: 860.420166 Iteration 49Q: 3 clusters Score -592877.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 8830 members Entering Unmasked Estep Score: -592921.500000 Penalty: 860.420166 Iteration 50Q: 3 clusters Score -592921.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -592961.875000 Penalty: 860.420166 Iteration 51Q: 3 clusters Score -592961.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -593003.812500 Penalty: 860.420166 Iteration 52Q: 3 clusters Score -593003.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -593054.250000 Penalty: 860.420166 Iteration 53Q: 3 clusters Score -593054.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -593110.875000 Penalty: 860.420166 Iteration 54Q: 3 clusters Score -593110.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -593169.000000 Penalty: 860.420166 Iteration 55Q: 3 clusters Score -593169 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -593226.750000 Penalty: 860.420166 Iteration 56Q: 3 clusters Score -593226.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -593287.187500 Penalty: 860.420166 Iteration 57Q: 3 clusters Score -593287.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -593329.000000 Penalty: 860.420166 Iteration 58Q: 3 clusters Score -593329 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -593374.000000 Penalty: 860.420166 Iteration 59Q: 3 clusters Score -593374 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -593411.125000 Penalty: 860.420166 Iteration 60F: 3 clusters Score -593411.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -593450.687500 Penalty: 860.420166 Iteration 61Q: 3 clusters Score -593450.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -593484.687500 Penalty: 860.420166 Iteration 62Q: 3 clusters Score -593484.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -593520.187500 Penalty: 860.420166 Iteration 63Q: 3 clusters Score -593520.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -593559.875000 Penalty: 860.420166 Iteration 64Q: 3 clusters Score -593559.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -593598.125000 Penalty: 860.420166 Iteration 65Q: 3 clusters Score -593598.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -593627.187500 Penalty: 860.420166 Iteration 66Q: 3 clusters Score -593627.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -593652.437500 Penalty: 860.420166 Iteration 67Q: 3 clusters Score -593652.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -593678.750000 Penalty: 860.420166 Iteration 68Q: 3 clusters Score -593678.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -593702.062500 Penalty: 860.420166 Iteration 69Q: 3 clusters Score -593702.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -593718.125000 Penalty: 860.420166 Iteration 70Q: 3 clusters Score -593718.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -593731.812500 Penalty: 860.420166 Iteration 71Q: 3 clusters Score -593731.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -593748.187500 Penalty: 860.420166 Iteration 72Q: 3 clusters Score -593748.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -593763.937500 Penalty: 860.420166 Iteration 73Q: 3 clusters Score -593763.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -593780.375000 Penalty: 860.420166 Iteration 74Q: 3 clusters Score -593780.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -593796.937500 Penalty: 860.420166 Iteration 75Q: 3 clusters Score -593796.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 11800 members Entering Unmasked Estep Score: -593819.875000 Penalty: 860.420166 Iteration 76Q: 3 clusters Score -593819.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -593839.250000 Penalty: 860.420166 Iteration 77Q: 3 clusters Score -593839.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -593851.937500 Penalty: 860.420166 Iteration 78Q: 3 clusters Score -593851.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -593879.312500 Penalty: 860.420166 Iteration 79Q: 3 clusters Score -593879.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -593902.375000 Penalty: 860.420166 Iteration 80F: 3 clusters Score -593902.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -593916.062500 Penalty: 860.420166 Iteration 81Q: 3 clusters Score -593916.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 12099 members Entering Unmasked Estep Score: -593923.312500 Penalty: 860.420166 Iteration 82Q: 3 clusters Score -593923.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -593933.000000 Penalty: 860.420166 Iteration 83Q: 3 clusters Score -593933 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -593943.062500 Penalty: 860.420166 Iteration 84Q: 3 clusters Score -593943.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -593951.562500 Penalty: 860.420166 Iteration 85Q: 3 clusters Score -593951.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -593967.562500 Penalty: 860.420166 Iteration 86Q: 3 clusters Score -593967.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -593980.937500 Penalty: 860.420166 Iteration 87Q: 3 clusters Score -593980.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -593992.437500 Penalty: 860.420166 Iteration 88Q: 3 clusters Score -593992.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -594002.187500 Penalty: 860.420166 Iteration 89Q: 3 clusters Score -594002.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -594011.625000 Penalty: 860.420166 Iteration 90Q: 3 clusters Score -594011.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -594019.062500 Penalty: 860.420166 Iteration 91Q: 3 clusters Score -594019.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -594033.812500 Penalty: 860.420166 Iteration 92Q: 3 clusters Score -594033.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -594044.375000 Penalty: 860.420166 Iteration 93Q: 3 clusters Score -594044.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -594052.687500 Penalty: 860.420166 Iteration 94Q: 3 clusters Score -594052.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -594060.000000 Penalty: 860.420166 Iteration 95Q: 3 clusters Score -594060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -594064.250000 Penalty: 860.420166 Iteration 96Q: 3 clusters Score -594064.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -594076.562500 Penalty: 860.420166 Iteration 97Q: 3 clusters Score -594076.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -594083.625000 Penalty: 860.420166 Iteration 98Q: 3 clusters Score -594083.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -594087.812500 Penalty: 860.420166 Iteration 99Q: 3 clusters Score -594087.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -594091.250000 Penalty: 860.420166 Iteration 100F: 3 clusters Score -594091.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -594092.375000 Penalty: 860.420166 Iteration 101Q: 3 clusters Score -594092.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 12510 members Entering Unmasked Estep Score: -594093.187500 Penalty: 860.420166 Iteration 102Q: 3 clusters Score -594093.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -594092.750000 Penalty: 860.420166 Iteration 103Q: 3 clusters Score -594092.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -594092.750000 Penalty: 860.420166 Iteration 104F: 3 clusters Score -594092.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Entering Unmasked Estep Score: -215670.000000 Penalty: 387.285950 Iteration 0F: 2 clusters Score -215670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -212377.640625 Penalty: 774.571899 Iteration 0F: 3 clusters Score -212377.6 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -214012.437500 Penalty: 774.571899 Iteration 1F: 3 clusters Score -214012.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -214401.812500 Penalty: 774.571899 Iteration 2F: 3 clusters Score -214401.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -214801.468750 Penalty: 774.571899 Iteration 3F: 3 clusters Score -214801.5 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -215125.984375 Penalty: 774.571899 Iteration 4F: 3 clusters Score -215126 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -215326.234375 Penalty: 774.571899 Iteration 5Q: 3 clusters Score -215326.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -215491.703125 Penalty: 774.571899 Iteration 6Q: 3 clusters Score -215491.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -215616.390625 Penalty: 774.571899 Iteration 7Q: 3 clusters Score -215616.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -215659.625000 Penalty: 774.571899 Iteration 8Q: 3 clusters Score -215659.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -215672.171875 Penalty: 774.571899 Iteration 9Q: 3 clusters Score -215672.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -215673.781250 Penalty: 774.571899 Iteration 10Q: 3 clusters Score -215673.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -215676.781250 Penalty: 774.571899 Iteration 11Q: 3 clusters Score -215676.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -215680.890625 Penalty: 774.571899 Iteration 12Q: 3 clusters Score -215680.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -215681.546875 Penalty: 774.571899 Iteration 13Q: 3 clusters Score -215681.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -215681.937500 Penalty: 774.571899 Iteration 14Q: 3 clusters Score -215681.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -215682.093750 Penalty: 774.571899 Iteration 15Q: 3 clusters Score -215682.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -215682.109375 Penalty: 774.571899 Iteration 16Q: 3 clusters Score -215682.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -215682.484375 Penalty: 774.571899 Iteration 17Q: 3 clusters Score -215682.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -215682.609375 Penalty: 774.571899 Iteration 18Q: 3 clusters Score -215682.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -215683.000000 Penalty: 774.571899 Iteration 19Q: 3 clusters Score -215683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -215683.062500 Penalty: 774.571899 Iteration 20F: 3 clusters Score -215683.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -215683.734375 Penalty: 774.571899 Iteration 21Q: 3 clusters Score -215683.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -215684.109375 Penalty: 774.571899 Iteration 22Q: 3 clusters Score -215684.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -215684.109375 Penalty: 774.571899 Iteration 23F: 3 clusters Score -215684.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 470 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 83757 members Mstep: Class 27 contains 2608 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 4503 members Entering Unmasked Estep Score: -8693025.000000 Penalty: 16139.112305 Splitting cluster 13 changes total score from -8693156.000000 to -8693025.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Entering Unmasked Estep Score: -147626.031250 Penalty: 372.357300 Iteration 0F: 2 clusters Score -147626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -145143.765625 Penalty: 744.714600 Iteration 0F: 3 clusters Score -145143.8 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -146020.093750 Penalty: 744.714600 Iteration 1F: 3 clusters Score -146020.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -146114.296875 Penalty: 744.714600 Iteration 2F: 3 clusters Score -146114.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -146204.484375 Penalty: 744.714600 Iteration 3F: 3 clusters Score -146204.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -146297.531250 Penalty: 744.714600 Iteration 4F: 3 clusters Score -146297.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -146409.453125 Penalty: 744.714600 Iteration 5F: 3 clusters Score -146409.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -146519.468750 Penalty: 744.714600 Iteration 6F: 3 clusters Score -146519.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -146649.781250 Penalty: 744.714600 Iteration 7F: 3 clusters Score -146649.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -146811.328125 Penalty: 744.714600 Iteration 8F: 3 clusters Score -146811.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -146995.250000 Penalty: 744.714600 Iteration 9F: 3 clusters Score -146995.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -147119.937500 Penalty: 744.714600 Iteration 10F: 3 clusters Score -147119.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -147211.828125 Penalty: 744.714600 Iteration 11Q: 3 clusters Score -147211.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -147289.750000 Penalty: 744.714600 Iteration 12Q: 3 clusters Score -147289.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -147335.875000 Penalty: 744.714600 Iteration 13Q: 3 clusters Score -147335.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -147365.703125 Penalty: 744.714600 Iteration 14Q: 3 clusters Score -147365.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -147383.140625 Penalty: 744.714600 Iteration 15Q: 3 clusters Score -147383.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -147396.156250 Penalty: 744.714600 Iteration 16Q: 3 clusters Score -147396.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -147405.500000 Penalty: 744.714600 Iteration 17Q: 3 clusters Score -147405.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -147413.796875 Penalty: 744.714600 Iteration 18Q: 3 clusters Score -147413.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -147424.828125 Penalty: 744.714600 Iteration 19Q: 3 clusters Score -147424.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -147433.921875 Penalty: 744.714600 Iteration 20F: 3 clusters Score -147433.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -147444.078125 Penalty: 744.714600 Iteration 21Q: 3 clusters Score -147444.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -147451.015625 Penalty: 744.714600 Iteration 22Q: 3 clusters Score -147451 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -147458.515625 Penalty: 744.714600 Iteration 23Q: 3 clusters Score -147458.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -147466.625000 Penalty: 744.714600 Iteration 24Q: 3 clusters Score -147466.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -147472.765625 Penalty: 744.714600 Iteration 25Q: 3 clusters Score -147472.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -147476.281250 Penalty: 744.714600 Iteration 26Q: 3 clusters Score -147476.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -147479.015625 Penalty: 744.714600 Iteration 27Q: 3 clusters Score -147479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -147481.781250 Penalty: 744.714600 Iteration 28Q: 3 clusters Score -147481.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -147482.843750 Penalty: 744.714600 Iteration 29Q: 3 clusters Score -147482.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -147484.015625 Penalty: 744.714600 Iteration 30Q: 3 clusters Score -147484 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -147485.875000 Penalty: 744.714600 Iteration 31Q: 3 clusters Score -147485.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -147488.953125 Penalty: 744.714600 Iteration 32Q: 3 clusters Score -147489 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -147492.203125 Penalty: 744.714600 Iteration 33Q: 3 clusters Score -147492.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -147495.562500 Penalty: 744.714600 Iteration 34Q: 3 clusters Score -147495.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -147498.718750 Penalty: 744.714600 Iteration 35Q: 3 clusters Score -147498.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -147500.390625 Penalty: 744.714600 Iteration 36Q: 3 clusters Score -147500.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -147502.421875 Penalty: 744.714600 Iteration 37Q: 3 clusters Score -147502.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -147502.875000 Penalty: 744.714600 Iteration 38Q: 3 clusters Score -147502.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -147503.500000 Penalty: 744.714600 Iteration 39Q: 3 clusters Score -147503.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -147504.171875 Penalty: 744.714600 Iteration 40F: 3 clusters Score -147504.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -147504.671875 Penalty: 744.714600 Iteration 41Q: 3 clusters Score -147504.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -147505.093750 Penalty: 744.714600 Iteration 42Q: 3 clusters Score -147505.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -147505.562500 Penalty: 744.714600 Iteration 43Q: 3 clusters Score -147505.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -147505.859375 Penalty: 744.714600 Iteration 44Q: 3 clusters Score -147505.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -147506.203125 Penalty: 744.714600 Iteration 45Q: 3 clusters Score -147506.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -147506.203125 Penalty: 744.714600 Iteration 46F: 3 clusters Score -147506.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Entering Unmasked Estep Score: -164855.281250 Penalty: 374.720947 Iteration 0F: 2 clusters Score -164855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -162260.609375 Penalty: 749.441895 Iteration 0F: 3 clusters Score -162260.6 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -163237.578125 Penalty: 749.441895 Iteration 1F: 3 clusters Score -163237.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -163453.953125 Penalty: 749.441895 Iteration 2F: 3 clusters Score -163454 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -163672.578125 Penalty: 749.441895 Iteration 3F: 3 clusters Score -163672.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -163881.015625 Penalty: 749.441895 Iteration 4F: 3 clusters Score -163881 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -163999.578125 Penalty: 749.441895 Iteration 5F: 3 clusters Score -163999.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -164053.000000 Penalty: 749.441895 Iteration 6Q: 3 clusters Score -164053 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -164083.187500 Penalty: 749.441895 Iteration 7Q: 3 clusters Score -164083.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -164108.140625 Penalty: 749.441895 Iteration 8Q: 3 clusters Score -164108.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -164129.187500 Penalty: 749.441895 Iteration 9Q: 3 clusters Score -164129.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -164145.890625 Penalty: 749.441895 Iteration 10Q: 3 clusters Score -164145.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -164164.265625 Penalty: 749.441895 Iteration 11Q: 3 clusters Score -164164.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -164186.203125 Penalty: 749.441895 Iteration 12Q: 3 clusters Score -164186.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -164207.281250 Penalty: 749.441895 Iteration 13Q: 3 clusters Score -164207.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -164226.765625 Penalty: 749.441895 Iteration 14Q: 3 clusters Score -164226.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -164241.484375 Penalty: 749.441895 Iteration 15Q: 3 clusters Score -164241.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -164252.875000 Penalty: 749.441895 Iteration 16Q: 3 clusters Score -164252.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -164263.578125 Penalty: 749.441895 Iteration 17Q: 3 clusters Score -164263.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -164275.281250 Penalty: 749.441895 Iteration 18Q: 3 clusters Score -164275.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -164287.859375 Penalty: 749.441895 Iteration 19Q: 3 clusters Score -164287.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -164295.640625 Penalty: 749.441895 Iteration 20F: 3 clusters Score -164295.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -164305.203125 Penalty: 749.441895 Iteration 21Q: 3 clusters Score -164305.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -164314.156250 Penalty: 749.441895 Iteration 22Q: 3 clusters Score -164314.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -164325.421875 Penalty: 749.441895 Iteration 23Q: 3 clusters Score -164325.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -164337.421875 Penalty: 749.441895 Iteration 24Q: 3 clusters Score -164337.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -164345.968750 Penalty: 749.441895 Iteration 25Q: 3 clusters Score -164346 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -164356.390625 Penalty: 749.441895 Iteration 26Q: 3 clusters Score -164356.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -164368.671875 Penalty: 749.441895 Iteration 27Q: 3 clusters Score -164368.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -164377.593750 Penalty: 749.441895 Iteration 28Q: 3 clusters Score -164377.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -164389.234375 Penalty: 749.441895 Iteration 29Q: 3 clusters Score -164389.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -164400.359375 Penalty: 749.441895 Iteration 30Q: 3 clusters Score -164400.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -164408.625000 Penalty: 749.441895 Iteration 31Q: 3 clusters Score -164408.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -164414.640625 Penalty: 749.441895 Iteration 32Q: 3 clusters Score -164414.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -164421.781250 Penalty: 749.441895 Iteration 33Q: 3 clusters Score -164421.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -164432.968750 Penalty: 749.441895 Iteration 34Q: 3 clusters Score -164433 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -164437.968750 Penalty: 749.441895 Iteration 35Q: 3 clusters Score -164438 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -164440.984375 Penalty: 749.441895 Iteration 36Q: 3 clusters Score -164441 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -164443.781250 Penalty: 749.441895 Iteration 37Q: 3 clusters Score -164443.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -164445.562500 Penalty: 749.441895 Iteration 38Q: 3 clusters Score -164445.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -164447.281250 Penalty: 749.441895 Iteration 39Q: 3 clusters Score -164447.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -164448.375000 Penalty: 749.441895 Iteration 40F: 3 clusters Score -164448.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -164449.515625 Penalty: 749.441895 Iteration 41Q: 3 clusters Score -164449.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -164450.406250 Penalty: 749.441895 Iteration 42Q: 3 clusters Score -164450.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -164450.875000 Penalty: 749.441895 Iteration 43Q: 3 clusters Score -164450.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -164450.875000 Penalty: 749.441895 Iteration 44F: 3 clusters Score -164450.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -4945.150391 Penalty: 234.474777 Iteration 0F: 2 clusters Score -4945.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -4681.650879 Penalty: 468.949554 Iteration 0F: 3 clusters Score -4681.651 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -4732.453125 Penalty: 468.949554 Iteration 1F: 3 clusters Score -4732.453 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -4740.442383 Penalty: 468.949554 Iteration 2Q: 3 clusters Score -4740.442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -4745.998047 Penalty: 468.949554 Iteration 3Q: 3 clusters Score -4745.998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -4748.810547 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -4748.811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -4749.490723 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -4749.491 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -4750.331543 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -4750.332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -4750.331543 Penalty: 468.949554 Iteration 7F: 3 clusters Score -4750.332 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Entering Unmasked Estep Score: -96650.468750 Penalty: 349.025696 Iteration 0F: 2 clusters Score -96650.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -95130.867188 Penalty: 698.051392 Iteration 0F: 3 clusters Score -95130.87 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -95672.070312 Penalty: 698.051392 Iteration 1F: 3 clusters Score -95672.07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -95774.617188 Penalty: 698.051392 Iteration 2F: 3 clusters Score -95774.62 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -95870.031250 Penalty: 698.051392 Iteration 3F: 3 clusters Score -95870.03 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -95959.664062 Penalty: 698.051392 Iteration 4F: 3 clusters Score -95959.66 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -96019.515625 Penalty: 698.051392 Iteration 5Q: 3 clusters Score -96019.52 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -96060.750000 Penalty: 698.051392 Iteration 6Q: 3 clusters Score -96060.75 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -96089.078125 Penalty: 698.051392 Iteration 7Q: 3 clusters Score -96089.08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -96118.320312 Penalty: 698.051392 Iteration 8Q: 3 clusters Score -96118.32 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -96155.968750 Penalty: 698.051392 Iteration 9Q: 3 clusters Score -96155.97 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -96185.867188 Penalty: 698.051392 Iteration 10Q: 3 clusters Score -96185.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -96204.507812 Penalty: 698.051392 Iteration 11Q: 3 clusters Score -96204.51 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -96226.843750 Penalty: 698.051392 Iteration 12Q: 3 clusters Score -96226.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -96243.414062 Penalty: 698.051392 Iteration 13Q: 3 clusters Score -96243.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -96256.242188 Penalty: 698.051392 Iteration 14Q: 3 clusters Score -96256.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -96263.359375 Penalty: 698.051392 Iteration 15Q: 3 clusters Score -96263.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -96271.335938 Penalty: 698.051392 Iteration 16Q: 3 clusters Score -96271.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -96283.398438 Penalty: 698.051392 Iteration 17Q: 3 clusters Score -96283.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -96295.093750 Penalty: 698.051392 Iteration 18Q: 3 clusters Score -96295.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -96306.421875 Penalty: 698.051392 Iteration 19Q: 3 clusters Score -96306.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -96317.804688 Penalty: 698.051392 Iteration 20F: 3 clusters Score -96317.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -96325.828125 Penalty: 698.051392 Iteration 21Q: 3 clusters Score -96325.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -96333.492188 Penalty: 698.051392 Iteration 22Q: 3 clusters Score -96333.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -96338.273438 Penalty: 698.051392 Iteration 23Q: 3 clusters Score -96338.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -96345.382812 Penalty: 698.051392 Iteration 24Q: 3 clusters Score -96345.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -96348.101562 Penalty: 698.051392 Iteration 25Q: 3 clusters Score -96348.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -96349.820312 Penalty: 698.051392 Iteration 26Q: 3 clusters Score -96349.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -96350.453125 Penalty: 698.051392 Iteration 27Q: 3 clusters Score -96350.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -96351.429688 Penalty: 698.051392 Iteration 28Q: 3 clusters Score -96351.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -96352.210938 Penalty: 698.051392 Iteration 29Q: 3 clusters Score -96352.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -96352.515625 Penalty: 698.051392 Iteration 30Q: 3 clusters Score -96352.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -96352.515625 Penalty: 698.051392 Iteration 31F: 3 clusters Score -96352.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -64044.566406 Penalty: 330.289795 Iteration 0F: 2 clusters Score -64044.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -63006.242188 Penalty: 660.579590 Iteration 0F: 3 clusters Score -63006.24 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -63402.175781 Penalty: 660.579590 Iteration 1F: 3 clusters Score -63402.18 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -63502.007812 Penalty: 660.579590 Iteration 2F: 3 clusters Score -63502.01 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -63566.964844 Penalty: 660.579590 Iteration 3F: 3 clusters Score -63566.96 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -63616.496094 Penalty: 660.579590 Iteration 4Q: 3 clusters Score -63616.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -63648.199219 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -63648.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -63662.824219 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -63662.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -63677.496094 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -63677.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -63690.785156 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -63690.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -63699.535156 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -63699.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -63701.824219 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -63701.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -63704.003906 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -63704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -63709.402344 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -63709.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -63714.351562 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -63714.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -63716.359375 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -63716.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -63717.113281 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -63717.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -63717.585938 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -63717.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -63717.667969 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -63717.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -63717.902344 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -63717.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -63717.910156 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -63717.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -63717.910156 Penalty: 660.579590 Iteration 20F: 3 clusters Score -63717.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Entering Unmasked Estep Score: -63271.789062 Penalty: 331.708313 Iteration 0F: 2 clusters Score -63271.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -62176.242188 Penalty: 663.416626 Iteration 0F: 3 clusters Score -62176.24 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -62551.683594 Penalty: 663.416626 Iteration 1F: 3 clusters Score -62551.68 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -62653.515625 Penalty: 663.416626 Iteration 2F: 3 clusters Score -62653.52 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -62722.265625 Penalty: 663.416626 Iteration 3F: 3 clusters Score -62722.27 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -62773.593750 Penalty: 663.416626 Iteration 4F: 3 clusters Score -62773.59 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -62827.796875 Penalty: 663.416626 Iteration 5Q: 3 clusters Score -62827.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -62869.441406 Penalty: 663.416626 Iteration 6Q: 3 clusters Score -62869.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -62891.484375 Penalty: 663.416626 Iteration 7Q: 3 clusters Score -62891.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -62907.710938 Penalty: 663.416626 Iteration 8Q: 3 clusters Score -62907.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -62919.800781 Penalty: 663.416626 Iteration 9Q: 3 clusters Score -62919.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -62929.910156 Penalty: 663.416626 Iteration 10Q: 3 clusters Score -62929.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -62935.039062 Penalty: 663.416626 Iteration 11Q: 3 clusters Score -62935.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -62939.027344 Penalty: 663.416626 Iteration 12Q: 3 clusters Score -62939.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -62947.320312 Penalty: 663.416626 Iteration 13Q: 3 clusters Score -62947.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -62957.058594 Penalty: 663.416626 Iteration 14Q: 3 clusters Score -62957.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -62963.531250 Penalty: 663.416626 Iteration 15Q: 3 clusters Score -62963.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -62964.609375 Penalty: 663.416626 Iteration 16Q: 3 clusters Score -62964.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -62965.125000 Penalty: 663.416626 Iteration 17Q: 3 clusters Score -62965.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -62965.507812 Penalty: 663.416626 Iteration 18Q: 3 clusters Score -62965.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -62966.269531 Penalty: 663.416626 Iteration 19Q: 3 clusters Score -62966.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -62968.863281 Penalty: 663.416626 Iteration 20F: 3 clusters Score -62968.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -62970.460938 Penalty: 663.416626 Iteration 21Q: 3 clusters Score -62970.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -62971.855469 Penalty: 663.416626 Iteration 22Q: 3 clusters Score -62971.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -62972.742188 Penalty: 663.416626 Iteration 23Q: 3 clusters Score -62972.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -62973.421875 Penalty: 663.416626 Iteration 24Q: 3 clusters Score -62973.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -62974.488281 Penalty: 663.416626 Iteration 25Q: 3 clusters Score -62974.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -62975.976562 Penalty: 663.416626 Iteration 26Q: 3 clusters Score -62975.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -62976.824219 Penalty: 663.416626 Iteration 27Q: 3 clusters Score -62976.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -62977.257812 Penalty: 663.416626 Iteration 28Q: 3 clusters Score -62977.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -62977.746094 Penalty: 663.416626 Iteration 29Q: 3 clusters Score -62977.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -62977.835938 Penalty: 663.416626 Iteration 30Q: 3 clusters Score -62977.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -62977.984375 Penalty: 663.416626 Iteration 31Q: 3 clusters Score -62977.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -62977.984375 Penalty: 663.416626 Iteration 32F: 3 clusters Score -62977.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Entering Unmasked Estep Score: -67261.460938 Penalty: 341.674744 Iteration 0F: 2 clusters Score -67261.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -65939.007812 Penalty: 683.349487 Iteration 0F: 3 clusters Score -65939.01 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -66438.000000 Penalty: 683.349487 Iteration 1F: 3 clusters Score -66438 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -66556.171875 Penalty: 683.349487 Iteration 2F: 3 clusters Score -66556.17 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -66653.289062 Penalty: 683.349487 Iteration 3F: 3 clusters Score -66653.29 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -66730.906250 Penalty: 683.349487 Iteration 4F: 3 clusters Score -66730.91 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -66771.453125 Penalty: 683.349487 Iteration 5Q: 3 clusters Score -66771.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -66790.968750 Penalty: 683.349487 Iteration 6Q: 3 clusters Score -66790.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -66804.671875 Penalty: 683.349487 Iteration 7Q: 3 clusters Score -66804.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -66819.000000 Penalty: 683.349487 Iteration 8Q: 3 clusters Score -66819 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -66836.289062 Penalty: 683.349487 Iteration 9Q: 3 clusters Score -66836.29 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -66851.890625 Penalty: 683.349487 Iteration 10Q: 3 clusters Score -66851.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -66868.031250 Penalty: 683.349487 Iteration 11Q: 3 clusters Score -66868.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -66880.343750 Penalty: 683.349487 Iteration 12Q: 3 clusters Score -66880.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -66889.304688 Penalty: 683.349487 Iteration 13Q: 3 clusters Score -66889.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -66893.632812 Penalty: 683.349487 Iteration 14Q: 3 clusters Score -66893.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -66898.445312 Penalty: 683.349487 Iteration 15Q: 3 clusters Score -66898.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -66907.617188 Penalty: 683.349487 Iteration 16Q: 3 clusters Score -66907.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -66913.906250 Penalty: 683.349487 Iteration 17Q: 3 clusters Score -66913.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -66917.921875 Penalty: 683.349487 Iteration 18Q: 3 clusters Score -66917.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -66923.250000 Penalty: 683.349487 Iteration 19Q: 3 clusters Score -66923.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -66934.429688 Penalty: 683.349487 Iteration 20F: 3 clusters Score -66934.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -66945.453125 Penalty: 683.349487 Iteration 21Q: 3 clusters Score -66945.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -66973.578125 Penalty: 683.349487 Iteration 22Q: 3 clusters Score -66973.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -67022.578125 Penalty: 683.349487 Iteration 23Q: 3 clusters Score -67022.58 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -67093.523438 Penalty: 683.349487 Iteration 24Q: 3 clusters Score -67093.52 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -67167.765625 Penalty: 683.349487 Iteration 25Q: 3 clusters Score -67167.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -67203.765625 Penalty: 683.349487 Iteration 26Q: 3 clusters Score -67203.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -67212.335938 Penalty: 683.349487 Iteration 27Q: 3 clusters Score -67212.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -67217.617188 Penalty: 683.349487 Iteration 28Q: 3 clusters Score -67217.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -67221.875000 Penalty: 683.349487 Iteration 29Q: 3 clusters Score -67221.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -67223.617188 Penalty: 683.349487 Iteration 30Q: 3 clusters Score -67223.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -67224.812500 Penalty: 683.349487 Iteration 31Q: 3 clusters Score -67224.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -67226.328125 Penalty: 683.349487 Iteration 32Q: 3 clusters Score -67226.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -67227.234375 Penalty: 683.349487 Iteration 33Q: 3 clusters Score -67227.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -67227.234375 Penalty: 683.349487 Iteration 34F: 3 clusters Score -67227.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Entering Unmasked Estep Score: -309966.343750 Penalty: 397.054901 Iteration 0F: 2 clusters Score -309966.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -305800.750000 Penalty: 794.109802 Iteration 0F: 3 clusters Score -305800.8 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -307579.125000 Penalty: 794.109802 Iteration 1F: 3 clusters Score -307579.1 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -307928.656250 Penalty: 794.109802 Iteration 2F: 3 clusters Score -307928.7 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -308386.750000 Penalty: 794.109802 Iteration 3F: 3 clusters Score -308386.8 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -308884.687500 Penalty: 794.109802 Iteration 4F: 3 clusters Score -308884.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -309212.968750 Penalty: 794.109802 Iteration 5F: 3 clusters Score -309213 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -309391.031250 Penalty: 794.109802 Iteration 6Q: 3 clusters Score -309391 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -309469.250000 Penalty: 794.109802 Iteration 7Q: 3 clusters Score -309469.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -309514.406250 Penalty: 794.109802 Iteration 8Q: 3 clusters Score -309514.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -309548.375000 Penalty: 794.109802 Iteration 9Q: 3 clusters Score -309548.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -309580.750000 Penalty: 794.109802 Iteration 10Q: 3 clusters Score -309580.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -309604.093750 Penalty: 794.109802 Iteration 11Q: 3 clusters Score -309604.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -309621.531250 Penalty: 794.109802 Iteration 12Q: 3 clusters Score -309621.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -309631.562500 Penalty: 794.109802 Iteration 13Q: 3 clusters Score -309631.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -309637.906250 Penalty: 794.109802 Iteration 14Q: 3 clusters Score -309637.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -309641.000000 Penalty: 794.109802 Iteration 15Q: 3 clusters Score -309641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -309645.500000 Penalty: 794.109802 Iteration 16Q: 3 clusters Score -309645.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -309650.718750 Penalty: 794.109802 Iteration 17Q: 3 clusters Score -309650.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -309655.375000 Penalty: 794.109802 Iteration 18Q: 3 clusters Score -309655.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -309656.593750 Penalty: 794.109802 Iteration 19Q: 3 clusters Score -309656.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -309657.468750 Penalty: 794.109802 Iteration 20F: 3 clusters Score -309657.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -309659.000000 Penalty: 794.109802 Iteration 21Q: 3 clusters Score -309659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -309659.593750 Penalty: 794.109802 Iteration 22Q: 3 clusters Score -309659.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -309659.812500 Penalty: 794.109802 Iteration 23Q: 3 clusters Score -309659.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -309660.406250 Penalty: 794.109802 Iteration 24Q: 3 clusters Score -309660.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -309661.343750 Penalty: 794.109802 Iteration 25Q: 3 clusters Score -309661.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -309662.218750 Penalty: 794.109802 Iteration 26Q: 3 clusters Score -309662.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -309662.000000 Penalty: 794.109802 Iteration 27Q: 3 clusters Score -309662 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -309662.437500 Penalty: 794.109802 Iteration 28Q: 3 clusters Score -309662.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -309662.437500 Penalty: 794.109802 Iteration 29F: 3 clusters Score -309662.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Entering Unmasked Estep Score: -55187.339844 Penalty: 333.800995 Iteration 0F: 2 clusters Score -55187.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -54025.597656 Penalty: 667.601990 Iteration 0F: 3 clusters Score -54025.6 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -54372.097656 Penalty: 667.601990 Iteration 1F: 3 clusters Score -54372.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -54467.742188 Penalty: 667.601990 Iteration 2F: 3 clusters Score -54467.74 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -54549.437500 Penalty: 667.601990 Iteration 3F: 3 clusters Score -54549.44 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -54617.546875 Penalty: 667.601990 Iteration 4F: 3 clusters Score -54617.55 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -54670.390625 Penalty: 667.601990 Iteration 5Q: 3 clusters Score -54670.39 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -54719.101562 Penalty: 667.601990 Iteration 6Q: 3 clusters Score -54719.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -54781.421875 Penalty: 667.601990 Iteration 7Q: 3 clusters Score -54781.42 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -54829.449219 Penalty: 667.601990 Iteration 8Q: 3 clusters Score -54829.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -54873.671875 Penalty: 667.601990 Iteration 9Q: 3 clusters Score -54873.67 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -54903.988281 Penalty: 667.601990 Iteration 10Q: 3 clusters Score -54903.99 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -54922.660156 Penalty: 667.601990 Iteration 11Q: 3 clusters Score -54922.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -54937.195312 Penalty: 667.601990 Iteration 12Q: 3 clusters Score -54937.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -54950.476562 Penalty: 667.601990 Iteration 13Q: 3 clusters Score -54950.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -54972.906250 Penalty: 667.601990 Iteration 14Q: 3 clusters Score -54972.91 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -54995.152344 Penalty: 667.601990 Iteration 15Q: 3 clusters Score -54995.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -55010.882812 Penalty: 667.601990 Iteration 16Q: 3 clusters Score -55010.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -55028.796875 Penalty: 667.601990 Iteration 17Q: 3 clusters Score -55028.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -55041.386719 Penalty: 667.601990 Iteration 18Q: 3 clusters Score -55041.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -55053.226562 Penalty: 667.601990 Iteration 19Q: 3 clusters Score -55053.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -55066.761719 Penalty: 667.601990 Iteration 20F: 3 clusters Score -55066.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -55079.472656 Penalty: 667.601990 Iteration 21Q: 3 clusters Score -55079.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -55090.234375 Penalty: 667.601990 Iteration 22Q: 3 clusters Score -55090.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -55098.164062 Penalty: 667.601990 Iteration 23Q: 3 clusters Score -55098.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -55105.273438 Penalty: 667.601990 Iteration 24Q: 3 clusters Score -55105.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -55110.035156 Penalty: 667.601990 Iteration 25Q: 3 clusters Score -55110.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -55112.437500 Penalty: 667.601990 Iteration 26Q: 3 clusters Score -55112.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -55112.976562 Penalty: 667.601990 Iteration 27Q: 3 clusters Score -55112.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -55114.183594 Penalty: 667.601990 Iteration 28Q: 3 clusters Score -55114.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -55115.148438 Penalty: 667.601990 Iteration 29Q: 3 clusters Score -55115.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -55115.757812 Penalty: 667.601990 Iteration 30Q: 3 clusters Score -55115.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -55115.757812 Penalty: 667.601990 Iteration 31F: 3 clusters Score -55115.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Entering Unmasked Estep Score: -212233.578125 Penalty: 383.291138 Iteration 0F: 2 clusters Score -212233.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -209197.375000 Penalty: 766.582275 Iteration 0F: 3 clusters Score -209197.4 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -210551.562500 Penalty: 766.582275 Iteration 1F: 3 clusters Score -210551.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -210693.531250 Penalty: 766.582275 Iteration 2F: 3 clusters Score -210693.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -210825.234375 Penalty: 766.582275 Iteration 3F: 3 clusters Score -210825.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -210944.937500 Penalty: 766.582275 Iteration 4F: 3 clusters Score -210944.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -211063.312500 Penalty: 766.582275 Iteration 5Q: 3 clusters Score -211063.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -211161.328125 Penalty: 766.582275 Iteration 6Q: 3 clusters Score -211161.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -211254.187500 Penalty: 766.582275 Iteration 7Q: 3 clusters Score -211254.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -211346.078125 Penalty: 766.582275 Iteration 8Q: 3 clusters Score -211346.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -211434.625000 Penalty: 766.582275 Iteration 9Q: 3 clusters Score -211434.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -211483.468750 Penalty: 766.582275 Iteration 10Q: 3 clusters Score -211483.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -211515.937500 Penalty: 766.582275 Iteration 11Q: 3 clusters Score -211515.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -211539.953125 Penalty: 766.582275 Iteration 12Q: 3 clusters Score -211540 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -211557.875000 Penalty: 766.582275 Iteration 13Q: 3 clusters Score -211557.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -211574.765625 Penalty: 766.582275 Iteration 14Q: 3 clusters Score -211574.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -211588.312500 Penalty: 766.582275 Iteration 15Q: 3 clusters Score -211588.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -211600.218750 Penalty: 766.582275 Iteration 16Q: 3 clusters Score -211600.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -211608.250000 Penalty: 766.582275 Iteration 17Q: 3 clusters Score -211608.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -211615.656250 Penalty: 766.582275 Iteration 18Q: 3 clusters Score -211615.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -211621.687500 Penalty: 766.582275 Iteration 19Q: 3 clusters Score -211621.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -211625.593750 Penalty: 766.582275 Iteration 20F: 3 clusters Score -211625.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -211631.156250 Penalty: 766.582275 Iteration 21Q: 3 clusters Score -211631.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -211635.859375 Penalty: 766.582275 Iteration 22Q: 3 clusters Score -211635.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -211643.578125 Penalty: 766.582275 Iteration 23Q: 3 clusters Score -211643.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -211651.062500 Penalty: 766.582275 Iteration 24Q: 3 clusters Score -211651.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -211660.046875 Penalty: 766.582275 Iteration 25Q: 3 clusters Score -211660 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -211666.656250 Penalty: 766.582275 Iteration 26Q: 3 clusters Score -211666.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -211670.250000 Penalty: 766.582275 Iteration 27Q: 3 clusters Score -211670.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -211672.875000 Penalty: 766.582275 Iteration 28Q: 3 clusters Score -211672.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -211676.781250 Penalty: 766.582275 Iteration 29Q: 3 clusters Score -211676.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -211682.156250 Penalty: 766.582275 Iteration 30Q: 3 clusters Score -211682.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -211686.296875 Penalty: 766.582275 Iteration 31Q: 3 clusters Score -211686.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -211687.640625 Penalty: 766.582275 Iteration 32Q: 3 clusters Score -211687.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -211688.796875 Penalty: 766.582275 Iteration 33Q: 3 clusters Score -211688.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -211689.921875 Penalty: 766.582275 Iteration 34Q: 3 clusters Score -211689.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -211690.921875 Penalty: 766.582275 Iteration 35Q: 3 clusters Score -211690.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -211691.468750 Penalty: 766.582275 Iteration 36Q: 3 clusters Score -211691.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -211691.921875 Penalty: 766.582275 Iteration 37Q: 3 clusters Score -211691.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -211691.875000 Penalty: 766.582275 Iteration 38Q: 3 clusters Score -211691.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -211693.218750 Penalty: 766.582275 Iteration 39Q: 3 clusters Score -211693.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -211694.671875 Penalty: 766.582275 Iteration 40F: 3 clusters Score -211694.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -211696.843750 Penalty: 766.582275 Iteration 41Q: 3 clusters Score -211696.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -211699.859375 Penalty: 766.582275 Iteration 42Q: 3 clusters Score -211699.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -211701.546875 Penalty: 766.582275 Iteration 43Q: 3 clusters Score -211701.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -211705.125000 Penalty: 766.582275 Iteration 44Q: 3 clusters Score -211705.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -211708.937500 Penalty: 766.582275 Iteration 45Q: 3 clusters Score -211708.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -211712.156250 Penalty: 766.582275 Iteration 46Q: 3 clusters Score -211712.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -211714.875000 Penalty: 766.582275 Iteration 47Q: 3 clusters Score -211714.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -211715.593750 Penalty: 766.582275 Iteration 48Q: 3 clusters Score -211715.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -211718.125000 Penalty: 766.582275 Iteration 49Q: 3 clusters Score -211718.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -211721.593750 Penalty: 766.582275 Iteration 50Q: 3 clusters Score -211721.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -211725.640625 Penalty: 766.582275 Iteration 51Q: 3 clusters Score -211725.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -211729.421875 Penalty: 766.582275 Iteration 52Q: 3 clusters Score -211729.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -211731.671875 Penalty: 766.582275 Iteration 53Q: 3 clusters Score -211731.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -211735.406250 Penalty: 766.582275 Iteration 54Q: 3 clusters Score -211735.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -211740.218750 Penalty: 766.582275 Iteration 55Q: 3 clusters Score -211740.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -211744.296875 Penalty: 766.582275 Iteration 56Q: 3 clusters Score -211744.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -211746.109375 Penalty: 766.582275 Iteration 57Q: 3 clusters Score -211746.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -211747.875000 Penalty: 766.582275 Iteration 58Q: 3 clusters Score -211747.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -211750.187500 Penalty: 766.582275 Iteration 59Q: 3 clusters Score -211750.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -211752.859375 Penalty: 766.582275 Iteration 60F: 3 clusters Score -211752.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -211755.328125 Penalty: 766.582275 Iteration 61Q: 3 clusters Score -211755.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -211757.375000 Penalty: 766.582275 Iteration 62Q: 3 clusters Score -211757.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -211761.046875 Penalty: 766.582275 Iteration 63Q: 3 clusters Score -211761 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -211766.015625 Penalty: 766.582275 Iteration 64Q: 3 clusters Score -211766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -211769.093750 Penalty: 766.582275 Iteration 65Q: 3 clusters Score -211769.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -211773.937500 Penalty: 766.582275 Iteration 66Q: 3 clusters Score -211773.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -211777.718750 Penalty: 766.582275 Iteration 67Q: 3 clusters Score -211777.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -211782.328125 Penalty: 766.582275 Iteration 68Q: 3 clusters Score -211782.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -211787.750000 Penalty: 766.582275 Iteration 69Q: 3 clusters Score -211787.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -211794.671875 Penalty: 766.582275 Iteration 70Q: 3 clusters Score -211794.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -211798.218750 Penalty: 766.582275 Iteration 71Q: 3 clusters Score -211798.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -211800.484375 Penalty: 766.582275 Iteration 72Q: 3 clusters Score -211800.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -211803.437500 Penalty: 766.582275 Iteration 73Q: 3 clusters Score -211803.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -211806.515625 Penalty: 766.582275 Iteration 74Q: 3 clusters Score -211806.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -211810.250000 Penalty: 766.582275 Iteration 75Q: 3 clusters Score -211810.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -211814.281250 Penalty: 766.582275 Iteration 76Q: 3 clusters Score -211814.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -211818.140625 Penalty: 766.582275 Iteration 77Q: 3 clusters Score -211818.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -211823.812500 Penalty: 766.582275 Iteration 78Q: 3 clusters Score -211823.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -211828.093750 Penalty: 766.582275 Iteration 79Q: 3 clusters Score -211828.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -211832.093750 Penalty: 766.582275 Iteration 80F: 3 clusters Score -211832.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -211839.625000 Penalty: 766.582275 Iteration 81Q: 3 clusters Score -211839.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -211847.328125 Penalty: 766.582275 Iteration 82Q: 3 clusters Score -211847.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -211853.093750 Penalty: 766.582275 Iteration 83Q: 3 clusters Score -211853.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -211856.640625 Penalty: 766.582275 Iteration 84Q: 3 clusters Score -211856.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -211865.875000 Penalty: 766.582275 Iteration 85Q: 3 clusters Score -211865.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -211873.937500 Penalty: 766.582275 Iteration 86Q: 3 clusters Score -211873.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -211882.218750 Penalty: 766.582275 Iteration 87Q: 3 clusters Score -211882.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -211887.218750 Penalty: 766.582275 Iteration 88Q: 3 clusters Score -211887.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -211891.828125 Penalty: 766.582275 Iteration 89Q: 3 clusters Score -211891.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -211900.671875 Penalty: 766.582275 Iteration 90Q: 3 clusters Score -211900.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -211904.468750 Penalty: 766.582275 Iteration 91Q: 3 clusters Score -211904.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -211908.140625 Penalty: 766.582275 Iteration 92Q: 3 clusters Score -211908.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -211909.234375 Penalty: 766.582275 Iteration 93Q: 3 clusters Score -211909.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -211910.875000 Penalty: 766.582275 Iteration 94Q: 3 clusters Score -211910.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -211912.046875 Penalty: 766.582275 Iteration 95Q: 3 clusters Score -211912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -211913.187500 Penalty: 766.582275 Iteration 96Q: 3 clusters Score -211913.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -211913.625000 Penalty: 766.582275 Iteration 97Q: 3 clusters Score -211913.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -211914.593750 Penalty: 766.582275 Iteration 98Q: 3 clusters Score -211914.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -211915.156250 Penalty: 766.582275 Iteration 99Q: 3 clusters Score -211915.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -211916.093750 Penalty: 766.582275 Iteration 100F: 3 clusters Score -211916.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -211916.468750 Penalty: 766.582275 Iteration 101Q: 3 clusters Score -211916.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -211917.406250 Penalty: 766.582275 Iteration 102Q: 3 clusters Score -211917.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -211917.859375 Penalty: 766.582275 Iteration 103Q: 3 clusters Score -211917.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -211918.093750 Penalty: 766.582275 Iteration 104Q: 3 clusters Score -211918.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -211918.093750 Penalty: 766.582275 Iteration 105F: 3 clusters Score -211918.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Entering Unmasked Estep Score: -130969.164062 Penalty: 373.374695 Iteration 0F: 2 clusters Score -130969.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -128463.843750 Penalty: 746.749390 Iteration 0F: 3 clusters Score -128463.8 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -129316.109375 Penalty: 746.749390 Iteration 1F: 3 clusters Score -129316.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -129442.734375 Penalty: 746.749390 Iteration 2F: 3 clusters Score -129442.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -129558.789062 Penalty: 746.749390 Iteration 3F: 3 clusters Score -129558.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -129668.453125 Penalty: 746.749390 Iteration 4F: 3 clusters Score -129668.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -129800.125000 Penalty: 746.749390 Iteration 5F: 3 clusters Score -129800.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -129933.257812 Penalty: 746.749390 Iteration 6F: 3 clusters Score -129933.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -130050.500000 Penalty: 746.749390 Iteration 7F: 3 clusters Score -130050.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -130163.843750 Penalty: 746.749390 Iteration 8Q: 3 clusters Score -130163.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -130263.640625 Penalty: 746.749390 Iteration 9Q: 3 clusters Score -130263.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -130360.117188 Penalty: 746.749390 Iteration 10Q: 3 clusters Score -130360.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -130441.882812 Penalty: 746.749390 Iteration 11Q: 3 clusters Score -130441.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -130509.078125 Penalty: 746.749390 Iteration 12Q: 3 clusters Score -130509.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -130563.507812 Penalty: 746.749390 Iteration 13Q: 3 clusters Score -130563.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -130588.882812 Penalty: 746.749390 Iteration 14Q: 3 clusters Score -130588.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -130611.593750 Penalty: 746.749390 Iteration 15Q: 3 clusters Score -130611.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -130634.156250 Penalty: 746.749390 Iteration 16Q: 3 clusters Score -130634.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -130647.875000 Penalty: 746.749390 Iteration 17Q: 3 clusters Score -130647.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -130657.265625 Penalty: 746.749390 Iteration 18Q: 3 clusters Score -130657.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -130663.781250 Penalty: 746.749390 Iteration 19Q: 3 clusters Score -130663.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -130666.539062 Penalty: 746.749390 Iteration 20F: 3 clusters Score -130666.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -130671.179688 Penalty: 746.749390 Iteration 21Q: 3 clusters Score -130671.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -130673.750000 Penalty: 746.749390 Iteration 22Q: 3 clusters Score -130673.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -130678.156250 Penalty: 746.749390 Iteration 23Q: 3 clusters Score -130678.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -130679.000000 Penalty: 746.749390 Iteration 24Q: 3 clusters Score -130679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -130679.398438 Penalty: 746.749390 Iteration 25Q: 3 clusters Score -130679.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -130679.398438 Penalty: 746.749390 Iteration 26F: 3 clusters Score -130679.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Entering Unmasked Estep Score: -190523.015625 Penalty: 387.813507 Iteration 0F: 2 clusters Score -190523 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -187124.921875 Penalty: 775.627014 Iteration 0F: 3 clusters Score -187124.9 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -188513.546875 Penalty: 775.627014 Iteration 1F: 3 clusters Score -188513.5 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -188738.906250 Penalty: 775.627014 Iteration 2F: 3 clusters Score -188738.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -188998.906250 Penalty: 775.627014 Iteration 3F: 3 clusters Score -188998.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -189287.546875 Penalty: 775.627014 Iteration 4F: 3 clusters Score -189287.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -189569.437500 Penalty: 775.627014 Iteration 5F: 3 clusters Score -189569.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -189794.062500 Penalty: 775.627014 Iteration 6Q: 3 clusters Score -189794.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -189990.640625 Penalty: 775.627014 Iteration 7Q: 3 clusters Score -189990.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -190096.468750 Penalty: 775.627014 Iteration 8Q: 3 clusters Score -190096.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -190155.796875 Penalty: 775.627014 Iteration 9Q: 3 clusters Score -190155.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -190177.453125 Penalty: 775.627014 Iteration 10Q: 3 clusters Score -190177.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -190188.546875 Penalty: 775.627014 Iteration 11Q: 3 clusters Score -190188.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -190197.015625 Penalty: 775.627014 Iteration 12Q: 3 clusters Score -190197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -190205.515625 Penalty: 775.627014 Iteration 13Q: 3 clusters Score -190205.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -190213.968750 Penalty: 775.627014 Iteration 14Q: 3 clusters Score -190214 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -190221.687500 Penalty: 775.627014 Iteration 15Q: 3 clusters Score -190221.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -190225.843750 Penalty: 775.627014 Iteration 16Q: 3 clusters Score -190225.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -190228.296875 Penalty: 775.627014 Iteration 17Q: 3 clusters Score -190228.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -190231.218750 Penalty: 775.627014 Iteration 18Q: 3 clusters Score -190231.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -190233.312500 Penalty: 775.627014 Iteration 19Q: 3 clusters Score -190233.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -190236.953125 Penalty: 775.627014 Iteration 20F: 3 clusters Score -190237 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -190241.093750 Penalty: 775.627014 Iteration 21Q: 3 clusters Score -190241.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -190243.140625 Penalty: 775.627014 Iteration 22Q: 3 clusters Score -190243.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -190244.234375 Penalty: 775.627014 Iteration 23Q: 3 clusters Score -190244.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -190244.609375 Penalty: 775.627014 Iteration 24Q: 3 clusters Score -190244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -190245.062500 Penalty: 775.627014 Iteration 25Q: 3 clusters Score -190245.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -190245.296875 Penalty: 775.627014 Iteration 26Q: 3 clusters Score -190245.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -190245.296875 Penalty: 775.627014 Iteration 27F: 3 clusters Score -190245.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (83757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83757 members Entering Unmasked Estep Score: -3829940.750000 Penalty: 515.773193 Iteration 0F: 2 clusters Score -3829941 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42029 members Mstep: Class 2 contains 41728 members Entering Unmasked Estep Score: -3773169.750000 Penalty: 1031.546387 Iteration 0F: 3 clusters Score -3773170 nChanged 40894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50431 members Mstep: Class 2 contains 33326 members Entering Unmasked Estep Score: -3799799.750000 Penalty: 1031.546387 Iteration 1F: 3 clusters Score -3799800 nChanged 5627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55194 members Mstep: Class 2 contains 28563 members Entering Unmasked Estep Score: -3802856.500000 Penalty: 1031.546387 Iteration 2F: 3 clusters Score -3802856 nChanged 6407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61191 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -3807473.750000 Penalty: 1031.546387 Iteration 3F: 3 clusters Score -3807474 nChanged 6994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68071 members Mstep: Class 2 contains 15686 members Entering Unmasked Estep Score: -3813584.500000 Penalty: 1031.546387 Iteration 4F: 3 clusters Score -3813584 nChanged 6569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74630 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -3820212.250000 Penalty: 1031.546387 Iteration 5F: 3 clusters Score -3820212 nChanged 4809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79439 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -3825299.250000 Penalty: 1031.546387 Iteration 6F: 3 clusters Score -3825299 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82055 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -3827926.750000 Penalty: 1031.546387 Iteration 7Q: 3 clusters Score -3827927 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83155 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3828966.000000 Penalty: 1031.546387 Iteration 8Q: 3 clusters Score -3828966 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83536 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -3829283.000000 Penalty: 1031.546387 Iteration 9Q: 3 clusters Score -3829283 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83660 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -3829432.500000 Penalty: 1031.546387 Iteration 10Q: 3 clusters Score -3829432 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83680 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -3829481.750000 Penalty: 1031.546387 Iteration 11Q: 3 clusters Score -3829482 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83686 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -3829505.750000 Penalty: 1031.546387 Iteration 12Q: 3 clusters Score -3829506 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83683 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -3829533.500000 Penalty: 1031.546387 Iteration 13Q: 3 clusters Score -3829534 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83675 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3829543.000000 Penalty: 1031.546387 Iteration 14Q: 3 clusters Score -3829543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83668 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -3829552.750000 Penalty: 1031.546387 Iteration 15Q: 3 clusters Score -3829553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83664 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3829558.250000 Penalty: 1031.546387 Iteration 16Q: 3 clusters Score -3829558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83663 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -3829565.250000 Penalty: 1031.546387 Iteration 17Q: 3 clusters Score -3829565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83660 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -3829568.250000 Penalty: 1031.546387 Iteration 18Q: 3 clusters Score -3829568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83660 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -3829566.250000 Penalty: 1031.546387 Iteration 19Q: 3 clusters Score -3829566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83658 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -3829571.250000 Penalty: 1031.546387 Iteration 20F: 3 clusters Score -3829571 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83653 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -3829588.750000 Penalty: 1031.546387 Iteration 21Q: 3 clusters Score -3829589 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83645 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -3829604.750000 Penalty: 1031.546387 Iteration 22Q: 3 clusters Score -3829605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83640 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -3829618.000000 Penalty: 1031.546387 Iteration 23Q: 3 clusters Score -3829618 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83630 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -3829636.250000 Penalty: 1031.546387 Iteration 24Q: 3 clusters Score -3829636 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83624 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -3829645.000000 Penalty: 1031.546387 Iteration 25Q: 3 clusters Score -3829645 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83618 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -3829651.000000 Penalty: 1031.546387 Iteration 26Q: 3 clusters Score -3829651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -3829652.750000 Penalty: 1031.546387 Iteration 27Q: 3 clusters Score -3829653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83618 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -3829658.250000 Penalty: 1031.546387 Iteration 28Q: 3 clusters Score -3829658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83617 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -3829662.250000 Penalty: 1031.546387 Iteration 29Q: 3 clusters Score -3829662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83614 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -3829662.750000 Penalty: 1031.546387 Iteration 30Q: 3 clusters Score -3829663 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83613 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -3829666.250000 Penalty: 1031.546387 Iteration 31Q: 3 clusters Score -3829666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83611 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -3829669.250000 Penalty: 1031.546387 Iteration 32Q: 3 clusters Score -3829669 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83610 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -3829670.750000 Penalty: 1031.546387 Iteration 33Q: 3 clusters Score -3829671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83611 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -3829675.750000 Penalty: 1031.546387 Iteration 34Q: 3 clusters Score -3829676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83609 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -3829675.000000 Penalty: 1031.546387 Iteration 35Q: 3 clusters Score -3829675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83606 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -3829673.750000 Penalty: 1031.546387 Iteration 36Q: 3 clusters Score -3829674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83605 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -3829678.500000 Penalty: 1031.546387 Iteration 37Q: 3 clusters Score -3829678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83605 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -3829690.000000 Penalty: 1031.546387 Iteration 38F: 3 clusters Score -3829690 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83594 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -3829703.500000 Penalty: 1031.546387 Iteration 39Q: 3 clusters Score -3829704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83587 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -3829710.000000 Penalty: 1031.546387 Iteration 40F: 3 clusters Score -3829710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83584 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -3829714.500000 Penalty: 1031.546387 Iteration 41Q: 3 clusters Score -3829714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83580 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -3829719.250000 Penalty: 1031.546387 Iteration 42Q: 3 clusters Score -3829719 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83572 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -3829723.000000 Penalty: 1031.546387 Iteration 43Q: 3 clusters Score -3829723 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83559 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -3829732.750000 Penalty: 1031.546387 Iteration 44Q: 3 clusters Score -3829733 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83549 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -3829737.750000 Penalty: 1031.546387 Iteration 45Q: 3 clusters Score -3829738 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83524 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -3829763.250000 Penalty: 1031.546387 Iteration 46Q: 3 clusters Score -3829763 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83494 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3829794.000000 Penalty: 1031.546387 Iteration 47Q: 3 clusters Score -3829794 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83465 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -3829804.250000 Penalty: 1031.546387 Iteration 48Q: 3 clusters Score -3829804 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83436 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -3829825.250000 Penalty: 1031.546387 Iteration 49Q: 3 clusters Score -3829825 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83402 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -3829836.750000 Penalty: 1031.546387 Iteration 50Q: 3 clusters Score -3829837 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83381 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -3829845.750000 Penalty: 1031.546387 Iteration 51Q: 3 clusters Score -3829846 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83361 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -3829847.750000 Penalty: 1031.546387 Iteration 52Q: 3 clusters Score -3829848 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83342 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -3829863.750000 Penalty: 1031.546387 Iteration 53Q: 3 clusters Score -3829864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83334 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -3829864.250000 Penalty: 1031.546387 Iteration 54Q: 3 clusters Score -3829864 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83322 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -3829867.750000 Penalty: 1031.546387 Iteration 55Q: 3 clusters Score -3829868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83316 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -3829873.750000 Penalty: 1031.546387 Iteration 56Q: 3 clusters Score -3829874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83304 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -3829876.500000 Penalty: 1031.546387 Iteration 57Q: 3 clusters Score -3829876 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83295 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -3829878.750000 Penalty: 1031.546387 Iteration 58Q: 3 clusters Score -3829879 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83287 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -3829885.000000 Penalty: 1031.546387 Iteration 59Q: 3 clusters Score -3829885 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83278 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -3829909.000000 Penalty: 1031.546387 Iteration 60F: 3 clusters Score -3829909 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83216 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -3829958.500000 Penalty: 1031.546387 Iteration 61Q: 3 clusters Score -3829958 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83142 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -3830023.500000 Penalty: 1031.546387 Iteration 62Q: 3 clusters Score -3830024 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83056 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -3830070.500000 Penalty: 1031.546387 Iteration 63Q: 3 clusters Score -3830070 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82964 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -3830124.000000 Penalty: 1031.546387 Iteration 64Q: 3 clusters Score -3830124 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82863 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -3830173.250000 Penalty: 1031.546387 Iteration 65Q: 3 clusters Score -3830173 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82760 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -3830241.000000 Penalty: 1031.546387 Iteration 66Q: 3 clusters Score -3830241 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82673 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -3830248.750000 Penalty: 1031.546387 Iteration 67Q: 3 clusters Score -3830249 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82606 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -3830265.500000 Penalty: 1031.546387 Iteration 68Q: 3 clusters Score -3830266 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82543 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -3830274.000000 Penalty: 1031.546387 Iteration 69Q: 3 clusters Score -3830274 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82487 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -3830292.000000 Penalty: 1031.546387 Iteration 70Q: 3 clusters Score -3830292 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82431 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -3830293.500000 Penalty: 1031.546387 Iteration 71Q: 3 clusters Score -3830294 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82388 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -3830304.250000 Penalty: 1031.546387 Iteration 72Q: 3 clusters Score -3830304 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82344 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -3830306.500000 Penalty: 1031.546387 Iteration 73Q: 3 clusters Score -3830306 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82303 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3830307.000000 Penalty: 1031.546387 Iteration 74Q: 3 clusters Score -3830307 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82261 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -3830320.500000 Penalty: 1031.546387 Iteration 75Q: 3 clusters Score -3830320 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82221 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -3830334.500000 Penalty: 1031.546387 Iteration 76Q: 3 clusters Score -3830334 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82181 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3830341.000000 Penalty: 1031.546387 Iteration 77Q: 3 clusters Score -3830341 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82147 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3830352.500000 Penalty: 1031.546387 Iteration 78Q: 3 clusters Score -3830352 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82115 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3830356.250000 Penalty: 1031.546387 Iteration 79Q: 3 clusters Score -3830356 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82092 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -3830386.000000 Penalty: 1031.546387 Iteration 80F: 3 clusters Score -3830386 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82017 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -3830408.250000 Penalty: 1031.546387 Iteration 81Q: 3 clusters Score -3830408 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81945 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -3830433.000000 Penalty: 1031.546387 Iteration 82Q: 3 clusters Score -3830433 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81891 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -3830443.250000 Penalty: 1031.546387 Iteration 83Q: 3 clusters Score -3830443 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81834 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -3830457.250000 Penalty: 1031.546387 Iteration 84Q: 3 clusters Score -3830457 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81781 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -3830463.500000 Penalty: 1031.546387 Iteration 85Q: 3 clusters Score -3830464 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81732 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -3830461.750000 Penalty: 1031.546387 Iteration 86Q: 3 clusters Score -3830462 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81699 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -3830473.250000 Penalty: 1031.546387 Iteration 87Q: 3 clusters Score -3830473 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81665 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -3830472.500000 Penalty: 1031.546387 Iteration 88Q: 3 clusters Score -3830472 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81645 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -3830471.500000 Penalty: 1031.546387 Iteration 89Q: 3 clusters Score -3830472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81628 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -3830474.750000 Penalty: 1031.546387 Iteration 90Q: 3 clusters Score -3830475 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81602 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -3830470.250000 Penalty: 1031.546387 Iteration 91Q: 3 clusters Score -3830470 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81585 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -3830466.000000 Penalty: 1031.546387 Iteration 92Q: 3 clusters Score -3830466 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81573 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -3830466.500000 Penalty: 1031.546387 Iteration 93Q: 3 clusters Score -3830466 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81558 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -3830461.500000 Penalty: 1031.546387 Iteration 94Q: 3 clusters Score -3830462 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81548 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -3830472.750000 Penalty: 1031.546387 Iteration 95Q: 3 clusters Score -3830473 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81540 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -3830466.250000 Penalty: 1031.546387 Iteration 96Q: 3 clusters Score -3830466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81535 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -3830468.250000 Penalty: 1031.546387 Iteration 97Q: 3 clusters Score -3830468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81529 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -3830466.250000 Penalty: 1031.546387 Iteration 98Q: 3 clusters Score -3830466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81523 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -3830466.750000 Penalty: 1031.546387 Iteration 99Q: 3 clusters Score -3830467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81518 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -3830467.250000 Penalty: 1031.546387 Iteration 100F: 3 clusters Score -3830467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81513 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -3830466.250000 Penalty: 1031.546387 Iteration 101Q: 3 clusters Score -3830466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81507 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -3830465.500000 Penalty: 1031.546387 Iteration 102Q: 3 clusters Score -3830466 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81499 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -3830470.000000 Penalty: 1031.546387 Iteration 103Q: 3 clusters Score -3830470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81496 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -3830471.250000 Penalty: 1031.546387 Iteration 104Q: 3 clusters Score -3830471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81491 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -3830474.000000 Penalty: 1031.546387 Iteration 105Q: 3 clusters Score -3830474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81490 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -3830475.250000 Penalty: 1031.546387 Iteration 106Q: 3 clusters Score -3830475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81490 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -3830475.250000 Penalty: 1031.546387 Iteration 107F: 3 clusters Score -3830475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 81490 members Mstep: Class 27 contains 2608 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2267 members Entering Unmasked Estep Score: -8693652.000000 Penalty: 16139.112305 Splitting cluster 26 changes total score from -8693156.000000 to -8693652.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 27 (2608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Entering Unmasked Estep Score: -129148.226562 Penalty: 357.918427 Iteration 0F: 2 clusters Score -129148.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -127357.671875 Penalty: 715.836853 Iteration 0F: 3 clusters Score -127357.7 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -127904.164062 Penalty: 715.836853 Iteration 1F: 3 clusters Score -127904.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -127961.460938 Penalty: 715.836853 Iteration 2F: 3 clusters Score -127961.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -127994.914062 Penalty: 715.836853 Iteration 3Q: 3 clusters Score -127994.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -128024.296875 Penalty: 715.836853 Iteration 4Q: 3 clusters Score -128024.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -128047.562500 Penalty: 715.836853 Iteration 5Q: 3 clusters Score -128047.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -128074.445312 Penalty: 715.836853 Iteration 6Q: 3 clusters Score -128074.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -128113.726562 Penalty: 715.836853 Iteration 7Q: 3 clusters Score -128113.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -128158.828125 Penalty: 715.836853 Iteration 8Q: 3 clusters Score -128158.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -128214.460938 Penalty: 715.836853 Iteration 9Q: 3 clusters Score -128214.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -128289.187500 Penalty: 715.836853 Iteration 10Q: 3 clusters Score -128289.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -128387.617188 Penalty: 715.836853 Iteration 11Q: 3 clusters Score -128387.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -128500.187500 Penalty: 715.836853 Iteration 12Q: 3 clusters Score -128500.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -128599.117188 Penalty: 715.836853 Iteration 13Q: 3 clusters Score -128599.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -128664.398438 Penalty: 715.836853 Iteration 14Q: 3 clusters Score -128664.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -128701.554688 Penalty: 715.836853 Iteration 15Q: 3 clusters Score -128701.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -128723.710938 Penalty: 715.836853 Iteration 16Q: 3 clusters Score -128723.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -128742.132812 Penalty: 715.836853 Iteration 17Q: 3 clusters Score -128742.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -128750.148438 Penalty: 715.836853 Iteration 18Q: 3 clusters Score -128750.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -128761.921875 Penalty: 715.836853 Iteration 19Q: 3 clusters Score -128761.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -128769.796875 Penalty: 715.836853 Iteration 20F: 3 clusters Score -128769.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -128778.156250 Penalty: 715.836853 Iteration 21Q: 3 clusters Score -128778.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -128788.546875 Penalty: 715.836853 Iteration 22Q: 3 clusters Score -128788.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -128792.414062 Penalty: 715.836853 Iteration 23Q: 3 clusters Score -128792.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -128795.726562 Penalty: 715.836853 Iteration 24Q: 3 clusters Score -128795.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -128798.570312 Penalty: 715.836853 Iteration 25Q: 3 clusters Score -128798.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -128800.835938 Penalty: 715.836853 Iteration 26Q: 3 clusters Score -128800.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -128800.835938 Penalty: 715.836853 Iteration 27F: 3 clusters Score -128800.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Entering Unmasked Estep Score: -20335.880859 Penalty: 283.217407 Iteration 0F: 2 clusters Score -20335.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19837.287109 Penalty: 566.434814 Iteration 0F: 3 clusters Score -19837.29 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19938.285156 Penalty: 566.434814 Iteration 1F: 3 clusters Score -19938.29 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19963.058594 Penalty: 566.434814 Iteration 2F: 3 clusters Score -19963.06 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19991.253906 Penalty: 566.434814 Iteration 3F: 3 clusters Score -19991.25 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -20031.339844 Penalty: 566.434814 Iteration 4F: 3 clusters Score -20031.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -20050.773438 Penalty: 566.434814 Iteration 5Q: 3 clusters Score -20050.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -20085.810547 Penalty: 566.434814 Iteration 6Q: 3 clusters Score -20085.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -20104.187500 Penalty: 566.434814 Iteration 7Q: 3 clusters Score -20104.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -20114.195312 Penalty: 566.434814 Iteration 8Q: 3 clusters Score -20114.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -20122.189453 Penalty: 566.434814 Iteration 9Q: 3 clusters Score -20122.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -20125.222656 Penalty: 566.434814 Iteration 10Q: 3 clusters Score -20125.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -20130.917969 Penalty: 566.434814 Iteration 11Q: 3 clusters Score -20130.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -20135.761719 Penalty: 566.434814 Iteration 12Q: 3 clusters Score -20135.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -20141.986328 Penalty: 566.434814 Iteration 13Q: 3 clusters Score -20141.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20145.828125 Penalty: 566.434814 Iteration 14Q: 3 clusters Score -20145.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -20149.072266 Penalty: 566.434814 Iteration 15Q: 3 clusters Score -20149.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -20151.011719 Penalty: 566.434814 Iteration 16Q: 3 clusters Score -20151.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -20158.058594 Penalty: 566.434814 Iteration 17Q: 3 clusters Score -20158.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -20159.291016 Penalty: 566.434814 Iteration 18Q: 3 clusters Score -20159.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -20159.689453 Penalty: 566.434814 Iteration 19Q: 3 clusters Score -20159.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -20159.876953 Penalty: 566.434814 Iteration 20F: 3 clusters Score -20159.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5352 members Mstep: Class 12 contains 12774 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3773 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2145 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1466 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6164 members Mstep: Class 22 contains 1535 members Mstep: Class 23 contains 4555 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5031 members Mstep: Class 26 contains 81490 members Mstep: Class 27 contains 2608 members Mstep: Class 28 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -8693752.000000 Penalty: 16139.112305 Iteration 211F: 30 clusters Score -8693752 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17694 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12791 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3744 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2179 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1461 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6182 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5043 members Mstep: Class 26 contains 81461 members Mstep: Class 27 contains 2590 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2285 members Entering Unmasked Estep ConsiderDeletion Score: -8693757.000000 Penalty: 16139.112305 Iteration 212Q: 30 clusters Score -8693757 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17688 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12799 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3581 members Mstep: Class 15 contains 3721 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2203 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6184 members Mstep: Class 22 contains 1536 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3663 members Mstep: Class 25 contains 5055 members Mstep: Class 26 contains 81441 members Mstep: Class 27 contains 2570 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2309 members Entering Unmasked Estep ConsiderDeletion Score: -8693786.000000 Penalty: 16139.112305 Iteration 213Q: 30 clusters Score -8693786 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5362 members Mstep: Class 12 contains 12797 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3583 members Mstep: Class 15 contains 3706 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2221 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6176 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3664 members Mstep: Class 25 contains 5061 members Mstep: Class 26 contains 81437 members Mstep: Class 27 contains 2545 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2337 members Entering Unmasked Estep ConsiderDeletion Score: -8693805.000000 Penalty: 16139.112305 Iteration 214Q: 30 clusters Score -8693805 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17685 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5363 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3582 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2240 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1454 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6174 members Mstep: Class 22 contains 1538 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3664 members Mstep: Class 25 contains 5062 members Mstep: Class 26 contains 81422 members Mstep: Class 27 contains 2527 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2367 members Entering Unmasked Estep ConsiderDeletion Score: -8693823.000000 Penalty: 16139.112305 Iteration 215Q: 30 clusters Score -8693823 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17685 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5362 members Mstep: Class 12 contains 12793 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3581 members Mstep: Class 15 contains 3688 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2259 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6170 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3665 members Mstep: Class 25 contains 5063 members Mstep: Class 26 contains 81402 members Mstep: Class 27 contains 2520 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2392 members Entering Unmasked Estep ConsiderDeletion Score: -8693841.000000 Penalty: 16139.112305 Iteration 216Q: 30 clusters Score -8693841 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3580 members Mstep: Class 15 contains 3681 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2277 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1453 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6171 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 5065 members Mstep: Class 26 contains 81362 members Mstep: Class 27 contains 2516 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -8693845.000000 Penalty: 16139.112305 Iteration 217Q: 30 clusters Score -8693845 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17688 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3678 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2287 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6173 members Mstep: Class 22 contains 1538 members Mstep: Class 23 contains 4549 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 5066 members Mstep: Class 26 contains 81328 members Mstep: Class 27 contains 2513 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2452 members Entering Unmasked Estep ConsiderDeletion Score: -8693847.000000 Penalty: 16139.112305 Iteration 218Q: 30 clusters Score -8693847 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17689 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5358 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3672 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2295 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1454 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6174 members Mstep: Class 22 contains 1538 members Mstep: Class 23 contains 4548 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 5067 members Mstep: Class 26 contains 81294 members Mstep: Class 27 contains 2510 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2487 members Entering Unmasked Estep ConsiderDeletion Score: -8693845.000000 Penalty: 16139.112305 Iteration 219Q: 30 clusters Score -8693845 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17685 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3668 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2301 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6176 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4547 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 5066 members Mstep: Class 26 contains 81255 members Mstep: Class 27 contains 2507 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2529 members Entering Unmasked Estep ConsiderDeletion Score: -8693835.000000 Penalty: 16139.112305 Iteration 220F: 30 clusters Score -8693835 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17684 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5359 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3664 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2312 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1450 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6175 members Mstep: Class 22 contains 1539 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 5066 members Mstep: Class 26 contains 81227 members Mstep: Class 27 contains 2505 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2558 members Entering Unmasked Estep ConsiderDeletion Score: -8693864.000000 Penalty: 16139.112305 Iteration 221Q: 30 clusters Score -8693864 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17684 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3660 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2325 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1450 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6176 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4542 members Mstep: Class 24 contains 3667 members Mstep: Class 25 contains 5065 members Mstep: Class 26 contains 81200 members Mstep: Class 27 contains 2503 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2583 members Entering Unmasked Estep ConsiderDeletion Score: -8693864.000000 Penalty: 16139.112305 Iteration 222Q: 30 clusters Score -8693864 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17687 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3656 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2332 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6177 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4540 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5066 members Mstep: Class 26 contains 81174 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2601 members Entering Unmasked Estep ConsiderDeletion Score: -8693881.000000 Penalty: 16139.112305 Iteration 223Q: 30 clusters Score -8693881 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17692 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3657 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2345 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6179 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4537 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5065 members Mstep: Class 26 contains 81136 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2622 members Entering Unmasked Estep ConsiderDeletion Score: -8693891.000000 Penalty: 16139.112305 Iteration 224Q: 30 clusters Score -8693891 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17693 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3657 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2352 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1453 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6180 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4534 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5065 members Mstep: Class 26 contains 81111 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2640 members Entering Unmasked Estep ConsiderDeletion Score: -8693900.000000 Penalty: 16139.112305 Iteration 225Q: 30 clusters Score -8693900 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17697 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3656 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2358 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1453 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6180 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4533 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5067 members Mstep: Class 26 contains 81086 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2657 members Entering Unmasked Estep ConsiderDeletion Score: -8693901.000000 Penalty: 16139.112305 Iteration 226Q: 30 clusters Score -8693901 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17699 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1454 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4533 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5072 members Mstep: Class 26 contains 81060 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2667 members Entering Unmasked Estep ConsiderDeletion Score: -8693890.000000 Penalty: 16139.112305 Iteration 227Q: 30 clusters Score -8693890 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17702 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5355 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1454 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6182 members Mstep: Class 22 contains 1540 members Mstep: Class 23 contains 4532 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5074 members Mstep: Class 26 contains 81045 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2677 members Entering Unmasked Estep ConsiderDeletion Score: -8693901.000000 Penalty: 16139.112305 Iteration 228Q: 30 clusters Score -8693901 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17705 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3654 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1454 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5074 members Mstep: Class 26 contains 81030 members Mstep: Class 27 contains 2502 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2685 members Entering Unmasked Estep ConsiderDeletion Score: -8693886.000000 Penalty: 16139.112305 Iteration 229Q: 30 clusters Score -8693886 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17708 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12790 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6184 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5075 members Mstep: Class 26 contains 81014 members Mstep: Class 27 contains 2502 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2698 members Entering Unmasked Estep ConsiderDeletion Score: -8693892.000000 Penalty: 16139.112305 Iteration 230Q: 30 clusters Score -8693892 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17706 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2364 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5079 members Mstep: Class 26 contains 81003 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -8693882.000000 Penalty: 16139.112305 Iteration 231Q: 30 clusters Score -8693882 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17707 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5082 members Mstep: Class 26 contains 80991 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2714 members Entering Unmasked Estep ConsiderDeletion Score: -8693880.000000 Penalty: 16139.112305 Iteration 232Q: 30 clusters Score -8693880 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17708 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3654 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2359 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5085 members Mstep: Class 26 contains 80986 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2720 members Entering Unmasked Estep ConsiderDeletion Score: -8693891.000000 Penalty: 16139.112305 Iteration 233Q: 30 clusters Score -8693891 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17710 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5358 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3654 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2355 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1455 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6189 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5087 members Mstep: Class 26 contains 80977 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2727 members Entering Unmasked Estep ConsiderDeletion Score: -8693893.000000 Penalty: 16139.112305 Iteration 234Q: 30 clusters Score -8693893 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17711 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3654 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2350 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6189 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5088 members Mstep: Class 26 contains 80975 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2732 members Entering Unmasked Estep ConsiderDeletion Score: -8693876.000000 Penalty: 16139.112305 Iteration 235Q: 30 clusters Score -8693876 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17712 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2352 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6189 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5088 members Mstep: Class 26 contains 80965 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2740 members Entering Unmasked Estep ConsiderDeletion Score: -8693882.000000 Penalty: 16139.112305 Iteration 236Q: 30 clusters Score -8693882 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5358 members Mstep: Class 12 contains 12788 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2352 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6189 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5090 members Mstep: Class 26 contains 80954 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2746 members Entering Unmasked Estep ConsiderDeletion Score: -8693878.000000 Penalty: 16139.112305 Iteration 237Q: 30 clusters Score -8693878 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17716 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5358 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2353 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5093 members Mstep: Class 26 contains 80943 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2749 members Entering Unmasked Estep ConsiderDeletion Score: -8693878.000000 Penalty: 16139.112305 Iteration 238Q: 30 clusters Score -8693878 nChanged 10 Entering ConstructFrom: Score: -8693878.000000 Penalty: 16139.112305 Entering ConstructFrom: Trying to split cluster 1 (492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Entering Unmasked Estep Score: -15319.808594 Penalty: 282.030792 Iteration 0F: 2 clusters Score -15319.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14866.992188 Penalty: 564.061584 Iteration 0F: 3 clusters Score -14866.99 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15047.259766 Penalty: 564.061584 Iteration 1F: 3 clusters Score -15047.26 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -15116.024414 Penalty: 564.061584 Iteration 2F: 3 clusters Score -15116.02 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15158.958008 Penalty: 564.061584 Iteration 3F: 3 clusters Score -15158.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15201.080078 Penalty: 564.061584 Iteration 4Q: 3 clusters Score -15201.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -15233.913086 Penalty: 564.061584 Iteration 5F: 3 clusters Score -15233.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -15246.320312 Penalty: 564.061584 Iteration 6Q: 3 clusters Score -15246.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -15254.956055 Penalty: 564.061584 Iteration 7Q: 3 clusters Score -15254.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -15266.851562 Penalty: 564.061584 Iteration 8Q: 3 clusters Score -15266.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -15277.568359 Penalty: 564.061584 Iteration 9Q: 3 clusters Score -15277.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -15284.084961 Penalty: 564.061584 Iteration 10Q: 3 clusters Score -15284.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15287.199219 Penalty: 564.061584 Iteration 11Q: 3 clusters Score -15287.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -15288.476562 Penalty: 564.061584 Iteration 12Q: 3 clusters Score -15288.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -15290.289062 Penalty: 564.061584 Iteration 13Q: 3 clusters Score -15290.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -15290.945312 Penalty: 564.061584 Iteration 14Q: 3 clusters Score -15290.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15291.150391 Penalty: 564.061584 Iteration 15Q: 3 clusters Score -15291.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15291.150391 Penalty: 564.061584 Iteration 16F: 3 clusters Score -15291.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -27552.208984 Penalty: 306.854675 Iteration 0F: 2 clusters Score -27552.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -26844.490234 Penalty: 613.709351 Iteration 0F: 3 clusters Score -26844.49 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -27039.869141 Penalty: 613.709351 Iteration 1F: 3 clusters Score -27039.87 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -27080.607422 Penalty: 613.709351 Iteration 2F: 3 clusters Score -27080.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -27106.242188 Penalty: 613.709351 Iteration 3Q: 3 clusters Score -27106.24 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -27136.861328 Penalty: 613.709351 Iteration 4Q: 3 clusters Score -27136.86 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -27160.072266 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -27160.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -27183.212891 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -27183.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27211.505859 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -27211.51 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -27238.544922 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -27238.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -27255.947266 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -27255.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -27271.417969 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -27271.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -27284.740234 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -27284.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -27298.371094 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -27298.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27317.582031 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -27317.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -27326.701172 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -27326.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27329.572266 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -27329.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27331.507812 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -27331.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27332.941406 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -27332.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27336.544922 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -27336.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27339.228516 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -27339.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27343.267578 Penalty: 613.709351 Iteration 20F: 3 clusters Score -27343.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -27347.769531 Penalty: 613.709351 Iteration 21Q: 3 clusters Score -27347.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27354.402344 Penalty: 613.709351 Iteration 22Q: 3 clusters Score -27354.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27358.478516 Penalty: 613.709351 Iteration 23Q: 3 clusters Score -27358.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27360.320312 Penalty: 613.709351 Iteration 24Q: 3 clusters Score -27360.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -27360.619141 Penalty: 613.709351 Iteration 25Q: 3 clusters Score -27360.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -27361.269531 Penalty: 613.709351 Iteration 26Q: 3 clusters Score -27361.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -27363.628906 Penalty: 613.709351 Iteration 27Q: 3 clusters Score -27363.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -27364.746094 Penalty: 613.709351 Iteration 28Q: 3 clusters Score -27364.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -27371.693359 Penalty: 613.709351 Iteration 29Q: 3 clusters Score -27371.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -27377.855469 Penalty: 613.709351 Iteration 30Q: 3 clusters Score -27377.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -27383.642578 Penalty: 613.709351 Iteration 31Q: 3 clusters Score -27383.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -27386.605469 Penalty: 613.709351 Iteration 32Q: 3 clusters Score -27386.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27387.990234 Penalty: 613.709351 Iteration 33Q: 3 clusters Score -27387.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27387.990234 Penalty: 613.709351 Iteration 34F: 3 clusters Score -27387.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -72703.914062 Penalty: 337.417877 Iteration 0F: 2 clusters Score -72703.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -71469.710938 Penalty: 674.835754 Iteration 0F: 3 clusters Score -71469.71 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -71876.750000 Penalty: 674.835754 Iteration 1F: 3 clusters Score -71876.75 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -71969.453125 Penalty: 674.835754 Iteration 2F: 3 clusters Score -71969.45 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -72052.507812 Penalty: 674.835754 Iteration 3F: 3 clusters Score -72052.51 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -72130.757812 Penalty: 674.835754 Iteration 4F: 3 clusters Score -72130.76 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -72209.296875 Penalty: 674.835754 Iteration 5F: 3 clusters Score -72209.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -72272.429688 Penalty: 674.835754 Iteration 6Q: 3 clusters Score -72272.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -72320.242188 Penalty: 674.835754 Iteration 7Q: 3 clusters Score -72320.24 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -72354.062500 Penalty: 674.835754 Iteration 8Q: 3 clusters Score -72354.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -72372.187500 Penalty: 674.835754 Iteration 9Q: 3 clusters Score -72372.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72381.437500 Penalty: 674.835754 Iteration 10Q: 3 clusters Score -72381.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -72386.757812 Penalty: 674.835754 Iteration 11Q: 3 clusters Score -72386.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72394.562500 Penalty: 674.835754 Iteration 12Q: 3 clusters Score -72394.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -72407.601562 Penalty: 674.835754 Iteration 13Q: 3 clusters Score -72407.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -72417.570312 Penalty: 674.835754 Iteration 14Q: 3 clusters Score -72417.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -72422.960938 Penalty: 674.835754 Iteration 15Q: 3 clusters Score -72422.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -72425.718750 Penalty: 674.835754 Iteration 16Q: 3 clusters Score -72425.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72426.460938 Penalty: 674.835754 Iteration 17Q: 3 clusters Score -72426.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -72426.734375 Penalty: 674.835754 Iteration 18Q: 3 clusters Score -72426.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72427.695312 Penalty: 674.835754 Iteration 19Q: 3 clusters Score -72427.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72428.445312 Penalty: 674.835754 Iteration 20F: 3 clusters Score -72428.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72429.187500 Penalty: 674.835754 Iteration 21Q: 3 clusters Score -72429.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72430.257812 Penalty: 674.835754 Iteration 22Q: 3 clusters Score -72430.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72430.492188 Penalty: 674.835754 Iteration 23Q: 3 clusters Score -72430.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -72430.750000 Penalty: 674.835754 Iteration 24Q: 3 clusters Score -72430.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -72430.750000 Penalty: 674.835754 Iteration 25F: 3 clusters Score -72430.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Entering Unmasked Estep Score: -765085.562500 Penalty: 445.088623 Iteration 0F: 2 clusters Score -765085.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -753240.312500 Penalty: 890.177246 Iteration 0F: 3 clusters Score -753240.3 nChanged 8485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -758549.500000 Penalty: 890.177246 Iteration 1F: 3 clusters Score -758549.5 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -759056.625000 Penalty: 890.177246 Iteration 2F: 3 clusters Score -759056.6 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -759779.000000 Penalty: 890.177246 Iteration 3F: 3 clusters Score -759779 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -760649.250000 Penalty: 890.177246 Iteration 4F: 3 clusters Score -760649.2 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -761574.187500 Penalty: 890.177246 Iteration 5F: 3 clusters Score -761574.2 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -762438.000000 Penalty: 890.177246 Iteration 6F: 3 clusters Score -762438 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -763167.250000 Penalty: 890.177246 Iteration 7Q: 3 clusters Score -763167.2 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16335 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -763734.500000 Penalty: 890.177246 Iteration 8Q: 3 clusters Score -763734.5 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -764130.937500 Penalty: 890.177246 Iteration 9Q: 3 clusters Score -764130.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17163 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -764379.875000 Penalty: 890.177246 Iteration 10Q: 3 clusters Score -764379.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -764500.937500 Penalty: 890.177246 Iteration 11Q: 3 clusters Score -764500.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17458 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -764569.500000 Penalty: 890.177246 Iteration 12Q: 3 clusters Score -764569.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17519 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -764617.812500 Penalty: 890.177246 Iteration 13Q: 3 clusters Score -764617.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -764649.312500 Penalty: 890.177246 Iteration 14Q: 3 clusters Score -764649.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -764671.125000 Penalty: 890.177246 Iteration 15Q: 3 clusters Score -764671.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17589 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -764682.437500 Penalty: 890.177246 Iteration 16Q: 3 clusters Score -764682.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17601 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -764693.375000 Penalty: 890.177246 Iteration 17Q: 3 clusters Score -764693.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -764700.500000 Penalty: 890.177246 Iteration 18Q: 3 clusters Score -764700.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -764705.937500 Penalty: 890.177246 Iteration 19Q: 3 clusters Score -764705.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -764709.750000 Penalty: 890.177246 Iteration 20F: 3 clusters Score -764709.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -764710.687500 Penalty: 890.177246 Iteration 21Q: 3 clusters Score -764710.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -764710.875000 Penalty: 890.177246 Iteration 22Q: 3 clusters Score -764710.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -764711.625000 Penalty: 890.177246 Iteration 23Q: 3 clusters Score -764711.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -764711.625000 Penalty: 890.177246 Iteration 24F: 3 clusters Score -764711.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -31223.101562 Penalty: 303.864563 Iteration 0F: 2 clusters Score -31223.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -30545.826172 Penalty: 607.729126 Iteration 0F: 3 clusters Score -30545.83 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -30735.681641 Penalty: 607.729126 Iteration 1F: 3 clusters Score -30735.68 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -30777.660156 Penalty: 607.729126 Iteration 2F: 3 clusters Score -30777.66 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -30812.792969 Penalty: 607.729126 Iteration 3F: 3 clusters Score -30812.79 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -30845.474609 Penalty: 607.729126 Iteration 4F: 3 clusters Score -30845.47 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -30885.226562 Penalty: 607.729126 Iteration 5F: 3 clusters Score -30885.23 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -30929.230469 Penalty: 607.729126 Iteration 6F: 3 clusters Score -30929.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -30996.371094 Penalty: 607.729126 Iteration 7F: 3 clusters Score -30996.37 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -31039.009766 Penalty: 607.729126 Iteration 8Q: 3 clusters Score -31039.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -31057.025391 Penalty: 607.729126 Iteration 9Q: 3 clusters Score -31057.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -31069.341797 Penalty: 607.729126 Iteration 10Q: 3 clusters Score -31069.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -31079.257812 Penalty: 607.729126 Iteration 11Q: 3 clusters Score -31079.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -31092.134766 Penalty: 607.729126 Iteration 12Q: 3 clusters Score -31092.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -31104.216797 Penalty: 607.729126 Iteration 13Q: 3 clusters Score -31104.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -31114.472656 Penalty: 607.729126 Iteration 14Q: 3 clusters Score -31114.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -31125.412109 Penalty: 607.729126 Iteration 15Q: 3 clusters Score -31125.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -31137.363281 Penalty: 607.729126 Iteration 16Q: 3 clusters Score -31137.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -31143.726562 Penalty: 607.729126 Iteration 17Q: 3 clusters Score -31143.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -31148.687500 Penalty: 607.729126 Iteration 18Q: 3 clusters Score -31148.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -31152.519531 Penalty: 607.729126 Iteration 19Q: 3 clusters Score -31152.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -31155.441406 Penalty: 607.729126 Iteration 20F: 3 clusters Score -31155.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -31158.814453 Penalty: 607.729126 Iteration 21Q: 3 clusters Score -31158.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -31161.773438 Penalty: 607.729126 Iteration 22Q: 3 clusters Score -31161.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -31163.638672 Penalty: 607.729126 Iteration 23Q: 3 clusters Score -31163.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -31165.066406 Penalty: 607.729126 Iteration 24Q: 3 clusters Score -31165.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -31166.162109 Penalty: 607.729126 Iteration 25Q: 3 clusters Score -31166.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -31169.296875 Penalty: 607.729126 Iteration 26Q: 3 clusters Score -31169.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -31170.808594 Penalty: 607.729126 Iteration 27Q: 3 clusters Score -31170.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -31171.515625 Penalty: 607.729126 Iteration 28Q: 3 clusters Score -31171.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -31172.417969 Penalty: 607.729126 Iteration 29Q: 3 clusters Score -31172.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -31174.958984 Penalty: 607.729126 Iteration 30Q: 3 clusters Score -31174.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -31176.103516 Penalty: 607.729126 Iteration 31Q: 3 clusters Score -31176.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -31176.103516 Penalty: 607.729126 Iteration 32F: 3 clusters Score -31176.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -77812.976562 Penalty: 342.807404 Iteration 0F: 2 clusters Score -77812.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -76481.187500 Penalty: 685.614807 Iteration 0F: 3 clusters Score -76481.19 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -76917.835938 Penalty: 685.614807 Iteration 1F: 3 clusters Score -76917.84 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -76980.710938 Penalty: 685.614807 Iteration 2F: 3 clusters Score -76980.71 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -77032.843750 Penalty: 685.614807 Iteration 3F: 3 clusters Score -77032.84 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -77077.726562 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -77077.73 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -77127.789062 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -77127.79 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -77173.007812 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -77173.01 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -77214.914062 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -77214.91 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -77255.632812 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -77255.63 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -77278.953125 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -77278.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -77293.070312 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -77293.07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -77312.757812 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -77312.76 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -77335.601562 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -77335.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -77352.398438 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -77352.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -77365.851562 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -77365.85 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -77379.062500 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -77379.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -77391.226562 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -77391.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -77403.812500 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -77403.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -77413.125000 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -77413.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -77419.398438 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -77419.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -77423.937500 Penalty: 685.614807 Iteration 20F: 3 clusters Score -77423.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -77429.445312 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -77429.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -77433.312500 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -77433.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -77436.000000 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -77436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -77438.625000 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -77438.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -77441.734375 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -77441.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -77443.875000 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -77443.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -77444.296875 Penalty: 685.614807 Iteration 27Q: 3 clusters Score -77444.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -77445.726562 Penalty: 685.614807 Iteration 28Q: 3 clusters Score -77445.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -77447.250000 Penalty: 685.614807 Iteration 29Q: 3 clusters Score -77447.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -77447.734375 Penalty: 685.614807 Iteration 30Q: 3 clusters Score -77447.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -77447.734375 Penalty: 685.614807 Iteration 31F: 3 clusters Score -77447.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -49822.742188 Penalty: 323.869751 Iteration 0F: 2 clusters Score -49822.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -48862.785156 Penalty: 647.739502 Iteration 0F: 3 clusters Score -48862.79 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -49151.941406 Penalty: 647.739502 Iteration 1F: 3 clusters Score -49151.94 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -49231.253906 Penalty: 647.739502 Iteration 2F: 3 clusters Score -49231.25 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -49292.093750 Penalty: 647.739502 Iteration 3F: 3 clusters Score -49292.09 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -49335.964844 Penalty: 647.739502 Iteration 4F: 3 clusters Score -49335.96 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -49371.066406 Penalty: 647.739502 Iteration 5Q: 3 clusters Score -49371.07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -49399.265625 Penalty: 647.739502 Iteration 6Q: 3 clusters Score -49399.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -49445.691406 Penalty: 647.739502 Iteration 7Q: 3 clusters Score -49445.69 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -49483.722656 Penalty: 647.739502 Iteration 8Q: 3 clusters Score -49483.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -49515.804688 Penalty: 647.739502 Iteration 9Q: 3 clusters Score -49515.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -49563.066406 Penalty: 647.739502 Iteration 10Q: 3 clusters Score -49563.07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -49622.175781 Penalty: 647.739502 Iteration 11Q: 3 clusters Score -49622.18 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -49672.730469 Penalty: 647.739502 Iteration 12Q: 3 clusters Score -49672.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -49692.984375 Penalty: 647.739502 Iteration 13Q: 3 clusters Score -49692.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -49702.402344 Penalty: 647.739502 Iteration 14Q: 3 clusters Score -49702.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -49707.964844 Penalty: 647.739502 Iteration 15Q: 3 clusters Score -49707.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -49713.945312 Penalty: 647.739502 Iteration 16Q: 3 clusters Score -49713.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -49718.957031 Penalty: 647.739502 Iteration 17Q: 3 clusters Score -49718.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -49722.699219 Penalty: 647.739502 Iteration 18Q: 3 clusters Score -49722.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -49725.175781 Penalty: 647.739502 Iteration 19Q: 3 clusters Score -49725.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -49730.023438 Penalty: 647.739502 Iteration 20F: 3 clusters Score -49730.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -49733.894531 Penalty: 647.739502 Iteration 21Q: 3 clusters Score -49733.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -49735.371094 Penalty: 647.739502 Iteration 22Q: 3 clusters Score -49735.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -49736.687500 Penalty: 647.739502 Iteration 23Q: 3 clusters Score -49736.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49737.570312 Penalty: 647.739502 Iteration 24Q: 3 clusters Score -49737.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -49737.800781 Penalty: 647.739502 Iteration 25Q: 3 clusters Score -49737.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -49738.242188 Penalty: 647.739502 Iteration 26Q: 3 clusters Score -49738.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -49738.246094 Penalty: 647.739502 Iteration 27Q: 3 clusters Score -49738.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -49738.246094 Penalty: 647.739502 Iteration 28F: 3 clusters Score -49738.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -19057.896484 Penalty: 298.526917 Iteration 0F: 2 clusters Score -19057.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18448.003906 Penalty: 597.053833 Iteration 0F: 3 clusters Score -18448 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -18673.255859 Penalty: 597.053833 Iteration 1F: 3 clusters Score -18673.26 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -18740.548828 Penalty: 597.053833 Iteration 2F: 3 clusters Score -18740.55 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -18771.601562 Penalty: 597.053833 Iteration 3F: 3 clusters Score -18771.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -18782.960938 Penalty: 597.053833 Iteration 4Q: 3 clusters Score -18782.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -18795.527344 Penalty: 597.053833 Iteration 5Q: 3 clusters Score -18795.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -18813.248047 Penalty: 597.053833 Iteration 6Q: 3 clusters Score -18813.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -18839.330078 Penalty: 597.053833 Iteration 7Q: 3 clusters Score -18839.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -18860.992188 Penalty: 597.053833 Iteration 8Q: 3 clusters Score -18860.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -18884.017578 Penalty: 597.053833 Iteration 9Q: 3 clusters Score -18884.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -18896.751953 Penalty: 597.053833 Iteration 10Q: 3 clusters Score -18896.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -18918.531250 Penalty: 597.053833 Iteration 11Q: 3 clusters Score -18918.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -18932.191406 Penalty: 597.053833 Iteration 12Q: 3 clusters Score -18932.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -18936.726562 Penalty: 597.053833 Iteration 13Q: 3 clusters Score -18936.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -18938.824219 Penalty: 597.053833 Iteration 14Q: 3 clusters Score -18938.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -18942.166016 Penalty: 597.053833 Iteration 15Q: 3 clusters Score -18942.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -18945.814453 Penalty: 597.053833 Iteration 16Q: 3 clusters Score -18945.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -18946.890625 Penalty: 597.053833 Iteration 17Q: 3 clusters Score -18946.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -18948.539062 Penalty: 597.053833 Iteration 18Q: 3 clusters Score -18948.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -18948.539062 Penalty: 597.053833 Iteration 19F: 3 clusters Score -18948.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Entering Unmasked Estep Score: -107595.757812 Penalty: 356.284363 Iteration 0F: 2 clusters Score -107595.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -105845.023438 Penalty: 712.568726 Iteration 0F: 3 clusters Score -105845 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -106549.476562 Penalty: 712.568726 Iteration 1F: 3 clusters Score -106549.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -106681.500000 Penalty: 712.568726 Iteration 2F: 3 clusters Score -106681.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -106794.265625 Penalty: 712.568726 Iteration 3F: 3 clusters Score -106794.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -106886.843750 Penalty: 712.568726 Iteration 4F: 3 clusters Score -106886.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -106944.195312 Penalty: 712.568726 Iteration 5Q: 3 clusters Score -106944.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -106986.960938 Penalty: 712.568726 Iteration 6Q: 3 clusters Score -106987 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -107017.445312 Penalty: 712.568726 Iteration 7Q: 3 clusters Score -107017.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -107034.906250 Penalty: 712.568726 Iteration 8Q: 3 clusters Score -107034.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -107047.710938 Penalty: 712.568726 Iteration 9Q: 3 clusters Score -107047.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -107058.789062 Penalty: 712.568726 Iteration 10Q: 3 clusters Score -107058.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -107066.273438 Penalty: 712.568726 Iteration 11Q: 3 clusters Score -107066.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -107070.773438 Penalty: 712.568726 Iteration 12Q: 3 clusters Score -107070.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -107076.750000 Penalty: 712.568726 Iteration 13Q: 3 clusters Score -107076.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -107080.375000 Penalty: 712.568726 Iteration 14Q: 3 clusters Score -107080.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -107083.359375 Penalty: 712.568726 Iteration 15Q: 3 clusters Score -107083.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -107085.648438 Penalty: 712.568726 Iteration 16Q: 3 clusters Score -107085.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -107088.304688 Penalty: 712.568726 Iteration 17Q: 3 clusters Score -107088.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -107089.625000 Penalty: 712.568726 Iteration 18Q: 3 clusters Score -107089.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -107090.289062 Penalty: 712.568726 Iteration 19Q: 3 clusters Score -107090.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -107090.445312 Penalty: 712.568726 Iteration 20F: 3 clusters Score -107090.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -107090.570312 Penalty: 712.568726 Iteration 21Q: 3 clusters Score -107090.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -107090.570312 Penalty: 712.568726 Iteration 22F: 3 clusters Score -107090.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31923 members Entering Unmasked Estep Score: -1468797.500000 Penalty: 471.884247 Iteration 0F: 2 clusters Score -1468798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16047 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -1447430.375000 Penalty: 943.768494 Iteration 0F: 3 clusters Score -1447430 nChanged 15423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -1457932.875000 Penalty: 943.768494 Iteration 1F: 3 clusters Score -1457933 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 12994 members Entering Unmasked Estep Score: -1459447.625000 Penalty: 943.768494 Iteration 2F: 3 clusters Score -1459448 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -1461025.750000 Penalty: 943.768494 Iteration 3F: 3 clusters Score -1461026 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20848 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1462419.250000 Penalty: 943.768494 Iteration 4F: 3 clusters Score -1462419 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -1463417.625000 Penalty: 943.768494 Iteration 5F: 3 clusters Score -1463418 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1464014.875000 Penalty: 943.768494 Iteration 6Q: 3 clusters Score -1464015 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22265 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -1464335.250000 Penalty: 943.768494 Iteration 7Q: 3 clusters Score -1464335 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22621 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1464472.875000 Penalty: 943.768494 Iteration 8Q: 3 clusters Score -1464473 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22999 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -1464592.875000 Penalty: 943.768494 Iteration 9Q: 3 clusters Score -1464593 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -1464707.500000 Penalty: 943.768494 Iteration 10Q: 3 clusters Score -1464708 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23842 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1464818.000000 Penalty: 943.768494 Iteration 11Q: 3 clusters Score -1464818 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24257 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1464920.625000 Penalty: 943.768494 Iteration 12Q: 3 clusters Score -1464921 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24660 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1465025.000000 Penalty: 943.768494 Iteration 13Q: 3 clusters Score -1465025 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25075 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1465136.500000 Penalty: 943.768494 Iteration 14Q: 3 clusters Score -1465136 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25531 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1465261.000000 Penalty: 943.768494 Iteration 15Q: 3 clusters Score -1465261 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1465405.750000 Penalty: 943.768494 Iteration 16Q: 3 clusters Score -1465406 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26483 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1465583.875000 Penalty: 943.768494 Iteration 17Q: 3 clusters Score -1465584 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26995 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1465790.500000 Penalty: 943.768494 Iteration 18Q: 3 clusters Score -1465790 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27481 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1465987.375000 Penalty: 943.768494 Iteration 19Q: 3 clusters Score -1465987 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27952 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1466179.750000 Penalty: 943.768494 Iteration 20F: 3 clusters Score -1466180 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28448 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1466406.500000 Penalty: 943.768494 Iteration 21Q: 3 clusters Score -1466406 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28949 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1466684.250000 Penalty: 943.768494 Iteration 22Q: 3 clusters Score -1466684 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29457 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1466985.000000 Penalty: 943.768494 Iteration 23Q: 3 clusters Score -1466985 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29903 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1467226.875000 Penalty: 943.768494 Iteration 24Q: 3 clusters Score -1467227 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30271 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1467462.625000 Penalty: 943.768494 Iteration 25Q: 3 clusters Score -1467463 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30589 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1467657.250000 Penalty: 943.768494 Iteration 26Q: 3 clusters Score -1467657 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30878 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1467855.375000 Penalty: 943.768494 Iteration 27Q: 3 clusters Score -1467855 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31112 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1468010.125000 Penalty: 943.768494 Iteration 28Q: 3 clusters Score -1468010 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31300 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1468128.125000 Penalty: 943.768494 Iteration 29Q: 3 clusters Score -1468128 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31432 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1468212.000000 Penalty: 943.768494 Iteration 30Q: 3 clusters Score -1468212 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31521 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1468259.250000 Penalty: 943.768494 Iteration 31Q: 3 clusters Score -1468259 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31591 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1468298.375000 Penalty: 943.768494 Iteration 32Q: 3 clusters Score -1468298 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31636 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1468333.875000 Penalty: 943.768494 Iteration 33Q: 3 clusters Score -1468334 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31657 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1468344.125000 Penalty: 943.768494 Iteration 34Q: 3 clusters Score -1468344 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31673 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1468356.625000 Penalty: 943.768494 Iteration 35Q: 3 clusters Score -1468357 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31695 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1468373.250000 Penalty: 943.768494 Iteration 36Q: 3 clusters Score -1468373 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31717 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1468387.625000 Penalty: 943.768494 Iteration 37Q: 3 clusters Score -1468388 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31728 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1468393.000000 Penalty: 943.768494 Iteration 38Q: 3 clusters Score -1468393 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31736 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1468398.000000 Penalty: 943.768494 Iteration 39Q: 3 clusters Score -1468398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31742 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1468401.375000 Penalty: 943.768494 Iteration 40F: 3 clusters Score -1468401 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31746 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1468403.000000 Penalty: 943.768494 Iteration 41Q: 3 clusters Score -1468403 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31748 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1468406.375000 Penalty: 943.768494 Iteration 42Q: 3 clusters Score -1468406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31752 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -1468408.875000 Penalty: 943.768494 Iteration 43Q: 3 clusters Score -1468409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31753 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1468410.750000 Penalty: 943.768494 Iteration 44Q: 3 clusters Score -1468411 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31755 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1468411.500000 Penalty: 943.768494 Iteration 45Q: 3 clusters Score -1468412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1468411.875000 Penalty: 943.768494 Iteration 46Q: 3 clusters Score -1468412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31756 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1468411.875000 Penalty: 943.768494 Iteration 47Q: 3 clusters Score -1468412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1468411.875000 Penalty: 943.768494 Iteration 48Q: 3 clusters Score -1468412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1468411.875000 Penalty: 943.768494 Iteration 49F: 3 clusters Score -1468412 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Entering Unmasked Estep Score: -226436.156250 Penalty: 390.661774 Iteration 0F: 2 clusters Score -226436.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -222784.765625 Penalty: 781.323547 Iteration 0F: 3 clusters Score -222784.8 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -224411.515625 Penalty: 781.323547 Iteration 1F: 3 clusters Score -224411.5 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -224706.484375 Penalty: 781.323547 Iteration 2F: 3 clusters Score -224706.5 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -224930.906250 Penalty: 781.323547 Iteration 3F: 3 clusters Score -224930.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -225122.281250 Penalty: 781.323547 Iteration 4F: 3 clusters Score -225122.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -225284.656250 Penalty: 781.323547 Iteration 5F: 3 clusters Score -225284.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -225403.468750 Penalty: 781.323547 Iteration 6Q: 3 clusters Score -225403.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -225511.250000 Penalty: 781.323547 Iteration 7Q: 3 clusters Score -225511.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -225612.593750 Penalty: 781.323547 Iteration 8Q: 3 clusters Score -225612.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -225720.843750 Penalty: 781.323547 Iteration 9Q: 3 clusters Score -225720.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -225828.703125 Penalty: 781.323547 Iteration 10Q: 3 clusters Score -225828.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -225940.562500 Penalty: 781.323547 Iteration 11Q: 3 clusters Score -225940.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -226004.703125 Penalty: 781.323547 Iteration 12Q: 3 clusters Score -226004.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -226037.984375 Penalty: 781.323547 Iteration 13Q: 3 clusters Score -226038 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -226057.468750 Penalty: 781.323547 Iteration 14Q: 3 clusters Score -226057.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -226068.343750 Penalty: 781.323547 Iteration 15Q: 3 clusters Score -226068.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -226073.515625 Penalty: 781.323547 Iteration 16Q: 3 clusters Score -226073.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -226079.875000 Penalty: 781.323547 Iteration 17Q: 3 clusters Score -226079.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -226086.609375 Penalty: 781.323547 Iteration 18Q: 3 clusters Score -226086.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -226092.078125 Penalty: 781.323547 Iteration 19Q: 3 clusters Score -226092.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -226097.218750 Penalty: 781.323547 Iteration 20F: 3 clusters Score -226097.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -226098.328125 Penalty: 781.323547 Iteration 21Q: 3 clusters Score -226098.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -226102.125000 Penalty: 781.323547 Iteration 22Q: 3 clusters Score -226102.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -226104.906250 Penalty: 781.323547 Iteration 23Q: 3 clusters Score -226104.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -226105.515625 Penalty: 781.323547 Iteration 24Q: 3 clusters Score -226105.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -226106.375000 Penalty: 781.323547 Iteration 25Q: 3 clusters Score -226106.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -226107.921875 Penalty: 781.323547 Iteration 26Q: 3 clusters Score -226107.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -226108.296875 Penalty: 781.323547 Iteration 27Q: 3 clusters Score -226108.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -226108.296875 Penalty: 781.323547 Iteration 28F: 3 clusters Score -226108.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Entering Unmasked Estep Score: -594956.562500 Penalty: 430.256378 Iteration 0F: 2 clusters Score -594956.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -586410.687500 Penalty: 860.512756 Iteration 0F: 3 clusters Score -586410.7 nChanged 6059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -590086.375000 Penalty: 860.512756 Iteration 1F: 3 clusters Score -590086.4 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -590530.125000 Penalty: 860.512756 Iteration 2F: 3 clusters Score -590530.1 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -591126.687500 Penalty: 860.512756 Iteration 3F: 3 clusters Score -591126.7 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -591904.062500 Penalty: 860.512756 Iteration 4F: 3 clusters Score -591904.1 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -592791.625000 Penalty: 860.512756 Iteration 5F: 3 clusters Score -592791.6 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -593525.375000 Penalty: 860.512756 Iteration 6F: 3 clusters Score -593525.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -593977.500000 Penalty: 860.512756 Iteration 7Q: 3 clusters Score -593977.5 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -594258.375000 Penalty: 860.512756 Iteration 8Q: 3 clusters Score -594258.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -594400.312500 Penalty: 860.512756 Iteration 9Q: 3 clusters Score -594400.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -594493.625000 Penalty: 860.512756 Iteration 10Q: 3 clusters Score -594493.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -594529.375000 Penalty: 860.512756 Iteration 11Q: 3 clusters Score -594529.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -594554.125000 Penalty: 860.512756 Iteration 12Q: 3 clusters Score -594554.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12599 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -594576.000000 Penalty: 860.512756 Iteration 13Q: 3 clusters Score -594576 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -594582.625000 Penalty: 860.512756 Iteration 14Q: 3 clusters Score -594582.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -594584.250000 Penalty: 860.512756 Iteration 15Q: 3 clusters Score -594584.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -594583.500000 Penalty: 860.512756 Iteration 16Q: 3 clusters Score -594583.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -594583.687500 Penalty: 860.512756 Iteration 17Q: 3 clusters Score -594583.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -594583.687500 Penalty: 860.512756 Iteration 18F: 3 clusters Score -594583.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Entering Unmasked Estep Score: -215670.000000 Penalty: 387.285950 Iteration 0F: 2 clusters Score -215670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -212341.468750 Penalty: 774.571899 Iteration 0F: 3 clusters Score -212341.5 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -213900.015625 Penalty: 774.571899 Iteration 1F: 3 clusters Score -213900 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -214382.953125 Penalty: 774.571899 Iteration 2F: 3 clusters Score -214383 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -214770.968750 Penalty: 774.571899 Iteration 3F: 3 clusters Score -214771 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -214981.578125 Penalty: 774.571899 Iteration 4F: 3 clusters Score -214981.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -215111.156250 Penalty: 774.571899 Iteration 5Q: 3 clusters Score -215111.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -215191.671875 Penalty: 774.571899 Iteration 6Q: 3 clusters Score -215191.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -215263.484375 Penalty: 774.571899 Iteration 7Q: 3 clusters Score -215263.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -215325.593750 Penalty: 774.571899 Iteration 8Q: 3 clusters Score -215325.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -215368.000000 Penalty: 774.571899 Iteration 9Q: 3 clusters Score -215368 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -215400.859375 Penalty: 774.571899 Iteration 10Q: 3 clusters Score -215400.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -215415.406250 Penalty: 774.571899 Iteration 11Q: 3 clusters Score -215415.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -215426.781250 Penalty: 774.571899 Iteration 12Q: 3 clusters Score -215426.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -215435.250000 Penalty: 774.571899 Iteration 13Q: 3 clusters Score -215435.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -215442.828125 Penalty: 774.571899 Iteration 14Q: 3 clusters Score -215442.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -215448.843750 Penalty: 774.571899 Iteration 15Q: 3 clusters Score -215448.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -215453.062500 Penalty: 774.571899 Iteration 16Q: 3 clusters Score -215453.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -215454.437500 Penalty: 774.571899 Iteration 17Q: 3 clusters Score -215454.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -215454.546875 Penalty: 774.571899 Iteration 18Q: 3 clusters Score -215454.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -215455.500000 Penalty: 774.571899 Iteration 19Q: 3 clusters Score -215455.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -215456.390625 Penalty: 774.571899 Iteration 20F: 3 clusters Score -215456.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -215457.046875 Penalty: 774.571899 Iteration 21Q: 3 clusters Score -215457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -215456.812500 Penalty: 774.571899 Iteration 22Q: 3 clusters Score -215456.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -215456.812500 Penalty: 774.571899 Iteration 23F: 3 clusters Score -215456.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Entering Unmasked Estep Score: -147479.687500 Penalty: 372.306427 Iteration 0F: 2 clusters Score -147479.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -145035.078125 Penalty: 744.612854 Iteration 0F: 3 clusters Score -145035.1 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -145971.078125 Penalty: 744.612854 Iteration 1F: 3 clusters Score -145971.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -146169.734375 Penalty: 744.612854 Iteration 2F: 3 clusters Score -146169.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -146465.703125 Penalty: 744.612854 Iteration 3F: 3 clusters Score -146465.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -146794.765625 Penalty: 744.612854 Iteration 4F: 3 clusters Score -146794.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -147025.250000 Penalty: 744.612854 Iteration 5F: 3 clusters Score -147025.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -147161.437500 Penalty: 744.612854 Iteration 6F: 3 clusters Score -147161.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -147216.375000 Penalty: 744.612854 Iteration 7Q: 3 clusters Score -147216.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -147244.203125 Penalty: 744.612854 Iteration 8Q: 3 clusters Score -147244.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -147258.750000 Penalty: 744.612854 Iteration 9Q: 3 clusters Score -147258.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -147270.015625 Penalty: 744.612854 Iteration 10Q: 3 clusters Score -147270 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -147281.906250 Penalty: 744.612854 Iteration 11Q: 3 clusters Score -147281.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -147297.984375 Penalty: 744.612854 Iteration 12Q: 3 clusters Score -147298 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -147323.234375 Penalty: 744.612854 Iteration 13Q: 3 clusters Score -147323.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -147348.015625 Penalty: 744.612854 Iteration 14Q: 3 clusters Score -147348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -147362.671875 Penalty: 744.612854 Iteration 15Q: 3 clusters Score -147362.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -147368.125000 Penalty: 744.612854 Iteration 16Q: 3 clusters Score -147368.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -147371.500000 Penalty: 744.612854 Iteration 17Q: 3 clusters Score -147371.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -147372.875000 Penalty: 744.612854 Iteration 18Q: 3 clusters Score -147372.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -147373.796875 Penalty: 744.612854 Iteration 19Q: 3 clusters Score -147373.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -147374.031250 Penalty: 744.612854 Iteration 20F: 3 clusters Score -147374 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Entering Unmasked Estep Score: -159484.890625 Penalty: 373.250336 Iteration 0F: 2 clusters Score -159484.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -156972.796875 Penalty: 746.500671 Iteration 0F: 3 clusters Score -156972.8 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -157822.937500 Penalty: 746.500671 Iteration 1F: 3 clusters Score -157822.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -157951.296875 Penalty: 746.500671 Iteration 2F: 3 clusters Score -157951.3 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -158093.296875 Penalty: 746.500671 Iteration 3F: 3 clusters Score -158093.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -158225.578125 Penalty: 746.500671 Iteration 4F: 3 clusters Score -158225.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -158350.921875 Penalty: 746.500671 Iteration 5F: 3 clusters Score -158350.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -158464.015625 Penalty: 746.500671 Iteration 6F: 3 clusters Score -158464 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -158565.937500 Penalty: 746.500671 Iteration 7Q: 3 clusters Score -158565.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -158660.375000 Penalty: 746.500671 Iteration 8Q: 3 clusters Score -158660.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -158759.078125 Penalty: 746.500671 Iteration 9Q: 3 clusters Score -158759.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -158842.171875 Penalty: 746.500671 Iteration 10Q: 3 clusters Score -158842.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -158903.281250 Penalty: 746.500671 Iteration 11Q: 3 clusters Score -158903.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -158946.734375 Penalty: 746.500671 Iteration 12Q: 3 clusters Score -158946.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -158982.890625 Penalty: 746.500671 Iteration 13Q: 3 clusters Score -158982.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -159019.078125 Penalty: 746.500671 Iteration 14Q: 3 clusters Score -159019.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -159042.359375 Penalty: 746.500671 Iteration 15Q: 3 clusters Score -159042.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -159056.875000 Penalty: 746.500671 Iteration 16Q: 3 clusters Score -159056.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -159069.093750 Penalty: 746.500671 Iteration 17Q: 3 clusters Score -159069.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -159082.812500 Penalty: 746.500671 Iteration 18Q: 3 clusters Score -159082.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -159096.906250 Penalty: 746.500671 Iteration 19Q: 3 clusters Score -159096.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -159106.906250 Penalty: 746.500671 Iteration 20F: 3 clusters Score -159106.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -159116.765625 Penalty: 746.500671 Iteration 21Q: 3 clusters Score -159116.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -159131.937500 Penalty: 746.500671 Iteration 22Q: 3 clusters Score -159131.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -159138.968750 Penalty: 746.500671 Iteration 23Q: 3 clusters Score -159139 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -159145.656250 Penalty: 746.500671 Iteration 24Q: 3 clusters Score -159145.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -159151.609375 Penalty: 746.500671 Iteration 25Q: 3 clusters Score -159151.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -159152.531250 Penalty: 746.500671 Iteration 26Q: 3 clusters Score -159152.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -159152.531250 Penalty: 746.500671 Iteration 27F: 3 clusters Score -159152.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -4945.150391 Penalty: 234.474777 Iteration 0F: 2 clusters Score -4945.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -4677.097656 Penalty: 468.949554 Iteration 0F: 3 clusters Score -4677.098 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -4735.731445 Penalty: 468.949554 Iteration 1F: 3 clusters Score -4735.731 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -4760.428711 Penalty: 468.949554 Iteration 2F: 3 clusters Score -4760.429 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -4782.649902 Penalty: 468.949554 Iteration 3F: 3 clusters Score -4782.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -4796.512695 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -4796.513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -4833.626953 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -4833.627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -4869.920898 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -4869.921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -4919.120117 Penalty: 468.949554 Iteration 7F: 3 clusters Score -4919.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -4951.942871 Penalty: 468.949554 Iteration 8F: 3 clusters Score -4951.943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -4987.887695 Penalty: 468.949554 Iteration 9Q: 3 clusters Score -4987.888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -4993.494629 Penalty: 468.949554 Iteration 10Q: 3 clusters Score -4993.495 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -4993.494629 Penalty: 468.949554 Iteration 11F: 3 clusters Score -4993.495 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 2354 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80941 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2750 members Mstep: Class 30 contains 125 members Entering Unmasked Estep Score: -8693606.000000 Penalty: 16695.634766 Splitting cluster 16 changes total score from -8693878.000000 to -8693606.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (2354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Entering Unmasked Estep Score: -106375.085938 Penalty: 353.256134 Iteration 0F: 2 clusters Score -106375.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -104725.570312 Penalty: 706.512268 Iteration 0F: 3 clusters Score -104725.6 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -105280.679688 Penalty: 706.512268 Iteration 1F: 3 clusters Score -105280.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -105355.031250 Penalty: 706.512268 Iteration 2F: 3 clusters Score -105355 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -105418.195312 Penalty: 706.512268 Iteration 3F: 3 clusters Score -105418.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -105503.023438 Penalty: 706.512268 Iteration 4Q: 3 clusters Score -105503 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -105594.875000 Penalty: 706.512268 Iteration 5Q: 3 clusters Score -105594.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -105681.148438 Penalty: 706.512268 Iteration 6Q: 3 clusters Score -105681.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -105748.515625 Penalty: 706.512268 Iteration 7Q: 3 clusters Score -105748.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -105794.187500 Penalty: 706.512268 Iteration 8Q: 3 clusters Score -105794.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -105821.750000 Penalty: 706.512268 Iteration 9Q: 3 clusters Score -105821.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -105835.164062 Penalty: 706.512268 Iteration 10Q: 3 clusters Score -105835.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -105845.257812 Penalty: 706.512268 Iteration 11Q: 3 clusters Score -105845.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -105853.437500 Penalty: 706.512268 Iteration 12Q: 3 clusters Score -105853.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -105864.671875 Penalty: 706.512268 Iteration 13Q: 3 clusters Score -105864.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -105875.812500 Penalty: 706.512268 Iteration 14Q: 3 clusters Score -105875.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -105884.828125 Penalty: 706.512268 Iteration 15Q: 3 clusters Score -105884.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -105889.601562 Penalty: 706.512268 Iteration 16Q: 3 clusters Score -105889.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -105892.742188 Penalty: 706.512268 Iteration 17Q: 3 clusters Score -105892.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -105894.148438 Penalty: 706.512268 Iteration 18Q: 3 clusters Score -105894.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -105895.203125 Penalty: 706.512268 Iteration 19Q: 3 clusters Score -105895.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -105896.148438 Penalty: 706.512268 Iteration 20F: 3 clusters Score -105896.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -105897.148438 Penalty: 706.512268 Iteration 21Q: 3 clusters Score -105897.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -105899.039062 Penalty: 706.512268 Iteration 22Q: 3 clusters Score -105899 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -105900.898438 Penalty: 706.512268 Iteration 23Q: 3 clusters Score -105900.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -105903.914062 Penalty: 706.512268 Iteration 24Q: 3 clusters Score -105903.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -105904.648438 Penalty: 706.512268 Iteration 25Q: 3 clusters Score -105904.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -105905.164062 Penalty: 706.512268 Iteration 26Q: 3 clusters Score -105905.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -105905.500000 Penalty: 706.512268 Iteration 27Q: 3 clusters Score -105905.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -105905.890625 Penalty: 706.512268 Iteration 28Q: 3 clusters Score -105905.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -105906.226562 Penalty: 706.512268 Iteration 29Q: 3 clusters Score -105906.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -105906.570312 Penalty: 706.512268 Iteration 30Q: 3 clusters Score -105906.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -105907.023438 Penalty: 706.512268 Iteration 31Q: 3 clusters Score -105907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -105907.671875 Penalty: 706.512268 Iteration 32Q: 3 clusters Score -105907.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -105908.070312 Penalty: 706.512268 Iteration 33Q: 3 clusters Score -105908.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -105908.390625 Penalty: 706.512268 Iteration 34Q: 3 clusters Score -105908.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -105909.218750 Penalty: 706.512268 Iteration 35Q: 3 clusters Score -105909.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -105909.617188 Penalty: 706.512268 Iteration 36Q: 3 clusters Score -105909.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -105910.468750 Penalty: 706.512268 Iteration 37Q: 3 clusters Score -105910.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -105911.710938 Penalty: 706.512268 Iteration 38Q: 3 clusters Score -105911.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -105912.953125 Penalty: 706.512268 Iteration 39Q: 3 clusters Score -105913 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -105914.992188 Penalty: 706.512268 Iteration 40F: 3 clusters Score -105915 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -105917.750000 Penalty: 706.512268 Iteration 41Q: 3 clusters Score -105917.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -105922.484375 Penalty: 706.512268 Iteration 42Q: 3 clusters Score -105922.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -105929.359375 Penalty: 706.512268 Iteration 43Q: 3 clusters Score -105929.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -105935.648438 Penalty: 706.512268 Iteration 44Q: 3 clusters Score -105935.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -105942.164062 Penalty: 706.512268 Iteration 45Q: 3 clusters Score -105942.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -105946.648438 Penalty: 706.512268 Iteration 46Q: 3 clusters Score -105946.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -105950.187500 Penalty: 706.512268 Iteration 47Q: 3 clusters Score -105950.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -105955.085938 Penalty: 706.512268 Iteration 48Q: 3 clusters Score -105955.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -105962.671875 Penalty: 706.512268 Iteration 49Q: 3 clusters Score -105962.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -105971.445312 Penalty: 706.512268 Iteration 50Q: 3 clusters Score -105971.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -105980.398438 Penalty: 706.512268 Iteration 51Q: 3 clusters Score -105980.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -105987.117188 Penalty: 706.512268 Iteration 52Q: 3 clusters Score -105987.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -105992.640625 Penalty: 706.512268 Iteration 53Q: 3 clusters Score -105992.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -105998.070312 Penalty: 706.512268 Iteration 54Q: 3 clusters Score -105998.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -106002.773438 Penalty: 706.512268 Iteration 55Q: 3 clusters Score -106002.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -106006.648438 Penalty: 706.512268 Iteration 56Q: 3 clusters Score -106006.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -106008.976562 Penalty: 706.512268 Iteration 57Q: 3 clusters Score -106009 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -106009.492188 Penalty: 706.512268 Iteration 58Q: 3 clusters Score -106009.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -106009.812500 Penalty: 706.512268 Iteration 59Q: 3 clusters Score -106009.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -106009.812500 Penalty: 706.512268 Iteration 60F: 3 clusters Score -106009.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -64044.566406 Penalty: 330.289795 Iteration 0F: 2 clusters Score -64044.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -62979.246094 Penalty: 660.579590 Iteration 0F: 3 clusters Score -62979.25 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -63371.933594 Penalty: 660.579590 Iteration 1F: 3 clusters Score -63371.93 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -63436.550781 Penalty: 660.579590 Iteration 2F: 3 clusters Score -63436.55 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -63466.660156 Penalty: 660.579590 Iteration 3Q: 3 clusters Score -63466.66 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -63487.601562 Penalty: 660.579590 Iteration 4Q: 3 clusters Score -63487.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -63500.128906 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -63500.13 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -63508.398438 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -63508.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -63514.816406 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -63514.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -63524.285156 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -63524.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -63538.039062 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -63538.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -63558.046875 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -63558.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -63569.660156 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -63569.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -63578.785156 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -63578.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -63586.757812 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -63586.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -63590.320312 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -63590.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63596.769531 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -63596.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -63602.828125 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -63602.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -63609.964844 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -63609.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -63620.335938 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -63620.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -63635.269531 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -63635.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -63657.050781 Penalty: 660.579590 Iteration 20F: 3 clusters Score -63657.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -63683.167969 Penalty: 660.579590 Iteration 21Q: 3 clusters Score -63683.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -63707.414062 Penalty: 660.579590 Iteration 22Q: 3 clusters Score -63707.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -63715.937500 Penalty: 660.579590 Iteration 23Q: 3 clusters Score -63715.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -63718.457031 Penalty: 660.579590 Iteration 24Q: 3 clusters Score -63718.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -63724.167969 Penalty: 660.579590 Iteration 25Q: 3 clusters Score -63724.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -63728.261719 Penalty: 660.579590 Iteration 26Q: 3 clusters Score -63728.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -63732.601562 Penalty: 660.579590 Iteration 27Q: 3 clusters Score -63732.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -63737.421875 Penalty: 660.579590 Iteration 28Q: 3 clusters Score -63737.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -63737.839844 Penalty: 660.579590 Iteration 29Q: 3 clusters Score -63737.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -63737.882812 Penalty: 660.579590 Iteration 30Q: 3 clusters Score -63737.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -63737.882812 Penalty: 660.579590 Iteration 31F: 3 clusters Score -63737.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Entering Unmasked Estep Score: -62831.664062 Penalty: 331.396881 Iteration 0F: 2 clusters Score -62831.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -61733.593750 Penalty: 662.793762 Iteration 0F: 3 clusters Score -61733.59 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -62149.121094 Penalty: 662.793762 Iteration 1F: 3 clusters Score -62149.12 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -62250.660156 Penalty: 662.793762 Iteration 2F: 3 clusters Score -62250.66 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -62330.746094 Penalty: 662.793762 Iteration 3F: 3 clusters Score -62330.75 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -62385.851562 Penalty: 662.793762 Iteration 4F: 3 clusters Score -62385.85 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -62412.070312 Penalty: 662.793762 Iteration 5Q: 3 clusters Score -62412.07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -62426.671875 Penalty: 662.793762 Iteration 6Q: 3 clusters Score -62426.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -62440.855469 Penalty: 662.793762 Iteration 7Q: 3 clusters Score -62440.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -62452.000000 Penalty: 662.793762 Iteration 8Q: 3 clusters Score -62452 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -62459.777344 Penalty: 662.793762 Iteration 9Q: 3 clusters Score -62459.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -62469.996094 Penalty: 662.793762 Iteration 10Q: 3 clusters Score -62470 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -62480.808594 Penalty: 662.793762 Iteration 11Q: 3 clusters Score -62480.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -62486.324219 Penalty: 662.793762 Iteration 12Q: 3 clusters Score -62486.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -62488.609375 Penalty: 662.793762 Iteration 13Q: 3 clusters Score -62488.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -62491.679688 Penalty: 662.793762 Iteration 14Q: 3 clusters Score -62491.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -62493.046875 Penalty: 662.793762 Iteration 15Q: 3 clusters Score -62493.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -62494.246094 Penalty: 662.793762 Iteration 16Q: 3 clusters Score -62494.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -62494.976562 Penalty: 662.793762 Iteration 17Q: 3 clusters Score -62494.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -62495.968750 Penalty: 662.793762 Iteration 18Q: 3 clusters Score -62495.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -62498.437500 Penalty: 662.793762 Iteration 19Q: 3 clusters Score -62498.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -62501.222656 Penalty: 662.793762 Iteration 20F: 3 clusters Score -62501.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -62502.972656 Penalty: 662.793762 Iteration 21Q: 3 clusters Score -62502.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -62506.796875 Penalty: 662.793762 Iteration 22Q: 3 clusters Score -62506.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -62509.140625 Penalty: 662.793762 Iteration 23Q: 3 clusters Score -62509.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -62511.035156 Penalty: 662.793762 Iteration 24Q: 3 clusters Score -62511.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -62513.929688 Penalty: 662.793762 Iteration 25Q: 3 clusters Score -62513.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -62517.042969 Penalty: 662.793762 Iteration 26Q: 3 clusters Score -62517.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -62518.585938 Penalty: 662.793762 Iteration 27Q: 3 clusters Score -62518.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -62521.839844 Penalty: 662.793762 Iteration 28Q: 3 clusters Score -62521.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -62524.906250 Penalty: 662.793762 Iteration 29Q: 3 clusters Score -62524.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -62525.800781 Penalty: 662.793762 Iteration 30Q: 3 clusters Score -62525.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -62526.281250 Penalty: 662.793762 Iteration 31Q: 3 clusters Score -62526.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -62527.195312 Penalty: 662.793762 Iteration 32Q: 3 clusters Score -62527.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -62527.933594 Penalty: 662.793762 Iteration 33Q: 3 clusters Score -62527.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -62528.273438 Penalty: 662.793762 Iteration 34Q: 3 clusters Score -62528.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -62528.648438 Penalty: 662.793762 Iteration 35Q: 3 clusters Score -62528.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -62528.824219 Penalty: 662.793762 Iteration 36Q: 3 clusters Score -62528.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -62528.855469 Penalty: 662.793762 Iteration 37Q: 3 clusters Score -62528.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -62529.019531 Penalty: 662.793762 Iteration 38Q: 3 clusters Score -62529.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -62529.019531 Penalty: 662.793762 Iteration 39F: 3 clusters Score -62529.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Entering Unmasked Estep Score: -67261.460938 Penalty: 341.674744 Iteration 0F: 2 clusters Score -67261.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -65947.906250 Penalty: 683.349487 Iteration 0F: 3 clusters Score -65947.91 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -66476.148438 Penalty: 683.349487 Iteration 1F: 3 clusters Score -66476.15 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -66605.070312 Penalty: 683.349487 Iteration 2F: 3 clusters Score -66605.07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -66706.335938 Penalty: 683.349487 Iteration 3F: 3 clusters Score -66706.34 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -66763.117188 Penalty: 683.349487 Iteration 4F: 3 clusters Score -66763.12 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -66792.179688 Penalty: 683.349487 Iteration 5Q: 3 clusters Score -66792.18 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -66813.343750 Penalty: 683.349487 Iteration 6Q: 3 clusters Score -66813.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -66827.875000 Penalty: 683.349487 Iteration 7Q: 3 clusters Score -66827.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -66843.656250 Penalty: 683.349487 Iteration 8Q: 3 clusters Score -66843.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -66860.054688 Penalty: 683.349487 Iteration 9Q: 3 clusters Score -66860.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -66878.757812 Penalty: 683.349487 Iteration 10Q: 3 clusters Score -66878.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -66898.835938 Penalty: 683.349487 Iteration 11Q: 3 clusters Score -66898.84 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -66921.500000 Penalty: 683.349487 Iteration 12Q: 3 clusters Score -66921.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -66947.570312 Penalty: 683.349487 Iteration 13Q: 3 clusters Score -66947.57 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -66992.500000 Penalty: 683.349487 Iteration 14Q: 3 clusters Score -66992.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -67035.718750 Penalty: 683.349487 Iteration 15Q: 3 clusters Score -67035.72 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -67088.835938 Penalty: 683.349487 Iteration 16Q: 3 clusters Score -67088.84 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -67135.765625 Penalty: 683.349487 Iteration 17Q: 3 clusters Score -67135.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -67168.851562 Penalty: 683.349487 Iteration 18Q: 3 clusters Score -67168.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -67192.843750 Penalty: 683.349487 Iteration 19Q: 3 clusters Score -67192.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -67202.835938 Penalty: 683.349487 Iteration 20F: 3 clusters Score -67202.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -67207.890625 Penalty: 683.349487 Iteration 21Q: 3 clusters Score -67207.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -67210.671875 Penalty: 683.349487 Iteration 22Q: 3 clusters Score -67210.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -67211.250000 Penalty: 683.349487 Iteration 23Q: 3 clusters Score -67211.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -67211.445312 Penalty: 683.349487 Iteration 24Q: 3 clusters Score -67211.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -67211.937500 Penalty: 683.349487 Iteration 25Q: 3 clusters Score -67211.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -67213.367188 Penalty: 683.349487 Iteration 26Q: 3 clusters Score -67213.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -67214.085938 Penalty: 683.349487 Iteration 27Q: 3 clusters Score -67214.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -67215.210938 Penalty: 683.349487 Iteration 28Q: 3 clusters Score -67215.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -67217.335938 Penalty: 683.349487 Iteration 29Q: 3 clusters Score -67217.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -67218.640625 Penalty: 683.349487 Iteration 30Q: 3 clusters Score -67218.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -67221.539062 Penalty: 683.349487 Iteration 31Q: 3 clusters Score -67221.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -67223.531250 Penalty: 683.349487 Iteration 32Q: 3 clusters Score -67223.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -67224.046875 Penalty: 683.349487 Iteration 33Q: 3 clusters Score -67224.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -67224.226562 Penalty: 683.349487 Iteration 34Q: 3 clusters Score -67224.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -67224.226562 Penalty: 683.349487 Iteration 35F: 3 clusters Score -67224.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Entering Unmasked Estep Score: -311279.656250 Penalty: 397.246399 Iteration 0F: 2 clusters Score -311279.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -307053.562500 Penalty: 794.492798 Iteration 0F: 3 clusters Score -307053.6 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -308662.750000 Penalty: 794.492798 Iteration 1F: 3 clusters Score -308662.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -308798.625000 Penalty: 794.492798 Iteration 2F: 3 clusters Score -308798.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -308916.843750 Penalty: 794.492798 Iteration 3Q: 3 clusters Score -308916.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -309048.218750 Penalty: 794.492798 Iteration 4Q: 3 clusters Score -309048.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -309168.718750 Penalty: 794.492798 Iteration 5Q: 3 clusters Score -309168.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -309299.531250 Penalty: 794.492798 Iteration 6Q: 3 clusters Score -309299.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -309446.093750 Penalty: 794.492798 Iteration 7Q: 3 clusters Score -309446.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -309626.437500 Penalty: 794.492798 Iteration 8Q: 3 clusters Score -309626.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -309810.968750 Penalty: 794.492798 Iteration 9Q: 3 clusters Score -309811 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -309962.250000 Penalty: 794.492798 Iteration 10Q: 3 clusters Score -309962.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -310047.531250 Penalty: 794.492798 Iteration 11Q: 3 clusters Score -310047.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -310101.875000 Penalty: 794.492798 Iteration 12Q: 3 clusters Score -310101.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -310144.343750 Penalty: 794.492798 Iteration 13Q: 3 clusters Score -310144.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -310189.031250 Penalty: 794.492798 Iteration 14Q: 3 clusters Score -310189 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -310245.750000 Penalty: 794.492798 Iteration 15Q: 3 clusters Score -310245.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -310314.406250 Penalty: 794.492798 Iteration 16Q: 3 clusters Score -310314.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -310397.812500 Penalty: 794.492798 Iteration 17Q: 3 clusters Score -310397.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -310467.281250 Penalty: 794.492798 Iteration 18Q: 3 clusters Score -310467.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -310508.656250 Penalty: 794.492798 Iteration 19Q: 3 clusters Score -310508.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -310553.468750 Penalty: 794.492798 Iteration 20F: 3 clusters Score -310553.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -310584.656250 Penalty: 794.492798 Iteration 21Q: 3 clusters Score -310584.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -310614.375000 Penalty: 794.492798 Iteration 22Q: 3 clusters Score -310614.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -310646.750000 Penalty: 794.492798 Iteration 23Q: 3 clusters Score -310646.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -310678.781250 Penalty: 794.492798 Iteration 24Q: 3 clusters Score -310678.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -310703.812500 Penalty: 794.492798 Iteration 25Q: 3 clusters Score -310703.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -310743.406250 Penalty: 794.492798 Iteration 26Q: 3 clusters Score -310743.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -310782.156250 Penalty: 794.492798 Iteration 27Q: 3 clusters Score -310782.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -310814.531250 Penalty: 794.492798 Iteration 28Q: 3 clusters Score -310814.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -310848.000000 Penalty: 794.492798 Iteration 29Q: 3 clusters Score -310848 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -310879.812500 Penalty: 794.492798 Iteration 30Q: 3 clusters Score -310879.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -310890.468750 Penalty: 794.492798 Iteration 31Q: 3 clusters Score -310890.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -310901.625000 Penalty: 794.492798 Iteration 32Q: 3 clusters Score -310901.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -310914.781250 Penalty: 794.492798 Iteration 33Q: 3 clusters Score -310914.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -310926.687500 Penalty: 794.492798 Iteration 34Q: 3 clusters Score -310926.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -310932.031250 Penalty: 794.492798 Iteration 35Q: 3 clusters Score -310932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -310933.406250 Penalty: 794.492798 Iteration 36Q: 3 clusters Score -310933.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -310936.093750 Penalty: 794.492798 Iteration 37Q: 3 clusters Score -310936.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -310938.250000 Penalty: 794.492798 Iteration 38Q: 3 clusters Score -310938.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -310941.656250 Penalty: 794.492798 Iteration 39Q: 3 clusters Score -310941.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -310946.093750 Penalty: 794.492798 Iteration 40F: 3 clusters Score -310946.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -310946.531250 Penalty: 794.492798 Iteration 41Q: 3 clusters Score -310946.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -310947.093750 Penalty: 794.492798 Iteration 42Q: 3 clusters Score -310947.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -310948.750000 Penalty: 794.492798 Iteration 43Q: 3 clusters Score -310948.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -310948.750000 Penalty: 794.492798 Iteration 44F: 3 clusters Score -310948.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -55409.289062 Penalty: 333.978516 Iteration 0F: 2 clusters Score -55409.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -54270.847656 Penalty: 667.957031 Iteration 0F: 3 clusters Score -54270.85 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -54732.347656 Penalty: 667.957031 Iteration 1F: 3 clusters Score -54732.35 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -54842.507812 Penalty: 667.957031 Iteration 2F: 3 clusters Score -54842.51 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -54927.683594 Penalty: 667.957031 Iteration 3F: 3 clusters Score -54927.68 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -54988.937500 Penalty: 667.957031 Iteration 4F: 3 clusters Score -54988.94 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -55047.558594 Penalty: 667.957031 Iteration 5Q: 3 clusters Score -55047.56 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -55083.917969 Penalty: 667.957031 Iteration 6Q: 3 clusters Score -55083.92 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -55116.300781 Penalty: 667.957031 Iteration 7Q: 3 clusters Score -55116.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -55139.082031 Penalty: 667.957031 Iteration 8Q: 3 clusters Score -55139.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -55148.441406 Penalty: 667.957031 Iteration 9Q: 3 clusters Score -55148.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -55156.726562 Penalty: 667.957031 Iteration 10Q: 3 clusters Score -55156.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -55160.750000 Penalty: 667.957031 Iteration 11Q: 3 clusters Score -55160.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -55164.890625 Penalty: 667.957031 Iteration 12Q: 3 clusters Score -55164.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -55168.863281 Penalty: 667.957031 Iteration 13Q: 3 clusters Score -55168.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -55174.332031 Penalty: 667.957031 Iteration 14Q: 3 clusters Score -55174.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -55180.054688 Penalty: 667.957031 Iteration 15Q: 3 clusters Score -55180.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -55183.742188 Penalty: 667.957031 Iteration 16Q: 3 clusters Score -55183.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -55189.894531 Penalty: 667.957031 Iteration 17Q: 3 clusters Score -55189.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -55198.445312 Penalty: 667.957031 Iteration 18Q: 3 clusters Score -55198.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -55214.265625 Penalty: 667.957031 Iteration 19Q: 3 clusters Score -55214.27 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -55233.964844 Penalty: 667.957031 Iteration 20F: 3 clusters Score -55233.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -55261.355469 Penalty: 667.957031 Iteration 21Q: 3 clusters Score -55261.36 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -55286.714844 Penalty: 667.957031 Iteration 22Q: 3 clusters Score -55286.71 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -55309.148438 Penalty: 667.957031 Iteration 23Q: 3 clusters Score -55309.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -55316.128906 Penalty: 667.957031 Iteration 24Q: 3 clusters Score -55316.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -55320.656250 Penalty: 667.957031 Iteration 25Q: 3 clusters Score -55320.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -55323.902344 Penalty: 667.957031 Iteration 26Q: 3 clusters Score -55323.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -55332.390625 Penalty: 667.957031 Iteration 27Q: 3 clusters Score -55332.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -55335.546875 Penalty: 667.957031 Iteration 28Q: 3 clusters Score -55335.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -55338.054688 Penalty: 667.957031 Iteration 29Q: 3 clusters Score -55338.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -55341.582031 Penalty: 667.957031 Iteration 30Q: 3 clusters Score -55341.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -55344.796875 Penalty: 667.957031 Iteration 31Q: 3 clusters Score -55344.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -55348.078125 Penalty: 667.957031 Iteration 32Q: 3 clusters Score -55348.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -55348.917969 Penalty: 667.957031 Iteration 33Q: 3 clusters Score -55348.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -55349.746094 Penalty: 667.957031 Iteration 34Q: 3 clusters Score -55349.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -55351.500000 Penalty: 667.957031 Iteration 35Q: 3 clusters Score -55351.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -55353.113281 Penalty: 667.957031 Iteration 36Q: 3 clusters Score -55353.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -55354.265625 Penalty: 667.957031 Iteration 37Q: 3 clusters Score -55354.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -55354.574219 Penalty: 667.957031 Iteration 38Q: 3 clusters Score -55354.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -55355.164062 Penalty: 667.957031 Iteration 39Q: 3 clusters Score -55355.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -55355.988281 Penalty: 667.957031 Iteration 40F: 3 clusters Score -55355.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -55356.218750 Penalty: 667.957031 Iteration 41Q: 3 clusters Score -55356.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -55356.218750 Penalty: 667.957031 Iteration 42F: 3 clusters Score -55356.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Entering Unmasked Estep Score: -211057.796875 Penalty: 383.030670 Iteration 0F: 2 clusters Score -211057.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -207951.140625 Penalty: 766.061340 Iteration 0F: 3 clusters Score -207951.1 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -209097.468750 Penalty: 766.061340 Iteration 1F: 3 clusters Score -209097.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -209262.781250 Penalty: 766.061340 Iteration 2F: 3 clusters Score -209262.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -209469.531250 Penalty: 766.061340 Iteration 3F: 3 clusters Score -209469.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -209659.062500 Penalty: 766.061340 Iteration 4F: 3 clusters Score -209659.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -209844.656250 Penalty: 766.061340 Iteration 5F: 3 clusters Score -209844.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -210011.656250 Penalty: 766.061340 Iteration 6Q: 3 clusters Score -210011.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -210127.453125 Penalty: 766.061340 Iteration 7Q: 3 clusters Score -210127.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -210195.593750 Penalty: 766.061340 Iteration 8Q: 3 clusters Score -210195.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -210236.203125 Penalty: 766.061340 Iteration 9Q: 3 clusters Score -210236.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -210266.203125 Penalty: 766.061340 Iteration 10Q: 3 clusters Score -210266.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -210280.125000 Penalty: 766.061340 Iteration 11Q: 3 clusters Score -210280.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -210291.593750 Penalty: 766.061340 Iteration 12Q: 3 clusters Score -210291.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -210303.218750 Penalty: 766.061340 Iteration 13Q: 3 clusters Score -210303.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -210321.515625 Penalty: 766.061340 Iteration 14Q: 3 clusters Score -210321.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -210335.656250 Penalty: 766.061340 Iteration 15Q: 3 clusters Score -210335.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -210348.281250 Penalty: 766.061340 Iteration 16Q: 3 clusters Score -210348.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -210365.859375 Penalty: 766.061340 Iteration 17Q: 3 clusters Score -210365.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -210387.453125 Penalty: 766.061340 Iteration 18Q: 3 clusters Score -210387.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -210410.234375 Penalty: 766.061340 Iteration 19Q: 3 clusters Score -210410.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -210438.328125 Penalty: 766.061340 Iteration 20F: 3 clusters Score -210438.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -210467.171875 Penalty: 766.061340 Iteration 21Q: 3 clusters Score -210467.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -210489.593750 Penalty: 766.061340 Iteration 22Q: 3 clusters Score -210489.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -210509.531250 Penalty: 766.061340 Iteration 23Q: 3 clusters Score -210509.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -210531.671875 Penalty: 766.061340 Iteration 24Q: 3 clusters Score -210531.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -210547.906250 Penalty: 766.061340 Iteration 25Q: 3 clusters Score -210547.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -210560.343750 Penalty: 766.061340 Iteration 26Q: 3 clusters Score -210560.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -210571.781250 Penalty: 766.061340 Iteration 27Q: 3 clusters Score -210571.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -210582.140625 Penalty: 766.061340 Iteration 28Q: 3 clusters Score -210582.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -210588.828125 Penalty: 766.061340 Iteration 29Q: 3 clusters Score -210588.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -210595.578125 Penalty: 766.061340 Iteration 30Q: 3 clusters Score -210595.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -210603.109375 Penalty: 766.061340 Iteration 31Q: 3 clusters Score -210603.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -210614.640625 Penalty: 766.061340 Iteration 32Q: 3 clusters Score -210614.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -210627.500000 Penalty: 766.061340 Iteration 33Q: 3 clusters Score -210627.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -210632.968750 Penalty: 766.061340 Iteration 34Q: 3 clusters Score -210633 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -210637.015625 Penalty: 766.061340 Iteration 35Q: 3 clusters Score -210637 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -210642.796875 Penalty: 766.061340 Iteration 36Q: 3 clusters Score -210642.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -210649.125000 Penalty: 766.061340 Iteration 37Q: 3 clusters Score -210649.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -210659.750000 Penalty: 766.061340 Iteration 38Q: 3 clusters Score -210659.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -210673.906250 Penalty: 766.061340 Iteration 39Q: 3 clusters Score -210673.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -210691.531250 Penalty: 766.061340 Iteration 40F: 3 clusters Score -210691.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -210705.562500 Penalty: 766.061340 Iteration 41Q: 3 clusters Score -210705.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -210712.640625 Penalty: 766.061340 Iteration 42Q: 3 clusters Score -210712.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -210718.937500 Penalty: 766.061340 Iteration 43Q: 3 clusters Score -210718.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -210723.859375 Penalty: 766.061340 Iteration 44Q: 3 clusters Score -210723.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -210724.828125 Penalty: 766.061340 Iteration 45Q: 3 clusters Score -210724.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -210727.796875 Penalty: 766.061340 Iteration 46Q: 3 clusters Score -210727.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -210730.156250 Penalty: 766.061340 Iteration 47Q: 3 clusters Score -210730.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -210732.125000 Penalty: 766.061340 Iteration 48Q: 3 clusters Score -210732.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -210733.218750 Penalty: 766.061340 Iteration 49Q: 3 clusters Score -210733.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -210733.703125 Penalty: 766.061340 Iteration 50Q: 3 clusters Score -210733.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -210733.875000 Penalty: 766.061340 Iteration 51Q: 3 clusters Score -210733.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -210734.218750 Penalty: 766.061340 Iteration 52Q: 3 clusters Score -210734.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -210734.218750 Penalty: 766.061340 Iteration 53F: 3 clusters Score -210734.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Entering Unmasked Estep Score: -131152.593750 Penalty: 373.436798 Iteration 0F: 2 clusters Score -131152.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -128671.578125 Penalty: 746.873596 Iteration 0F: 3 clusters Score -128671.6 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -129611.976562 Penalty: 746.873596 Iteration 1F: 3 clusters Score -129612 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -129825.710938 Penalty: 746.873596 Iteration 2F: 3 clusters Score -129825.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -130022.921875 Penalty: 746.873596 Iteration 3F: 3 clusters Score -130022.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -130150.656250 Penalty: 746.873596 Iteration 4F: 3 clusters Score -130150.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -130272.945312 Penalty: 746.873596 Iteration 5Q: 3 clusters Score -130272.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -130375.242188 Penalty: 746.873596 Iteration 6Q: 3 clusters Score -130375.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -130476.203125 Penalty: 746.873596 Iteration 7Q: 3 clusters Score -130476.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -130610.500000 Penalty: 746.873596 Iteration 8Q: 3 clusters Score -130610.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -130715.343750 Penalty: 746.873596 Iteration 9Q: 3 clusters Score -130715.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -130784.085938 Penalty: 746.873596 Iteration 10Q: 3 clusters Score -130784.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -130824.632812 Penalty: 746.873596 Iteration 11Q: 3 clusters Score -130824.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -130857.164062 Penalty: 746.873596 Iteration 12Q: 3 clusters Score -130857.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -130877.679688 Penalty: 746.873596 Iteration 13Q: 3 clusters Score -130877.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -130890.140625 Penalty: 746.873596 Iteration 14Q: 3 clusters Score -130890.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -130900.117188 Penalty: 746.873596 Iteration 15Q: 3 clusters Score -130900.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -130909.718750 Penalty: 746.873596 Iteration 16Q: 3 clusters Score -130909.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -130917.148438 Penalty: 746.873596 Iteration 17Q: 3 clusters Score -130917.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -130920.234375 Penalty: 746.873596 Iteration 18Q: 3 clusters Score -130920.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -130922.828125 Penalty: 746.873596 Iteration 19Q: 3 clusters Score -130922.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -130927.171875 Penalty: 746.873596 Iteration 20F: 3 clusters Score -130927.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -130931.226562 Penalty: 746.873596 Iteration 21Q: 3 clusters Score -130931.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -130935.484375 Penalty: 746.873596 Iteration 22Q: 3 clusters Score -130935.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -130936.984375 Penalty: 746.873596 Iteration 23Q: 3 clusters Score -130937 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -130937.406250 Penalty: 746.873596 Iteration 24Q: 3 clusters Score -130937.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -130938.132812 Penalty: 746.873596 Iteration 25Q: 3 clusters Score -130938.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -130939.015625 Penalty: 746.873596 Iteration 26Q: 3 clusters Score -130939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -130939.250000 Penalty: 746.873596 Iteration 27Q: 3 clusters Score -130939.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -130939.820312 Penalty: 746.873596 Iteration 28Q: 3 clusters Score -130939.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -130941.695312 Penalty: 746.873596 Iteration 29Q: 3 clusters Score -130941.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -130942.835938 Penalty: 746.873596 Iteration 30Q: 3 clusters Score -130942.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -130946.835938 Penalty: 746.873596 Iteration 31Q: 3 clusters Score -130946.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -130949.929688 Penalty: 746.873596 Iteration 32Q: 3 clusters Score -130949.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -130954.734375 Penalty: 746.873596 Iteration 33Q: 3 clusters Score -130954.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -130960.359375 Penalty: 746.873596 Iteration 34Q: 3 clusters Score -130960.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -130962.703125 Penalty: 746.873596 Iteration 35Q: 3 clusters Score -130962.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -130964.632812 Penalty: 746.873596 Iteration 36Q: 3 clusters Score -130964.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -130966.046875 Penalty: 746.873596 Iteration 37Q: 3 clusters Score -130966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -130968.671875 Penalty: 746.873596 Iteration 38Q: 3 clusters Score -130968.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -130970.085938 Penalty: 746.873596 Iteration 39Q: 3 clusters Score -130970.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -130970.625000 Penalty: 746.873596 Iteration 40F: 3 clusters Score -130970.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Entering Unmasked Estep Score: -193124.531250 Penalty: 388.397614 Iteration 0F: 2 clusters Score -193124.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -189691.625000 Penalty: 776.795227 Iteration 0F: 3 clusters Score -189691.6 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -191212.531250 Penalty: 776.795227 Iteration 1F: 3 clusters Score -191212.5 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -191510.718750 Penalty: 776.795227 Iteration 2F: 3 clusters Score -191510.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -191771.859375 Penalty: 776.795227 Iteration 3F: 3 clusters Score -191771.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -191985.171875 Penalty: 776.795227 Iteration 4F: 3 clusters Score -191985.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -192141.890625 Penalty: 776.795227 Iteration 5Q: 3 clusters Score -192141.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -192233.843750 Penalty: 776.795227 Iteration 6Q: 3 clusters Score -192233.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -192294.218750 Penalty: 776.795227 Iteration 7Q: 3 clusters Score -192294.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -192338.812500 Penalty: 776.795227 Iteration 8Q: 3 clusters Score -192338.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -192381.703125 Penalty: 776.795227 Iteration 9Q: 3 clusters Score -192381.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -192428.265625 Penalty: 776.795227 Iteration 10Q: 3 clusters Score -192428.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -192467.968750 Penalty: 776.795227 Iteration 11Q: 3 clusters Score -192468 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -192494.484375 Penalty: 776.795227 Iteration 12Q: 3 clusters Score -192494.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -192520.046875 Penalty: 776.795227 Iteration 13Q: 3 clusters Score -192520 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -192540.234375 Penalty: 776.795227 Iteration 14Q: 3 clusters Score -192540.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -192558.203125 Penalty: 776.795227 Iteration 15Q: 3 clusters Score -192558.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -192571.656250 Penalty: 776.795227 Iteration 16Q: 3 clusters Score -192571.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -192585.609375 Penalty: 776.795227 Iteration 17Q: 3 clusters Score -192585.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -192596.046875 Penalty: 776.795227 Iteration 18Q: 3 clusters Score -192596 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -192607.890625 Penalty: 776.795227 Iteration 19Q: 3 clusters Score -192607.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -192617.343750 Penalty: 776.795227 Iteration 20F: 3 clusters Score -192617.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -192623.765625 Penalty: 776.795227 Iteration 21Q: 3 clusters Score -192623.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -192629.500000 Penalty: 776.795227 Iteration 22Q: 3 clusters Score -192629.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -192635.515625 Penalty: 776.795227 Iteration 23Q: 3 clusters Score -192635.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -192641.109375 Penalty: 776.795227 Iteration 24Q: 3 clusters Score -192641.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -192648.453125 Penalty: 776.795227 Iteration 25Q: 3 clusters Score -192648.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -192654.531250 Penalty: 776.795227 Iteration 26Q: 3 clusters Score -192654.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -192659.359375 Penalty: 776.795227 Iteration 27Q: 3 clusters Score -192659.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -192663.609375 Penalty: 776.795227 Iteration 28Q: 3 clusters Score -192663.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -192667.968750 Penalty: 776.795227 Iteration 29Q: 3 clusters Score -192668 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -192671.187500 Penalty: 776.795227 Iteration 30Q: 3 clusters Score -192671.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -192672.984375 Penalty: 776.795227 Iteration 31Q: 3 clusters Score -192673 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -192674.250000 Penalty: 776.795227 Iteration 32Q: 3 clusters Score -192674.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -192677.812500 Penalty: 776.795227 Iteration 33Q: 3 clusters Score -192677.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -192680.468750 Penalty: 776.795227 Iteration 34Q: 3 clusters Score -192680.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -192683.312500 Penalty: 776.795227 Iteration 35Q: 3 clusters Score -192683.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -192687.140625 Penalty: 776.795227 Iteration 36Q: 3 clusters Score -192687.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -192690.671875 Penalty: 776.795227 Iteration 37Q: 3 clusters Score -192690.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -192696.390625 Penalty: 776.795227 Iteration 38Q: 3 clusters Score -192696.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -192700.921875 Penalty: 776.795227 Iteration 39Q: 3 clusters Score -192700.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -192708.093750 Penalty: 776.795227 Iteration 40F: 3 clusters Score -192708.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -192713.390625 Penalty: 776.795227 Iteration 41Q: 3 clusters Score -192713.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -192717.109375 Penalty: 776.795227 Iteration 42Q: 3 clusters Score -192717.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -192721.078125 Penalty: 776.795227 Iteration 43Q: 3 clusters Score -192721.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -192725.671875 Penalty: 776.795227 Iteration 44Q: 3 clusters Score -192725.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -192728.390625 Penalty: 776.795227 Iteration 45Q: 3 clusters Score -192728.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -192729.265625 Penalty: 776.795227 Iteration 46Q: 3 clusters Score -192729.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -192730.000000 Penalty: 776.795227 Iteration 47Q: 3 clusters Score -192730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -192731.171875 Penalty: 776.795227 Iteration 48Q: 3 clusters Score -192731.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -192731.171875 Penalty: 776.795227 Iteration 49Q: 3 clusters Score -192731.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -192731.937500 Penalty: 776.795227 Iteration 50Q: 3 clusters Score -192731.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -192732.078125 Penalty: 776.795227 Iteration 51Q: 3 clusters Score -192732.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -192732.359375 Penalty: 776.795227 Iteration 52Q: 3 clusters Score -192732.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -192732.078125 Penalty: 776.795227 Iteration 53Q: 3 clusters Score -192732.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -192732.078125 Penalty: 776.795227 Iteration 54F: 3 clusters Score -192732.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (80941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80941 members Entering Unmasked Estep Score: -3705159.250000 Penalty: 514.217163 Iteration 0F: 2 clusters Score -3705159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40672 members Mstep: Class 2 contains 40269 members Entering Unmasked Estep Score: -3650870.000000 Penalty: 1028.434326 Iteration 0F: 3 clusters Score -3650870 nChanged 39278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42590 members Mstep: Class 2 contains 38351 members Entering Unmasked Estep Score: -3677386.000000 Penalty: 1028.434326 Iteration 1F: 3 clusters Score -3677386 nChanged 4528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43684 members Mstep: Class 2 contains 37257 members Entering Unmasked Estep Score: -3680208.000000 Penalty: 1028.434326 Iteration 2F: 3 clusters Score -3680208 nChanged 5047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45171 members Mstep: Class 2 contains 35770 members Entering Unmasked Estep Score: -3683843.750000 Penalty: 1028.434326 Iteration 3F: 3 clusters Score -3683844 nChanged 5233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46798 members Mstep: Class 2 contains 34143 members Entering Unmasked Estep Score: -3687393.250000 Penalty: 1028.434326 Iteration 4F: 3 clusters Score -3687393 nChanged 4563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48353 members Mstep: Class 2 contains 32588 members Entering Unmasked Estep Score: -3690082.250000 Penalty: 1028.434326 Iteration 5F: 3 clusters Score -3690082 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49685 members Mstep: Class 2 contains 31256 members Entering Unmasked Estep Score: -3691495.250000 Penalty: 1028.434326 Iteration 6Q: 3 clusters Score -3691495 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50854 members Mstep: Class 2 contains 30087 members Entering Unmasked Estep Score: -3692168.000000 Penalty: 1028.434326 Iteration 7Q: 3 clusters Score -3692168 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52017 members Mstep: Class 2 contains 28924 members Entering Unmasked Estep Score: -3692593.500000 Penalty: 1028.434326 Iteration 8Q: 3 clusters Score -3692594 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53260 members Mstep: Class 2 contains 27681 members Entering Unmasked Estep Score: -3692935.250000 Penalty: 1028.434326 Iteration 9Q: 3 clusters Score -3692935 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54594 members Mstep: Class 2 contains 26347 members Entering Unmasked Estep Score: -3693298.500000 Penalty: 1028.434326 Iteration 10Q: 3 clusters Score -3693298 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56012 members Mstep: Class 2 contains 24929 members Entering Unmasked Estep Score: -3693728.500000 Penalty: 1028.434326 Iteration 11Q: 3 clusters Score -3693728 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57509 members Mstep: Class 2 contains 23432 members Entering Unmasked Estep Score: -3694177.250000 Penalty: 1028.434326 Iteration 12Q: 3 clusters Score -3694177 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59061 members Mstep: Class 2 contains 21880 members Entering Unmasked Estep Score: -3694691.500000 Penalty: 1028.434326 Iteration 13Q: 3 clusters Score -3694692 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60677 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -3695253.500000 Penalty: 1028.434326 Iteration 14Q: 3 clusters Score -3695254 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62295 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -3695883.500000 Penalty: 1028.434326 Iteration 15Q: 3 clusters Score -3695884 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63959 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -3696529.250000 Penalty: 1028.434326 Iteration 16Q: 3 clusters Score -3696529 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65617 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -3697193.500000 Penalty: 1028.434326 Iteration 17Q: 3 clusters Score -3697194 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67255 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -3697944.000000 Penalty: 1028.434326 Iteration 18Q: 3 clusters Score -3697944 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68784 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -3698679.000000 Penalty: 1028.434326 Iteration 19Q: 3 clusters Score -3698679 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70263 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -3699376.500000 Penalty: 1028.434326 Iteration 20F: 3 clusters Score -3699376 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71615 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -3700071.500000 Penalty: 1028.434326 Iteration 21Q: 3 clusters Score -3700072 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72876 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -3700707.500000 Penalty: 1028.434326 Iteration 22Q: 3 clusters Score -3700708 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74107 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -3701405.000000 Penalty: 1028.434326 Iteration 23Q: 3 clusters Score -3701405 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75225 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -3702016.000000 Penalty: 1028.434326 Iteration 24Q: 3 clusters Score -3702016 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76218 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -3702576.750000 Penalty: 1028.434326 Iteration 25Q: 3 clusters Score -3702577 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77075 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -3703039.000000 Penalty: 1028.434326 Iteration 26Q: 3 clusters Score -3703039 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77829 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -3703451.250000 Penalty: 1028.434326 Iteration 27Q: 3 clusters Score -3703451 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78432 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -3703753.750000 Penalty: 1028.434326 Iteration 28Q: 3 clusters Score -3703754 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78924 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -3704008.750000 Penalty: 1028.434326 Iteration 29Q: 3 clusters Score -3704009 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79341 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3704236.000000 Penalty: 1028.434326 Iteration 30Q: 3 clusters Score -3704236 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79662 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -3704419.000000 Penalty: 1028.434326 Iteration 31Q: 3 clusters Score -3704419 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79890 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -3704527.500000 Penalty: 1028.434326 Iteration 32Q: 3 clusters Score -3704528 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80043 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -3704594.500000 Penalty: 1028.434326 Iteration 33Q: 3 clusters Score -3704594 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80163 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -3704645.250000 Penalty: 1028.434326 Iteration 34Q: 3 clusters Score -3704645 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80267 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -3704694.250000 Penalty: 1028.434326 Iteration 35Q: 3 clusters Score -3704694 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80341 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -3704723.250000 Penalty: 1028.434326 Iteration 36Q: 3 clusters Score -3704723 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80390 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -3704739.750000 Penalty: 1028.434326 Iteration 37Q: 3 clusters Score -3704740 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80425 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -3704756.250000 Penalty: 1028.434326 Iteration 38Q: 3 clusters Score -3704756 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80450 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -3704768.500000 Penalty: 1028.434326 Iteration 39Q: 3 clusters Score -3704768 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80478 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -3704774.250000 Penalty: 1028.434326 Iteration 40F: 3 clusters Score -3704774 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80494 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -3704783.500000 Penalty: 1028.434326 Iteration 41Q: 3 clusters Score -3704784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80511 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3704784.250000 Penalty: 1028.434326 Iteration 42Q: 3 clusters Score -3704784 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80531 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -3704788.750000 Penalty: 1028.434326 Iteration 43Q: 3 clusters Score -3704789 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80546 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -3704798.750000 Penalty: 1028.434326 Iteration 44Q: 3 clusters Score -3704799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80550 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -3704804.000000 Penalty: 1028.434326 Iteration 45Q: 3 clusters Score -3704804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80552 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -3704806.250000 Penalty: 1028.434326 Iteration 46Q: 3 clusters Score -3704806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80555 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -3704804.250000 Penalty: 1028.434326 Iteration 47Q: 3 clusters Score -3704804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80559 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -3704807.250000 Penalty: 1028.434326 Iteration 48Q: 3 clusters Score -3704807 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80564 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -3704807.500000 Penalty: 1028.434326 Iteration 49Q: 3 clusters Score -3704808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80564 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -3704809.250000 Penalty: 1028.434326 Iteration 50Q: 3 clusters Score -3704809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80566 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -3704811.250000 Penalty: 1028.434326 Iteration 51Q: 3 clusters Score -3704811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80570 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -3704811.750000 Penalty: 1028.434326 Iteration 52Q: 3 clusters Score -3704812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80574 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -3704812.500000 Penalty: 1028.434326 Iteration 53Q: 3 clusters Score -3704812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80576 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -3704813.500000 Penalty: 1028.434326 Iteration 54Q: 3 clusters Score -3704814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80579 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -3704814.500000 Penalty: 1028.434326 Iteration 55Q: 3 clusters Score -3704814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80582 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -3704815.500000 Penalty: 1028.434326 Iteration 56Q: 3 clusters Score -3704816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80586 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -3704812.000000 Penalty: 1028.434326 Iteration 57Q: 3 clusters Score -3704812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80588 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -3704816.500000 Penalty: 1028.434326 Iteration 58Q: 3 clusters Score -3704816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80591 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -3704813.750000 Penalty: 1028.434326 Iteration 59Q: 3 clusters Score -3704814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80591 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -3704813.750000 Penalty: 1028.434326 Iteration 60F: 3 clusters Score -3704814 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Entering Unmasked Estep Score: -123907.398438 Penalty: 356.012268 Iteration 0F: 2 clusters Score -123907.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -122143.507812 Penalty: 712.024536 Iteration 0F: 3 clusters Score -122143.5 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -122781.789062 Penalty: 712.024536 Iteration 1F: 3 clusters Score -122781.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -122904.601562 Penalty: 712.024536 Iteration 2F: 3 clusters Score -122904.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -123010.757812 Penalty: 712.024536 Iteration 3F: 3 clusters Score -123010.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -123103.421875 Penalty: 712.024536 Iteration 4F: 3 clusters Score -123103.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -123197.890625 Penalty: 712.024536 Iteration 5F: 3 clusters Score -123197.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -123268.414062 Penalty: 712.024536 Iteration 6Q: 3 clusters Score -123268.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -123340.890625 Penalty: 712.024536 Iteration 7Q: 3 clusters Score -123340.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -123398.609375 Penalty: 712.024536 Iteration 8Q: 3 clusters Score -123398.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -123432.429688 Penalty: 712.024536 Iteration 9Q: 3 clusters Score -123432.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -123456.656250 Penalty: 712.024536 Iteration 10Q: 3 clusters Score -123456.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -123477.132812 Penalty: 712.024536 Iteration 11Q: 3 clusters Score -123477.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -123496.429688 Penalty: 712.024536 Iteration 12Q: 3 clusters Score -123496.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -123509.507812 Penalty: 712.024536 Iteration 13Q: 3 clusters Score -123509.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -123519.187500 Penalty: 712.024536 Iteration 14Q: 3 clusters Score -123519.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -123528.039062 Penalty: 712.024536 Iteration 15Q: 3 clusters Score -123528 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -123537.070312 Penalty: 712.024536 Iteration 16Q: 3 clusters Score -123537.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -123544.843750 Penalty: 712.024536 Iteration 17Q: 3 clusters Score -123544.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -123553.593750 Penalty: 712.024536 Iteration 18Q: 3 clusters Score -123553.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -123559.781250 Penalty: 712.024536 Iteration 19Q: 3 clusters Score -123559.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -123561.320312 Penalty: 712.024536 Iteration 20F: 3 clusters Score -123561.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -123563.367188 Penalty: 712.024536 Iteration 21Q: 3 clusters Score -123563.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -123565.359375 Penalty: 712.024536 Iteration 22Q: 3 clusters Score -123565.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -123567.125000 Penalty: 712.024536 Iteration 23Q: 3 clusters Score -123567.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -123569.664062 Penalty: 712.024536 Iteration 24Q: 3 clusters Score -123569.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -123572.093750 Penalty: 712.024536 Iteration 25Q: 3 clusters Score -123572.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -123572.929688 Penalty: 712.024536 Iteration 26Q: 3 clusters Score -123572.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -123573.632812 Penalty: 712.024536 Iteration 27Q: 3 clusters Score -123573.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -123573.820312 Penalty: 712.024536 Iteration 28Q: 3 clusters Score -123573.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -123573.859375 Penalty: 712.024536 Iteration 29Q: 3 clusters Score -123573.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -123573.859375 Penalty: 712.024536 Iteration 30F: 3 clusters Score -123573.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Entering Unmasked Estep Score: -20335.880859 Penalty: 283.217407 Iteration 0F: 2 clusters Score -20335.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -19825.496094 Penalty: 566.434814 Iteration 0F: 3 clusters Score -19825.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -19962.869141 Penalty: 566.434814 Iteration 1F: 3 clusters Score -19962.87 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20000.630859 Penalty: 566.434814 Iteration 2F: 3 clusters Score -20000.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -20020.859375 Penalty: 566.434814 Iteration 3F: 3 clusters Score -20020.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -20032.216797 Penalty: 566.434814 Iteration 4Q: 3 clusters Score -20032.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -20043.240234 Penalty: 566.434814 Iteration 5Q: 3 clusters Score -20043.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -20048.798828 Penalty: 566.434814 Iteration 6Q: 3 clusters Score -20048.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -20051.238281 Penalty: 566.434814 Iteration 7Q: 3 clusters Score -20051.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -20052.699219 Penalty: 566.434814 Iteration 8Q: 3 clusters Score -20052.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -20054.082031 Penalty: 566.434814 Iteration 9Q: 3 clusters Score -20054.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -20054.156250 Penalty: 566.434814 Iteration 10Q: 3 clusters Score -20054.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -20054.156250 Penalty: 566.434814 Iteration 11F: 3 clusters Score -20054.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Entering Unmasked Estep Score: -135570.921875 Penalty: 360.330719 Iteration 0F: 2 clusters Score -135570.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -133637.000000 Penalty: 720.661438 Iteration 0F: 3 clusters Score -133637 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -134424.843750 Penalty: 720.661438 Iteration 1F: 3 clusters Score -134424.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -134570.515625 Penalty: 720.661438 Iteration 2F: 3 clusters Score -134570.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -134695.609375 Penalty: 720.661438 Iteration 3F: 3 clusters Score -134695.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -134820.625000 Penalty: 720.661438 Iteration 4F: 3 clusters Score -134820.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -134927.468750 Penalty: 720.661438 Iteration 5F: 3 clusters Score -134927.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -135012.828125 Penalty: 720.661438 Iteration 6F: 3 clusters Score -135012.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -135070.968750 Penalty: 720.661438 Iteration 7Q: 3 clusters Score -135071 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -135104.625000 Penalty: 720.661438 Iteration 8Q: 3 clusters Score -135104.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -135131.515625 Penalty: 720.661438 Iteration 9Q: 3 clusters Score -135131.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -135152.937500 Penalty: 720.661438 Iteration 10Q: 3 clusters Score -135152.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -135169.531250 Penalty: 720.661438 Iteration 11Q: 3 clusters Score -135169.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -135183.953125 Penalty: 720.661438 Iteration 12Q: 3 clusters Score -135184 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -135189.421875 Penalty: 720.661438 Iteration 13Q: 3 clusters Score -135189.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -135194.687500 Penalty: 720.661438 Iteration 14Q: 3 clusters Score -135194.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -135198.718750 Penalty: 720.661438 Iteration 15Q: 3 clusters Score -135198.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -135204.953125 Penalty: 720.661438 Iteration 16Q: 3 clusters Score -135205 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -135215.437500 Penalty: 720.661438 Iteration 17Q: 3 clusters Score -135215.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -135225.718750 Penalty: 720.661438 Iteration 18Q: 3 clusters Score -135225.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -135238.937500 Penalty: 720.661438 Iteration 19Q: 3 clusters Score -135238.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -135247.921875 Penalty: 720.661438 Iteration 20F: 3 clusters Score -135247.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -135253.546875 Penalty: 720.661438 Iteration 21Q: 3 clusters Score -135253.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -135259.250000 Penalty: 720.661438 Iteration 22Q: 3 clusters Score -135259.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -135267.031250 Penalty: 720.661438 Iteration 23Q: 3 clusters Score -135267 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -135276.390625 Penalty: 720.661438 Iteration 24Q: 3 clusters Score -135276.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -135283.937500 Penalty: 720.661438 Iteration 25Q: 3 clusters Score -135283.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -135290.015625 Penalty: 720.661438 Iteration 26Q: 3 clusters Score -135290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -135293.765625 Penalty: 720.661438 Iteration 27Q: 3 clusters Score -135293.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -135297.890625 Penalty: 720.661438 Iteration 28Q: 3 clusters Score -135297.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -135305.421875 Penalty: 720.661438 Iteration 29Q: 3 clusters Score -135305.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -135309.250000 Penalty: 720.661438 Iteration 30Q: 3 clusters Score -135309.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -135313.421875 Penalty: 720.661438 Iteration 31Q: 3 clusters Score -135313.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -135317.796875 Penalty: 720.661438 Iteration 32Q: 3 clusters Score -135317.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -135321.031250 Penalty: 720.661438 Iteration 33Q: 3 clusters Score -135321 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -135325.562500 Penalty: 720.661438 Iteration 34Q: 3 clusters Score -135325.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -135328.562500 Penalty: 720.661438 Iteration 35Q: 3 clusters Score -135328.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -135333.078125 Penalty: 720.661438 Iteration 36Q: 3 clusters Score -135333.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -135337.203125 Penalty: 720.661438 Iteration 37Q: 3 clusters Score -135337.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -135340.906250 Penalty: 720.661438 Iteration 38Q: 3 clusters Score -135340.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -135344.015625 Penalty: 720.661438 Iteration 39Q: 3 clusters Score -135344 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -135349.750000 Penalty: 720.661438 Iteration 40F: 3 clusters Score -135349.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -135356.515625 Penalty: 720.661438 Iteration 41Q: 3 clusters Score -135356.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -135359.734375 Penalty: 720.661438 Iteration 42Q: 3 clusters Score -135359.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -135361.640625 Penalty: 720.661438 Iteration 43Q: 3 clusters Score -135361.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -135363.437500 Penalty: 720.661438 Iteration 44Q: 3 clusters Score -135363.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -135365.156250 Penalty: 720.661438 Iteration 45Q: 3 clusters Score -135365.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -135366.062500 Penalty: 720.661438 Iteration 46Q: 3 clusters Score -135366.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -135367.421875 Penalty: 720.661438 Iteration 47Q: 3 clusters Score -135367.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -135368.062500 Penalty: 720.661438 Iteration 48Q: 3 clusters Score -135368.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -135368.765625 Penalty: 720.661438 Iteration 49Q: 3 clusters Score -135368.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -135369.718750 Penalty: 720.661438 Iteration 50Q: 3 clusters Score -135369.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -135370.218750 Penalty: 720.661438 Iteration 51Q: 3 clusters Score -135370.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -135370.984375 Penalty: 720.661438 Iteration 52Q: 3 clusters Score -135371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -135371.406250 Penalty: 720.661438 Iteration 53Q: 3 clusters Score -135371.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -135372.656250 Penalty: 720.661438 Iteration 54Q: 3 clusters Score -135372.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -135373.078125 Penalty: 720.661438 Iteration 55Q: 3 clusters Score -135373.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -135373.843750 Penalty: 720.661438 Iteration 56Q: 3 clusters Score -135373.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -135375.718750 Penalty: 720.661438 Iteration 57Q: 3 clusters Score -135375.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -135376.750000 Penalty: 720.661438 Iteration 58Q: 3 clusters Score -135376.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -135376.937500 Penalty: 720.661438 Iteration 59Q: 3 clusters Score -135376.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -135376.796875 Penalty: 720.661438 Iteration 60F: 3 clusters Score -135376.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -135376.953125 Penalty: 720.661438 Iteration 61Q: 3 clusters Score -135377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -135377.046875 Penalty: 720.661438 Iteration 62Q: 3 clusters Score -135377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -135377.359375 Penalty: 720.661438 Iteration 63Q: 3 clusters Score -135377.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -135377.359375 Penalty: 720.661438 Iteration 64F: 3 clusters Score -135377.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2354 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80941 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2750 members Entering Unmasked Estep ConsiderDeletion Score: -8693884.000000 Penalty: 16139.112305 Iteration 239Q: 30 clusters Score -8693884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2354 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80938 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2753 members Entering Unmasked Estep ConsiderDeletion Score: -8693882.000000 Penalty: 16139.112305 Iteration 240F: 30 clusters Score -8693882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2356 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80933 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2756 members Entering Unmasked Estep ConsiderDeletion Score: -8693873.000000 Penalty: 16139.112305 Iteration 241Q: 30 clusters Score -8693873 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2360 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80926 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2759 members Entering Unmasked Estep ConsiderDeletion Score: -8693873.000000 Penalty: 16139.112305 Iteration 242Q: 30 clusters Score -8693873 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6190 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80921 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2760 members Entering Unmasked Estep ConsiderDeletion Score: -8693875.000000 Penalty: 16139.112305 Iteration 243Q: 30 clusters Score -8693875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6191 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80916 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2761 members Entering Unmasked Estep ConsiderDeletion Score: -8693873.000000 Penalty: 16139.112305 Iteration 244Q: 30 clusters Score -8693873 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6192 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5099 members Mstep: Class 26 contains 80910 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2766 members Entering Unmasked Estep ConsiderDeletion Score: -8693866.000000 Penalty: 16139.112305 Iteration 245Q: 30 clusters Score -8693866 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17714 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6194 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5099 members Mstep: Class 26 contains 80906 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2770 members Entering Unmasked Estep ConsiderDeletion Score: -8693869.000000 Penalty: 16139.112305 Iteration 246Q: 30 clusters Score -8693869 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3651 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1456 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6193 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5100 members Mstep: Class 26 contains 80899 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2777 members Entering Unmasked Estep ConsiderDeletion Score: -8693876.000000 Penalty: 16139.112305 Iteration 247Q: 30 clusters Score -8693876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3650 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1457 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6194 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3668 members Mstep: Class 25 contains 5100 members Mstep: Class 26 contains 80888 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2787 members Entering Unmasked Estep ConsiderDeletion Score: -8693886.000000 Penalty: 16139.112305 Iteration 248Q: 30 clusters Score -8693886 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17716 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3649 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2369 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1458 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6194 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3669 members Mstep: Class 25 contains 5100 members Mstep: Class 26 contains 80875 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2796 members Entering Unmasked Estep ConsiderDeletion Score: -8693883.000000 Penalty: 16139.112305 Iteration 249Q: 30 clusters Score -8693883 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17715 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3650 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2369 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6194 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3669 members Mstep: Class 25 contains 5100 members Mstep: Class 26 contains 80861 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2808 members Entering Unmasked Estep ConsiderDeletion Score: -8693881.000000 Penalty: 16139.112305 Iteration 250Q: 30 clusters Score -8693881 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17716 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3651 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2371 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6193 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3669 members Mstep: Class 25 contains 5099 members Mstep: Class 26 contains 80848 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2818 members Entering Unmasked Estep ConsiderDeletion Score: -8693880.000000 Penalty: 16139.112305 Iteration 251Q: 30 clusters Score -8693880 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17717 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3649 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2371 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6191 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80842 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2827 members Entering Unmasked Estep ConsiderDeletion Score: -8693877.000000 Penalty: 16139.112305 Iteration 252Q: 30 clusters Score -8693877 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17718 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3649 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2373 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5098 members Mstep: Class 26 contains 80835 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8693882.000000 Penalty: 16139.112305 Iteration 253Q: 30 clusters Score -8693882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17719 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3650 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2375 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80831 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -8693874.000000 Penalty: 16139.112305 Iteration 254Q: 30 clusters Score -8693874 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17719 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2376 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80821 members Mstep: Class 27 contains 2501 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2843 members Entering Unmasked Estep ConsiderDeletion Score: -8693879.000000 Penalty: 16139.112305 Iteration 255Q: 30 clusters Score -8693879 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5355 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2380 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80816 members Mstep: Class 27 contains 2500 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2845 members Entering Unmasked Estep ConsiderDeletion Score: -8693886.000000 Penalty: 16139.112305 Iteration 256Q: 30 clusters Score -8693886 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5353 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2387 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 80802 members Mstep: Class 27 contains 2498 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2857 members Entering Unmasked Estep ConsiderDeletion Score: -8693891.000000 Penalty: 16139.112305 Iteration 257Q: 30 clusters Score -8693891 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5351 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2392 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5095 members Mstep: Class 26 contains 80794 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2864 members Entering Unmasked Estep ConsiderDeletion Score: -8693898.000000 Penalty: 16139.112305 Iteration 258Q: 30 clusters Score -8693898 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5349 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3652 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2398 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5095 members Mstep: Class 26 contains 80783 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -8693899.000000 Penalty: 16139.112305 Iteration 259Q: 30 clusters Score -8693899 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5347 members Mstep: Class 12 contains 12783 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2404 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5093 members Mstep: Class 26 contains 80771 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2881 members Entering Unmasked Estep ConsiderDeletion Score: -8693914.000000 Penalty: 16139.112305 Iteration 260F: 30 clusters Score -8693914 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2409 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4532 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5092 members Mstep: Class 26 contains 80763 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2886 members Entering Unmasked Estep ConsiderDeletion Score: -8693903.000000 Penalty: 16139.112305 Iteration 261Q: 30 clusters Score -8693903 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2411 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80761 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2888 members Entering Unmasked Estep ConsiderDeletion Score: -8693901.000000 Penalty: 16139.112305 Iteration 262Q: 30 clusters Score -8693901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17720 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3653 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2413 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80757 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2891 members Entering Unmasked Estep ConsiderDeletion Score: -8693902.000000 Penalty: 16139.112305 Iteration 263Q: 30 clusters Score -8693902 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17721 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3654 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2414 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6185 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80750 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2894 members Entering Unmasked Estep ConsiderDeletion Score: -8693910.000000 Penalty: 16139.112305 Iteration 264Q: 30 clusters Score -8693910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17722 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12784 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4530 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80740 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2899 members Entering Unmasked Estep ConsiderDeletion Score: -8693907.000000 Penalty: 16139.112305 Iteration 265Q: 30 clusters Score -8693907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17724 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3578 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80734 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2900 members Entering Unmasked Estep ConsiderDeletion Score: -8693912.000000 Penalty: 16139.112305 Iteration 266Q: 30 clusters Score -8693912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17724 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6187 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80733 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2901 members Entering Unmasked Estep ConsiderDeletion Score: -8693907.000000 Penalty: 16139.112305 Iteration 267Q: 30 clusters Score -8693907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17726 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6186 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3670 members Mstep: Class 25 contains 5092 members Mstep: Class 26 contains 80730 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2902 members Entering Unmasked Estep ConsiderDeletion Score: -8693896.000000 Penalty: 16139.112305 Iteration 268Q: 30 clusters Score -8693896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17726 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12785 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3671 members Mstep: Class 25 contains 5092 members Mstep: Class 26 contains 80727 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2902 members Entering Unmasked Estep ConsiderDeletion Score: -8693902.000000 Penalty: 16139.112305 Iteration 269Q: 30 clusters Score -8693902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17726 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3672 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80726 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2902 members Entering Unmasked Estep ConsiderDeletion Score: -8693900.000000 Penalty: 16139.112305 Iteration 270Q: 30 clusters Score -8693900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17726 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 173 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3672 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80726 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2902 members Entering Unmasked Estep ConsiderDeletion Score: -8693900.000000 Penalty: 16139.112305 Iteration 271F: 30 clusters Score -8693900 nChanged 0 Entering ConstructFrom: Score: -8693900.000000 Penalty: 16139.112305 Entering ConstructFrom: Trying to split cluster 1 (492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Entering Unmasked Estep Score: -15319.808594 Penalty: 282.030792 Iteration 0F: 2 clusters Score -15319.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -14852.085938 Penalty: 564.061584 Iteration 0F: 3 clusters Score -14852.09 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15021.660156 Penalty: 564.061584 Iteration 1F: 3 clusters Score -15021.66 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15049.987305 Penalty: 564.061584 Iteration 2F: 3 clusters Score -15049.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15063.885742 Penalty: 564.061584 Iteration 3Q: 3 clusters Score -15063.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -15070.453125 Penalty: 564.061584 Iteration 4Q: 3 clusters Score -15070.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15071.732422 Penalty: 564.061584 Iteration 5Q: 3 clusters Score -15071.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15071.978516 Penalty: 564.061584 Iteration 6Q: 3 clusters Score -15071.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15073.066406 Penalty: 564.061584 Iteration 7Q: 3 clusters Score -15073.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15073.066406 Penalty: 564.061584 Iteration 8F: 3 clusters Score -15073.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -27552.208984 Penalty: 306.854675 Iteration 0F: 2 clusters Score -27552.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -26869.494141 Penalty: 613.709351 Iteration 0F: 3 clusters Score -26869.49 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27077.195312 Penalty: 613.709351 Iteration 1F: 3 clusters Score -27077.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27105.400391 Penalty: 613.709351 Iteration 2F: 3 clusters Score -27105.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -27121.056641 Penalty: 613.709351 Iteration 3Q: 3 clusters Score -27121.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -27128.535156 Penalty: 613.709351 Iteration 4Q: 3 clusters Score -27128.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -27136.734375 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -27136.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -27146.275391 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -27146.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -27153.699219 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -27153.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -27164.171875 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -27164.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -27179.230469 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -27179.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -27191.628906 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -27191.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -27197.753906 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -27197.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -27206.984375 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -27206.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -27211.750000 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -27211.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -27217.154297 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -27217.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -27219.341797 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -27219.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27222.906250 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -27222.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -27235.191406 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -27235.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -27247.330078 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -27247.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -27252.175781 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -27252.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -27255.607422 Penalty: 613.709351 Iteration 20F: 3 clusters Score -27255.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -27261.798828 Penalty: 613.709351 Iteration 21Q: 3 clusters Score -27261.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -27264.265625 Penalty: 613.709351 Iteration 22Q: 3 clusters Score -27264.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -27268.031250 Penalty: 613.709351 Iteration 23Q: 3 clusters Score -27268.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -27271.607422 Penalty: 613.709351 Iteration 24Q: 3 clusters Score -27271.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -27271.828125 Penalty: 613.709351 Iteration 25Q: 3 clusters Score -27271.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -27271.828125 Penalty: 613.709351 Iteration 26F: 3 clusters Score -27271.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -72703.914062 Penalty: 337.417877 Iteration 0F: 2 clusters Score -72703.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -71472.859375 Penalty: 674.835754 Iteration 0F: 3 clusters Score -71472.86 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -71897.625000 Penalty: 674.835754 Iteration 1F: 3 clusters Score -71897.62 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -71956.585938 Penalty: 674.835754 Iteration 2F: 3 clusters Score -71956.59 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -72009.523438 Penalty: 674.835754 Iteration 3F: 3 clusters Score -72009.52 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -72049.859375 Penalty: 674.835754 Iteration 4Q: 3 clusters Score -72049.86 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -72092.679688 Penalty: 674.835754 Iteration 5Q: 3 clusters Score -72092.68 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -72164.046875 Penalty: 674.835754 Iteration 6F: 3 clusters Score -72164.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -72229.101562 Penalty: 674.835754 Iteration 7F: 3 clusters Score -72229.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -72263.203125 Penalty: 674.835754 Iteration 8Q: 3 clusters Score -72263.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -72278.046875 Penalty: 674.835754 Iteration 9Q: 3 clusters Score -72278.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -72297.906250 Penalty: 674.835754 Iteration 10Q: 3 clusters Score -72297.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72318.812500 Penalty: 674.835754 Iteration 11Q: 3 clusters Score -72318.81 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -72336.078125 Penalty: 674.835754 Iteration 12Q: 3 clusters Score -72336.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -72345.109375 Penalty: 674.835754 Iteration 13Q: 3 clusters Score -72345.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -72356.039062 Penalty: 674.835754 Iteration 14Q: 3 clusters Score -72356.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -72373.570312 Penalty: 674.835754 Iteration 15Q: 3 clusters Score -72373.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72387.304688 Penalty: 674.835754 Iteration 16Q: 3 clusters Score -72387.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -72401.750000 Penalty: 674.835754 Iteration 17Q: 3 clusters Score -72401.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -72419.335938 Penalty: 674.835754 Iteration 18Q: 3 clusters Score -72419.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -72432.429688 Penalty: 674.835754 Iteration 19Q: 3 clusters Score -72432.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -72442.429688 Penalty: 674.835754 Iteration 20F: 3 clusters Score -72442.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -72448.953125 Penalty: 674.835754 Iteration 21Q: 3 clusters Score -72448.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -72453.562500 Penalty: 674.835754 Iteration 22Q: 3 clusters Score -72453.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72458.218750 Penalty: 674.835754 Iteration 23Q: 3 clusters Score -72458.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -72461.343750 Penalty: 674.835754 Iteration 24Q: 3 clusters Score -72461.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -72462.015625 Penalty: 674.835754 Iteration 25Q: 3 clusters Score -72462.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -72462.703125 Penalty: 674.835754 Iteration 26Q: 3 clusters Score -72462.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -72463.078125 Penalty: 674.835754 Iteration 27Q: 3 clusters Score -72463.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -72463.429688 Penalty: 674.835754 Iteration 28Q: 3 clusters Score -72463.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72464.132812 Penalty: 674.835754 Iteration 29Q: 3 clusters Score -72464.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -72466.000000 Penalty: 674.835754 Iteration 30Q: 3 clusters Score -72466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -72467.507812 Penalty: 674.835754 Iteration 31Q: 3 clusters Score -72467.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -72468.640625 Penalty: 674.835754 Iteration 32Q: 3 clusters Score -72468.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -72469.578125 Penalty: 674.835754 Iteration 33Q: 3 clusters Score -72469.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72470.078125 Penalty: 674.835754 Iteration 34Q: 3 clusters Score -72470.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -72470.148438 Penalty: 674.835754 Iteration 35Q: 3 clusters Score -72470.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -72470.148438 Penalty: 674.835754 Iteration 36F: 3 clusters Score -72470.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17726 members Entering Unmasked Estep Score: -765561.125000 Penalty: 445.116821 Iteration 0F: 2 clusters Score -765561.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -753814.000000 Penalty: 890.233643 Iteration 0F: 3 clusters Score -753814 nChanged 8382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -758543.937500 Penalty: 890.233643 Iteration 1F: 3 clusters Score -758543.9 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -759100.625000 Penalty: 890.233643 Iteration 2F: 3 clusters Score -759100.6 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -759973.437500 Penalty: 890.233643 Iteration 3F: 3 clusters Score -759973.4 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12816 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -761140.187500 Penalty: 890.233643 Iteration 4F: 3 clusters Score -761140.2 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -762246.812500 Penalty: 890.233643 Iteration 5F: 3 clusters Score -762246.8 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14761 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -763118.687500 Penalty: 890.233643 Iteration 6F: 3 clusters Score -763118.7 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -763764.562500 Penalty: 890.233643 Iteration 7Q: 3 clusters Score -763764.6 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -764205.062500 Penalty: 890.233643 Iteration 8Q: 3 clusters Score -764205.1 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -764525.625000 Penalty: 890.233643 Iteration 9Q: 3 clusters Score -764525.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -764727.937500 Penalty: 890.233643 Iteration 10Q: 3 clusters Score -764727.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16160 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -764860.937500 Penalty: 890.233643 Iteration 11Q: 3 clusters Score -764860.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -764958.500000 Penalty: 890.233643 Iteration 12Q: 3 clusters Score -764958.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16330 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -765028.000000 Penalty: 890.233643 Iteration 13Q: 3 clusters Score -765028 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -765071.562500 Penalty: 890.233643 Iteration 14Q: 3 clusters Score -765071.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16457 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -765103.000000 Penalty: 890.233643 Iteration 15Q: 3 clusters Score -765103 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -765123.937500 Penalty: 890.233643 Iteration 16Q: 3 clusters Score -765123.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -765137.562500 Penalty: 890.233643 Iteration 17Q: 3 clusters Score -765137.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -765147.125000 Penalty: 890.233643 Iteration 18Q: 3 clusters Score -765147.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -765163.812500 Penalty: 890.233643 Iteration 19Q: 3 clusters Score -765163.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -765171.687500 Penalty: 890.233643 Iteration 20F: 3 clusters Score -765171.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -765177.125000 Penalty: 890.233643 Iteration 21Q: 3 clusters Score -765177.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16673 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -765178.250000 Penalty: 890.233643 Iteration 22Q: 3 clusters Score -765178.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -765183.437500 Penalty: 890.233643 Iteration 23Q: 3 clusters Score -765183.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -765184.437500 Penalty: 890.233643 Iteration 24Q: 3 clusters Score -765184.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16703 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -765185.000000 Penalty: 890.233643 Iteration 25Q: 3 clusters Score -765185 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -765188.875000 Penalty: 890.233643 Iteration 26Q: 3 clusters Score -765188.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -765189.687500 Penalty: 890.233643 Iteration 27Q: 3 clusters Score -765189.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -765193.062500 Penalty: 890.233643 Iteration 28Q: 3 clusters Score -765193.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16750 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -765198.562500 Penalty: 890.233643 Iteration 29Q: 3 clusters Score -765198.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16767 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -765201.375000 Penalty: 890.233643 Iteration 30Q: 3 clusters Score -765201.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -765203.250000 Penalty: 890.233643 Iteration 31Q: 3 clusters Score -765203.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16802 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -765210.250000 Penalty: 890.233643 Iteration 32Q: 3 clusters Score -765210.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -765212.312500 Penalty: 890.233643 Iteration 33Q: 3 clusters Score -765212.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -765213.687500 Penalty: 890.233643 Iteration 34Q: 3 clusters Score -765213.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16832 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -765215.062500 Penalty: 890.233643 Iteration 35Q: 3 clusters Score -765215.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -765214.812500 Penalty: 890.233643 Iteration 36Q: 3 clusters Score -765214.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16841 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -765214.000000 Penalty: 890.233643 Iteration 37Q: 3 clusters Score -765214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16844 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -765213.312500 Penalty: 890.233643 Iteration 38Q: 3 clusters Score -765213.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16848 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -765215.937500 Penalty: 890.233643 Iteration 39Q: 3 clusters Score -765215.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -765215.875000 Penalty: 890.233643 Iteration 40F: 3 clusters Score -765215.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -765216.562500 Penalty: 890.233643 Iteration 41Q: 3 clusters Score -765216.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16852 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -765216.125000 Penalty: 890.233643 Iteration 42Q: 3 clusters Score -765216.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16853 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -765215.312500 Penalty: 890.233643 Iteration 43Q: 3 clusters Score -765215.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16856 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -765215.750000 Penalty: 890.233643 Iteration 44Q: 3 clusters Score -765215.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16859 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -765214.812500 Penalty: 890.233643 Iteration 45Q: 3 clusters Score -765214.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16862 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -765217.187500 Penalty: 890.233643 Iteration 46Q: 3 clusters Score -765217.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -765215.250000 Penalty: 890.233643 Iteration 47Q: 3 clusters Score -765215.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -765215.250000 Penalty: 890.233643 Iteration 48F: 3 clusters Score -765215.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -31223.101562 Penalty: 303.864563 Iteration 0F: 2 clusters Score -31223.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -30544.621094 Penalty: 607.729126 Iteration 0F: 3 clusters Score -30544.62 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -30761.695312 Penalty: 607.729126 Iteration 1F: 3 clusters Score -30761.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -30845.625000 Penalty: 607.729126 Iteration 2F: 3 clusters Score -30845.62 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -30931.449219 Penalty: 607.729126 Iteration 3F: 3 clusters Score -30931.45 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -31013.373047 Penalty: 607.729126 Iteration 4F: 3 clusters Score -31013.37 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -31069.294922 Penalty: 607.729126 Iteration 5F: 3 clusters Score -31069.29 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -31103.490234 Penalty: 607.729126 Iteration 6Q: 3 clusters Score -31103.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -31131.693359 Penalty: 607.729126 Iteration 7Q: 3 clusters Score -31131.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -31141.826172 Penalty: 607.729126 Iteration 8Q: 3 clusters Score -31141.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -31146.640625 Penalty: 607.729126 Iteration 9Q: 3 clusters Score -31146.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -31151.552734 Penalty: 607.729126 Iteration 10Q: 3 clusters Score -31151.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -31155.609375 Penalty: 607.729126 Iteration 11Q: 3 clusters Score -31155.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -31159.447266 Penalty: 607.729126 Iteration 12Q: 3 clusters Score -31159.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -31165.376953 Penalty: 607.729126 Iteration 13Q: 3 clusters Score -31165.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -31168.201172 Penalty: 607.729126 Iteration 14Q: 3 clusters Score -31168.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -31171.144531 Penalty: 607.729126 Iteration 15Q: 3 clusters Score -31171.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -31171.824219 Penalty: 607.729126 Iteration 16Q: 3 clusters Score -31171.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -31172.251953 Penalty: 607.729126 Iteration 17Q: 3 clusters Score -31172.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -31172.923828 Penalty: 607.729126 Iteration 18Q: 3 clusters Score -31172.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -31173.371094 Penalty: 607.729126 Iteration 19Q: 3 clusters Score -31173.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -31173.371094 Penalty: 607.729126 Iteration 20F: 3 clusters Score -31173.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -77812.976562 Penalty: 342.807404 Iteration 0F: 2 clusters Score -77812.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -76437.445312 Penalty: 685.614807 Iteration 0F: 3 clusters Score -76437.45 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -76903.554688 Penalty: 685.614807 Iteration 1F: 3 clusters Score -76903.55 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -76968.289062 Penalty: 685.614807 Iteration 2F: 3 clusters Score -76968.29 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -77004.093750 Penalty: 685.614807 Iteration 3Q: 3 clusters Score -77004.09 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -77031.335938 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -77031.34 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -77056.250000 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -77056.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -77081.242188 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -77081.24 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -77102.250000 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -77102.25 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -77125.156250 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -77125.16 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -77144.429688 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -77144.43 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -77177.812500 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -77177.81 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -77221.031250 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -77221.03 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -77256.898438 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -77256.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -77296.531250 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -77296.53 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -77331.718750 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -77331.72 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -77353.023438 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -77353.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77366.367188 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -77366.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -77382.898438 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -77382.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -77397.164062 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -77397.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -77406.757812 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -77406.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -77413.468750 Penalty: 685.614807 Iteration 20F: 3 clusters Score -77413.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -77416.539062 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -77416.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -77421.351562 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -77421.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -77428.648438 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -77428.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -77433.156250 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -77433.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -77438.242188 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -77438.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -77444.132812 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -77444.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -77454.906250 Penalty: 685.614807 Iteration 27Q: 3 clusters Score -77454.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -77461.492188 Penalty: 685.614807 Iteration 28Q: 3 clusters Score -77461.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -77465.812500 Penalty: 685.614807 Iteration 29Q: 3 clusters Score -77465.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -77476.000000 Penalty: 685.614807 Iteration 30Q: 3 clusters Score -77476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -77488.273438 Penalty: 685.614807 Iteration 31Q: 3 clusters Score -77488.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -77496.875000 Penalty: 685.614807 Iteration 32Q: 3 clusters Score -77496.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -77500.125000 Penalty: 685.614807 Iteration 33Q: 3 clusters Score -77500.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -77504.812500 Penalty: 685.614807 Iteration 34Q: 3 clusters Score -77504.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -77512.335938 Penalty: 685.614807 Iteration 35Q: 3 clusters Score -77512.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -77523.984375 Penalty: 685.614807 Iteration 36Q: 3 clusters Score -77523.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -77526.187500 Penalty: 685.614807 Iteration 37Q: 3 clusters Score -77526.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -77526.484375 Penalty: 685.614807 Iteration 38Q: 3 clusters Score -77526.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -77526.484375 Penalty: 685.614807 Iteration 39F: 3 clusters Score -77526.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Entering Unmasked Estep Score: -49981.828125 Penalty: 324.016998 Iteration 0F: 2 clusters Score -49981.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -49041.187500 Penalty: 648.033997 Iteration 0F: 3 clusters Score -49041.19 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -49370.062500 Penalty: 648.033997 Iteration 1F: 3 clusters Score -49370.06 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -49503.421875 Penalty: 648.033997 Iteration 2F: 3 clusters Score -49503.42 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -49638.679688 Penalty: 648.033997 Iteration 3F: 3 clusters Score -49638.68 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49752.015625 Penalty: 648.033997 Iteration 4F: 3 clusters Score -49752.02 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -49837.179688 Penalty: 648.033997 Iteration 5F: 3 clusters Score -49837.18 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -49871.316406 Penalty: 648.033997 Iteration 6Q: 3 clusters Score -49871.32 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -49901.101562 Penalty: 648.033997 Iteration 7Q: 3 clusters Score -49901.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -49915.218750 Penalty: 648.033997 Iteration 8Q: 3 clusters Score -49915.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -49926.601562 Penalty: 648.033997 Iteration 9Q: 3 clusters Score -49926.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -49940.472656 Penalty: 648.033997 Iteration 10Q: 3 clusters Score -49940.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -49944.207031 Penalty: 648.033997 Iteration 11Q: 3 clusters Score -49944.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -49946.027344 Penalty: 648.033997 Iteration 12Q: 3 clusters Score -49946.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -49946.652344 Penalty: 648.033997 Iteration 13Q: 3 clusters Score -49946.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -49947.941406 Penalty: 648.033997 Iteration 14Q: 3 clusters Score -49947.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -49949.511719 Penalty: 648.033997 Iteration 15Q: 3 clusters Score -49949.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -49950.191406 Penalty: 648.033997 Iteration 16Q: 3 clusters Score -49950.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -49951.265625 Penalty: 648.033997 Iteration 17Q: 3 clusters Score -49951.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -49953.187500 Penalty: 648.033997 Iteration 18Q: 3 clusters Score -49953.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -49954.878906 Penalty: 648.033997 Iteration 19Q: 3 clusters Score -49954.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -49956.707031 Penalty: 648.033997 Iteration 20F: 3 clusters Score -49956.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -49957.566406 Penalty: 648.033997 Iteration 21Q: 3 clusters Score -49957.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -49958.300781 Penalty: 648.033997 Iteration 22Q: 3 clusters Score -49958.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -49958.906250 Penalty: 648.033997 Iteration 23Q: 3 clusters Score -49958.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -49959.308594 Penalty: 648.033997 Iteration 24Q: 3 clusters Score -49959.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -49959.496094 Penalty: 648.033997 Iteration 25Q: 3 clusters Score -49959.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -49959.496094 Penalty: 648.033997 Iteration 26F: 3 clusters Score -49959.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -19057.896484 Penalty: 298.526917 Iteration 0F: 2 clusters Score -19057.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18431.027344 Penalty: 597.053833 Iteration 0F: 3 clusters Score -18431.03 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -18598.371094 Penalty: 597.053833 Iteration 1F: 3 clusters Score -18598.37 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -18639.902344 Penalty: 597.053833 Iteration 2F: 3 clusters Score -18639.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -18683.927734 Penalty: 597.053833 Iteration 3F: 3 clusters Score -18683.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -18712.726562 Penalty: 597.053833 Iteration 4Q: 3 clusters Score -18712.73 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -18739.214844 Penalty: 597.053833 Iteration 5F: 3 clusters Score -18739.21 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -18761.800781 Penalty: 597.053833 Iteration 6Q: 3 clusters Score -18761.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -18787.791016 Penalty: 597.053833 Iteration 7Q: 3 clusters Score -18787.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -18805.826172 Penalty: 597.053833 Iteration 8Q: 3 clusters Score -18805.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -18817.599609 Penalty: 597.053833 Iteration 9Q: 3 clusters Score -18817.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -18832.587891 Penalty: 597.053833 Iteration 10Q: 3 clusters Score -18832.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -18840.507812 Penalty: 597.053833 Iteration 11Q: 3 clusters Score -18840.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -18842.445312 Penalty: 597.053833 Iteration 12Q: 3 clusters Score -18842.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -18845.386719 Penalty: 597.053833 Iteration 13Q: 3 clusters Score -18845.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18846.171875 Penalty: 597.053833 Iteration 14Q: 3 clusters Score -18846.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18846.171875 Penalty: 597.053833 Iteration 15F: 3 clusters Score -18846.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Entering Unmasked Estep Score: -107595.757812 Penalty: 356.284363 Iteration 0F: 2 clusters Score -107595.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -105838.453125 Penalty: 712.568726 Iteration 0F: 3 clusters Score -105838.5 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -106486.578125 Penalty: 712.568726 Iteration 1F: 3 clusters Score -106486.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -106598.148438 Penalty: 712.568726 Iteration 2F: 3 clusters Score -106598.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -106704.507812 Penalty: 712.568726 Iteration 3F: 3 clusters Score -106704.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -106813.507812 Penalty: 712.568726 Iteration 4F: 3 clusters Score -106813.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -106882.828125 Penalty: 712.568726 Iteration 5Q: 3 clusters Score -106882.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -106917.945312 Penalty: 712.568726 Iteration 6Q: 3 clusters Score -106917.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -106943.960938 Penalty: 712.568726 Iteration 7Q: 3 clusters Score -106944 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -106957.820312 Penalty: 712.568726 Iteration 8Q: 3 clusters Score -106957.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -106976.953125 Penalty: 712.568726 Iteration 9Q: 3 clusters Score -106977 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -107001.679688 Penalty: 712.568726 Iteration 10Q: 3 clusters Score -107001.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -107020.046875 Penalty: 712.568726 Iteration 11Q: 3 clusters Score -107020 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -107028.750000 Penalty: 712.568726 Iteration 12Q: 3 clusters Score -107028.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -107033.703125 Penalty: 712.568726 Iteration 13Q: 3 clusters Score -107033.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -107037.906250 Penalty: 712.568726 Iteration 14Q: 3 clusters Score -107037.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -107041.367188 Penalty: 712.568726 Iteration 15Q: 3 clusters Score -107041.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -107044.953125 Penalty: 712.568726 Iteration 16Q: 3 clusters Score -107045 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -107047.132812 Penalty: 712.568726 Iteration 17Q: 3 clusters Score -107047.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -107051.351562 Penalty: 712.568726 Iteration 18Q: 3 clusters Score -107051.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -107055.960938 Penalty: 712.568726 Iteration 19Q: 3 clusters Score -107056 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -107059.593750 Penalty: 712.568726 Iteration 20F: 3 clusters Score -107059.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -107062.242188 Penalty: 712.568726 Iteration 21Q: 3 clusters Score -107062.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -107064.570312 Penalty: 712.568726 Iteration 22Q: 3 clusters Score -107064.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -107065.820312 Penalty: 712.568726 Iteration 23Q: 3 clusters Score -107065.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -107067.312500 Penalty: 712.568726 Iteration 24Q: 3 clusters Score -107067.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -107068.125000 Penalty: 712.568726 Iteration 25Q: 3 clusters Score -107068.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -107068.414062 Penalty: 712.568726 Iteration 26Q: 3 clusters Score -107068.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -107068.914062 Penalty: 712.568726 Iteration 27Q: 3 clusters Score -107068.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -107069.726562 Penalty: 712.568726 Iteration 28Q: 3 clusters Score -107069.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -107071.617188 Penalty: 712.568726 Iteration 29Q: 3 clusters Score -107071.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -107073.226562 Penalty: 712.568726 Iteration 30Q: 3 clusters Score -107073.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -107073.734375 Penalty: 712.568726 Iteration 31Q: 3 clusters Score -107073.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -107074.929688 Penalty: 712.568726 Iteration 32Q: 3 clusters Score -107074.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -107075.445312 Penalty: 712.568726 Iteration 33Q: 3 clusters Score -107075.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -107075.804688 Penalty: 712.568726 Iteration 34Q: 3 clusters Score -107075.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -107075.804688 Penalty: 712.568726 Iteration 35F: 3 clusters Score -107075.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (31923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31923 members Entering Unmasked Estep Score: -1468797.500000 Penalty: 471.884247 Iteration 0F: 2 clusters Score -1468798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16087 members Mstep: Class 2 contains 15836 members Entering Unmasked Estep Score: -1447379.000000 Penalty: 943.768494 Iteration 0F: 3 clusters Score -1447379 nChanged 15438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -1457860.375000 Penalty: 943.768494 Iteration 1F: 3 clusters Score -1457860 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21188 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1459349.125000 Penalty: 943.768494 Iteration 2F: 3 clusters Score -1459349 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23028 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -1461074.625000 Penalty: 943.768494 Iteration 3F: 3 clusters Score -1461075 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24793 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -1462839.125000 Penalty: 943.768494 Iteration 4F: 3 clusters Score -1462839 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26271 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1464343.750000 Penalty: 943.768494 Iteration 5F: 3 clusters Score -1464344 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27311 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1465389.125000 Penalty: 943.768494 Iteration 6Q: 3 clusters Score -1465389 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28019 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1466068.500000 Penalty: 943.768494 Iteration 7Q: 3 clusters Score -1466068 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28564 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1466509.000000 Penalty: 943.768494 Iteration 8Q: 3 clusters Score -1466509 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29015 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1466843.625000 Penalty: 943.768494 Iteration 9Q: 3 clusters Score -1466844 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29403 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1467121.250000 Penalty: 943.768494 Iteration 10Q: 3 clusters Score -1467121 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29733 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1467338.875000 Penalty: 943.768494 Iteration 11Q: 3 clusters Score -1467339 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30009 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1467530.500000 Penalty: 943.768494 Iteration 12Q: 3 clusters Score -1467530 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30216 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1467665.375000 Penalty: 943.768494 Iteration 13Q: 3 clusters Score -1467665 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30388 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1467788.250000 Penalty: 943.768494 Iteration 14Q: 3 clusters Score -1467788 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30522 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1467903.875000 Penalty: 943.768494 Iteration 15Q: 3 clusters Score -1467904 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30640 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1467980.875000 Penalty: 943.768494 Iteration 16Q: 3 clusters Score -1467981 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30727 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1468056.000000 Penalty: 943.768494 Iteration 17Q: 3 clusters Score -1468056 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30799 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1468099.875000 Penalty: 943.768494 Iteration 18Q: 3 clusters Score -1468100 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30874 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1468140.750000 Penalty: 943.768494 Iteration 19Q: 3 clusters Score -1468141 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30935 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1468159.625000 Penalty: 943.768494 Iteration 20F: 3 clusters Score -1468160 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30988 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1468185.000000 Penalty: 943.768494 Iteration 21Q: 3 clusters Score -1468185 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31039 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1468209.000000 Penalty: 943.768494 Iteration 22Q: 3 clusters Score -1468209 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31076 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1468229.125000 Penalty: 943.768494 Iteration 23Q: 3 clusters Score -1468229 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31113 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1468243.500000 Penalty: 943.768494 Iteration 24Q: 3 clusters Score -1468244 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31145 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1468257.000000 Penalty: 943.768494 Iteration 25Q: 3 clusters Score -1468257 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31169 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1468266.500000 Penalty: 943.768494 Iteration 26Q: 3 clusters Score -1468266 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31193 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1468271.375000 Penalty: 943.768494 Iteration 27Q: 3 clusters Score -1468271 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31214 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1468278.375000 Penalty: 943.768494 Iteration 28Q: 3 clusters Score -1468278 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31240 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1468282.000000 Penalty: 943.768494 Iteration 29Q: 3 clusters Score -1468282 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31266 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1468285.625000 Penalty: 943.768494 Iteration 30Q: 3 clusters Score -1468286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31285 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1468294.125000 Penalty: 943.768494 Iteration 31Q: 3 clusters Score -1468294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31302 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1468294.500000 Penalty: 943.768494 Iteration 32Q: 3 clusters Score -1468294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31319 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1468300.625000 Penalty: 943.768494 Iteration 33Q: 3 clusters Score -1468301 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31333 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1468306.875000 Penalty: 943.768494 Iteration 34Q: 3 clusters Score -1468307 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31349 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1468310.250000 Penalty: 943.768494 Iteration 35Q: 3 clusters Score -1468310 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31369 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1468317.875000 Penalty: 943.768494 Iteration 36Q: 3 clusters Score -1468318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31379 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1468321.125000 Penalty: 943.768494 Iteration 37Q: 3 clusters Score -1468321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31388 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1468324.375000 Penalty: 943.768494 Iteration 38Q: 3 clusters Score -1468324 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31398 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1468326.250000 Penalty: 943.768494 Iteration 39Q: 3 clusters Score -1468326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31405 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1468327.500000 Penalty: 943.768494 Iteration 40F: 3 clusters Score -1468328 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31416 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1468329.125000 Penalty: 943.768494 Iteration 41Q: 3 clusters Score -1468329 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31424 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1468332.500000 Penalty: 943.768494 Iteration 42Q: 3 clusters Score -1468332 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31435 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1468335.000000 Penalty: 943.768494 Iteration 43Q: 3 clusters Score -1468335 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31445 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1468338.000000 Penalty: 943.768494 Iteration 44Q: 3 clusters Score -1468338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31449 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1468337.125000 Penalty: 943.768494 Iteration 45Q: 3 clusters Score -1468337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31455 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1468338.250000 Penalty: 943.768494 Iteration 46Q: 3 clusters Score -1468338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31462 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1468340.375000 Penalty: 943.768494 Iteration 47Q: 3 clusters Score -1468340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31465 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1468339.875000 Penalty: 943.768494 Iteration 48Q: 3 clusters Score -1468340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31464 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1468341.375000 Penalty: 943.768494 Iteration 49Q: 3 clusters Score -1468341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31465 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1468341.000000 Penalty: 943.768494 Iteration 50Q: 3 clusters Score -1468341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31467 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1468340.250000 Penalty: 943.768494 Iteration 51Q: 3 clusters Score -1468340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31470 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1468342.125000 Penalty: 943.768494 Iteration 52Q: 3 clusters Score -1468342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31476 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1468344.625000 Penalty: 943.768494 Iteration 53Q: 3 clusters Score -1468345 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31484 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1468348.250000 Penalty: 943.768494 Iteration 54Q: 3 clusters Score -1468348 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31492 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1468351.750000 Penalty: 943.768494 Iteration 55Q: 3 clusters Score -1468352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31500 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1468354.000000 Penalty: 943.768494 Iteration 56Q: 3 clusters Score -1468354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31508 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1468355.750000 Penalty: 943.768494 Iteration 57Q: 3 clusters Score -1468356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31513 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1468358.750000 Penalty: 943.768494 Iteration 58Q: 3 clusters Score -1468359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31521 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1468360.750000 Penalty: 943.768494 Iteration 59Q: 3 clusters Score -1468361 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31528 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1468365.500000 Penalty: 943.768494 Iteration 60F: 3 clusters Score -1468366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31534 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1468366.875000 Penalty: 943.768494 Iteration 61Q: 3 clusters Score -1468367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31542 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1468369.125000 Penalty: 943.768494 Iteration 62Q: 3 clusters Score -1468369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31549 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1468373.625000 Penalty: 943.768494 Iteration 63Q: 3 clusters Score -1468374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31550 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1468373.375000 Penalty: 943.768494 Iteration 64Q: 3 clusters Score -1468373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31553 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1468373.750000 Penalty: 943.768494 Iteration 65Q: 3 clusters Score -1468374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31555 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1468373.875000 Penalty: 943.768494 Iteration 66Q: 3 clusters Score -1468374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31557 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1468374.000000 Penalty: 943.768494 Iteration 67Q: 3 clusters Score -1468374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31560 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1468374.750000 Penalty: 943.768494 Iteration 68Q: 3 clusters Score -1468375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31562 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1468375.500000 Penalty: 943.768494 Iteration 69Q: 3 clusters Score -1468376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31563 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1468377.250000 Penalty: 943.768494 Iteration 70Q: 3 clusters Score -1468377 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31567 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1468375.875000 Penalty: 943.768494 Iteration 71Q: 3 clusters Score -1468376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31568 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1468376.750000 Penalty: 943.768494 Iteration 72Q: 3 clusters Score -1468377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31569 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1468376.750000 Penalty: 943.768494 Iteration 73Q: 3 clusters Score -1468377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31570 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1468378.500000 Penalty: 943.768494 Iteration 74Q: 3 clusters Score -1468378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31571 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1468376.875000 Penalty: 943.768494 Iteration 75Q: 3 clusters Score -1468377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31571 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1468376.875000 Penalty: 943.768494 Iteration 76F: 3 clusters Score -1468377 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Entering Unmasked Estep Score: -225905.640625 Penalty: 390.551208 Iteration 0F: 2 clusters Score -225905.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -222310.812500 Penalty: 781.102417 Iteration 0F: 3 clusters Score -222310.8 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -223710.234375 Penalty: 781.102417 Iteration 1F: 3 clusters Score -223710.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -223931.015625 Penalty: 781.102417 Iteration 2F: 3 clusters Score -223931 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -224181.671875 Penalty: 781.102417 Iteration 3F: 3 clusters Score -224181.7 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -224397.609375 Penalty: 781.102417 Iteration 4F: 3 clusters Score -224397.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -224551.296875 Penalty: 781.102417 Iteration 5F: 3 clusters Score -224551.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -224663.078125 Penalty: 781.102417 Iteration 6Q: 3 clusters Score -224663.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -224758.218750 Penalty: 781.102417 Iteration 7Q: 3 clusters Score -224758.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -224828.328125 Penalty: 781.102417 Iteration 8Q: 3 clusters Score -224828.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -224881.546875 Penalty: 781.102417 Iteration 9Q: 3 clusters Score -224881.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -224929.796875 Penalty: 781.102417 Iteration 10Q: 3 clusters Score -224929.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -224976.265625 Penalty: 781.102417 Iteration 11Q: 3 clusters Score -224976.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -225015.625000 Penalty: 781.102417 Iteration 12Q: 3 clusters Score -225015.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -225048.406250 Penalty: 781.102417 Iteration 13Q: 3 clusters Score -225048.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -225081.078125 Penalty: 781.102417 Iteration 14Q: 3 clusters Score -225081.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -225115.968750 Penalty: 781.102417 Iteration 15Q: 3 clusters Score -225116 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -225151.781250 Penalty: 781.102417 Iteration 16Q: 3 clusters Score -225151.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -225184.531250 Penalty: 781.102417 Iteration 17Q: 3 clusters Score -225184.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -225218.187500 Penalty: 781.102417 Iteration 18Q: 3 clusters Score -225218.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -225251.312500 Penalty: 781.102417 Iteration 19Q: 3 clusters Score -225251.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -225296.937500 Penalty: 781.102417 Iteration 20F: 3 clusters Score -225296.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -225340.437500 Penalty: 781.102417 Iteration 21Q: 3 clusters Score -225340.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -225383.640625 Penalty: 781.102417 Iteration 22Q: 3 clusters Score -225383.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -225426.187500 Penalty: 781.102417 Iteration 23Q: 3 clusters Score -225426.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -225464.265625 Penalty: 781.102417 Iteration 24Q: 3 clusters Score -225464.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -225488.625000 Penalty: 781.102417 Iteration 25Q: 3 clusters Score -225488.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -225506.078125 Penalty: 781.102417 Iteration 26Q: 3 clusters Score -225506.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -225527.640625 Penalty: 781.102417 Iteration 27Q: 3 clusters Score -225527.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -225544.546875 Penalty: 781.102417 Iteration 28Q: 3 clusters Score -225544.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -225556.375000 Penalty: 781.102417 Iteration 29Q: 3 clusters Score -225556.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -225564.218750 Penalty: 781.102417 Iteration 30Q: 3 clusters Score -225564.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -225569.843750 Penalty: 781.102417 Iteration 31Q: 3 clusters Score -225569.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -225574.421875 Penalty: 781.102417 Iteration 32Q: 3 clusters Score -225574.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -225579.812500 Penalty: 781.102417 Iteration 33Q: 3 clusters Score -225579.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -225586.140625 Penalty: 781.102417 Iteration 34Q: 3 clusters Score -225586.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -225591.953125 Penalty: 781.102417 Iteration 35Q: 3 clusters Score -225592 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -225593.703125 Penalty: 781.102417 Iteration 36Q: 3 clusters Score -225593.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -225596.734375 Penalty: 781.102417 Iteration 37Q: 3 clusters Score -225596.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -225599.359375 Penalty: 781.102417 Iteration 38Q: 3 clusters Score -225599.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -225601.890625 Penalty: 781.102417 Iteration 39Q: 3 clusters Score -225601.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -225603.109375 Penalty: 781.102417 Iteration 40F: 3 clusters Score -225603.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -225603.828125 Penalty: 781.102417 Iteration 41Q: 3 clusters Score -225603.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -225605.140625 Penalty: 781.102417 Iteration 42Q: 3 clusters Score -225605.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -225606.062500 Penalty: 781.102417 Iteration 43Q: 3 clusters Score -225606.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -225606.343750 Penalty: 781.102417 Iteration 44Q: 3 clusters Score -225606.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -225607.234375 Penalty: 781.102417 Iteration 45Q: 3 clusters Score -225607.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -225607.875000 Penalty: 781.102417 Iteration 46Q: 3 clusters Score -225607.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -225608.500000 Penalty: 781.102417 Iteration 47Q: 3 clusters Score -225608.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -225608.500000 Penalty: 781.102417 Iteration 48F: 3 clusters Score -225608.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Entering Unmasked Estep Score: -594923.375000 Penalty: 430.252838 Iteration 0F: 2 clusters Score -594923.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -586423.437500 Penalty: 860.505676 Iteration 0F: 3 clusters Score -586423.4 nChanged 5948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -589999.250000 Penalty: 860.505676 Iteration 1F: 3 clusters Score -589999.2 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -590380.000000 Penalty: 860.505676 Iteration 2F: 3 clusters Score -590380 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -590934.687500 Penalty: 860.505676 Iteration 3F: 3 clusters Score -590934.7 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -591680.187500 Penalty: 860.505676 Iteration 4F: 3 clusters Score -591680.2 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -592532.187500 Penalty: 860.505676 Iteration 5F: 3 clusters Score -592532.2 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -593378.187500 Penalty: 860.505676 Iteration 6F: 3 clusters Score -593378.2 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -593953.187500 Penalty: 860.505676 Iteration 7Q: 3 clusters Score -593953.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -594264.187500 Penalty: 860.505676 Iteration 8Q: 3 clusters Score -594264.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12519 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -594416.375000 Penalty: 860.505676 Iteration 9Q: 3 clusters Score -594416.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -594503.187500 Penalty: 860.505676 Iteration 10Q: 3 clusters Score -594503.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -594545.062500 Penalty: 860.505676 Iteration 11Q: 3 clusters Score -594545.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -594565.812500 Penalty: 860.505676 Iteration 12Q: 3 clusters Score -594565.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -594571.000000 Penalty: 860.505676 Iteration 13Q: 3 clusters Score -594571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -594576.000000 Penalty: 860.505676 Iteration 14Q: 3 clusters Score -594576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -594578.500000 Penalty: 860.505676 Iteration 15Q: 3 clusters Score -594578.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -594578.875000 Penalty: 860.505676 Iteration 16Q: 3 clusters Score -594578.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -594582.375000 Penalty: 860.505676 Iteration 17Q: 3 clusters Score -594582.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -594583.750000 Penalty: 860.505676 Iteration 18Q: 3 clusters Score -594583.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -594583.125000 Penalty: 860.505676 Iteration 19Q: 3 clusters Score -594583.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -594583.125000 Penalty: 860.505676 Iteration 20F: 3 clusters Score -594583.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Entering Unmasked Estep Score: -215670.000000 Penalty: 387.285950 Iteration 0F: 2 clusters Score -215670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -212320.703125 Penalty: 774.571899 Iteration 0F: 3 clusters Score -212320.7 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -213745.843750 Penalty: 774.571899 Iteration 1F: 3 clusters Score -213745.8 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -214261.281250 Penalty: 774.571899 Iteration 2F: 3 clusters Score -214261.3 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -214829.468750 Penalty: 774.571899 Iteration 3F: 3 clusters Score -214829.5 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -215174.062500 Penalty: 774.571899 Iteration 4F: 3 clusters Score -215174.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -215326.531250 Penalty: 774.571899 Iteration 5Q: 3 clusters Score -215326.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -215385.468750 Penalty: 774.571899 Iteration 6Q: 3 clusters Score -215385.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -215419.578125 Penalty: 774.571899 Iteration 7Q: 3 clusters Score -215419.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -215439.375000 Penalty: 774.571899 Iteration 8Q: 3 clusters Score -215439.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -215451.109375 Penalty: 774.571899 Iteration 9Q: 3 clusters Score -215451.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -215457.328125 Penalty: 774.571899 Iteration 10Q: 3 clusters Score -215457.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -215459.265625 Penalty: 774.571899 Iteration 11Q: 3 clusters Score -215459.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -215461.593750 Penalty: 774.571899 Iteration 12Q: 3 clusters Score -215461.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -215462.953125 Penalty: 774.571899 Iteration 13Q: 3 clusters Score -215463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -215464.171875 Penalty: 774.571899 Iteration 14Q: 3 clusters Score -215464.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -215465.218750 Penalty: 774.571899 Iteration 15Q: 3 clusters Score -215465.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -215466.031250 Penalty: 774.571899 Iteration 16Q: 3 clusters Score -215466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -215466.203125 Penalty: 774.571899 Iteration 17Q: 3 clusters Score -215466.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -215466.421875 Penalty: 774.571899 Iteration 18Q: 3 clusters Score -215466.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -215466.468750 Penalty: 774.571899 Iteration 19Q: 3 clusters Score -215466.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -215466.656250 Penalty: 774.571899 Iteration 20F: 3 clusters Score -215466.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -215466.781250 Penalty: 774.571899 Iteration 21Q: 3 clusters Score -215466.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -215466.781250 Penalty: 774.571899 Iteration 22F: 3 clusters Score -215466.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Entering Unmasked Estep Score: -147522.343750 Penalty: 372.319153 Iteration 0F: 2 clusters Score -147522.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -145119.171875 Penalty: 744.638306 Iteration 0F: 3 clusters Score -145119.2 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -146059.609375 Penalty: 744.638306 Iteration 1F: 3 clusters Score -146059.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -146307.421875 Penalty: 744.638306 Iteration 2F: 3 clusters Score -146307.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -146544.640625 Penalty: 744.638306 Iteration 3F: 3 clusters Score -146544.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -146746.406250 Penalty: 744.638306 Iteration 4F: 3 clusters Score -146746.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -146895.140625 Penalty: 744.638306 Iteration 5Q: 3 clusters Score -146895.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -146976.578125 Penalty: 744.638306 Iteration 6Q: 3 clusters Score -146976.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -147013.500000 Penalty: 744.638306 Iteration 7Q: 3 clusters Score -147013.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -147047.765625 Penalty: 744.638306 Iteration 8Q: 3 clusters Score -147047.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -147085.703125 Penalty: 744.638306 Iteration 9Q: 3 clusters Score -147085.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -147113.609375 Penalty: 744.638306 Iteration 10Q: 3 clusters Score -147113.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -147131.703125 Penalty: 744.638306 Iteration 11Q: 3 clusters Score -147131.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -147144.828125 Penalty: 744.638306 Iteration 12Q: 3 clusters Score -147144.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -147155.109375 Penalty: 744.638306 Iteration 13Q: 3 clusters Score -147155.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -147166.312500 Penalty: 744.638306 Iteration 14Q: 3 clusters Score -147166.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -147182.406250 Penalty: 744.638306 Iteration 15Q: 3 clusters Score -147182.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -147190.796875 Penalty: 744.638306 Iteration 16Q: 3 clusters Score -147190.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -147197.062500 Penalty: 744.638306 Iteration 17Q: 3 clusters Score -147197.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -147208.078125 Penalty: 744.638306 Iteration 18Q: 3 clusters Score -147208.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -147217.812500 Penalty: 744.638306 Iteration 19Q: 3 clusters Score -147217.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -147224.187500 Penalty: 744.638306 Iteration 20F: 3 clusters Score -147224.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -147228.062500 Penalty: 744.638306 Iteration 21Q: 3 clusters Score -147228.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -147234.015625 Penalty: 744.638306 Iteration 22Q: 3 clusters Score -147234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -147242.312500 Penalty: 744.638306 Iteration 23Q: 3 clusters Score -147242.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -147244.765625 Penalty: 744.638306 Iteration 24Q: 3 clusters Score -147244.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -147246.906250 Penalty: 744.638306 Iteration 25Q: 3 clusters Score -147246.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -147247.250000 Penalty: 744.638306 Iteration 26Q: 3 clusters Score -147247.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -147248.312500 Penalty: 744.638306 Iteration 27Q: 3 clusters Score -147248.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -147248.703125 Penalty: 744.638306 Iteration 28Q: 3 clusters Score -147248.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -147249.593750 Penalty: 744.638306 Iteration 29Q: 3 clusters Score -147249.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -147250.406250 Penalty: 744.638306 Iteration 30Q: 3 clusters Score -147250.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -147251.453125 Penalty: 744.638306 Iteration 31Q: 3 clusters Score -147251.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -147251.609375 Penalty: 744.638306 Iteration 32Q: 3 clusters Score -147251.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -147251.609375 Penalty: 744.638306 Iteration 33F: 3 clusters Score -147251.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Entering Unmasked Estep Score: -159570.234375 Penalty: 373.275238 Iteration 0F: 2 clusters Score -159570.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -157098.031250 Penalty: 746.550476 Iteration 0F: 3 clusters Score -157098 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -158067.843750 Penalty: 746.550476 Iteration 1F: 3 clusters Score -158067.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -158201.921875 Penalty: 746.550476 Iteration 2F: 3 clusters Score -158201.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -158324.109375 Penalty: 746.550476 Iteration 3F: 3 clusters Score -158324.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -158441.359375 Penalty: 746.550476 Iteration 4F: 3 clusters Score -158441.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -158572.296875 Penalty: 746.550476 Iteration 5Q: 3 clusters Score -158572.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -158725.078125 Penalty: 746.550476 Iteration 6F: 3 clusters Score -158725.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -158863.359375 Penalty: 746.550476 Iteration 7Q: 3 clusters Score -158863.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -158962.390625 Penalty: 746.550476 Iteration 8Q: 3 clusters Score -158962.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -159031.875000 Penalty: 746.550476 Iteration 9Q: 3 clusters Score -159031.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -159071.890625 Penalty: 746.550476 Iteration 10Q: 3 clusters Score -159071.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -159102.171875 Penalty: 746.550476 Iteration 11Q: 3 clusters Score -159102.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -159137.750000 Penalty: 746.550476 Iteration 12Q: 3 clusters Score -159137.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -159169.656250 Penalty: 746.550476 Iteration 13Q: 3 clusters Score -159169.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -159198.312500 Penalty: 746.550476 Iteration 14Q: 3 clusters Score -159198.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -159223.015625 Penalty: 746.550476 Iteration 15Q: 3 clusters Score -159223 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -159238.421875 Penalty: 746.550476 Iteration 16Q: 3 clusters Score -159238.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -159245.968750 Penalty: 746.550476 Iteration 17Q: 3 clusters Score -159246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -159248.359375 Penalty: 746.550476 Iteration 18Q: 3 clusters Score -159248.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -159249.765625 Penalty: 746.550476 Iteration 19Q: 3 clusters Score -159249.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -159253.203125 Penalty: 746.550476 Iteration 20F: 3 clusters Score -159253.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -159255.921875 Penalty: 746.550476 Iteration 21Q: 3 clusters Score -159255.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -159257.531250 Penalty: 746.550476 Iteration 22Q: 3 clusters Score -159257.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -159257.531250 Penalty: 746.550476 Iteration 23F: 3 clusters Score -159257.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -4945.150391 Penalty: 234.474777 Iteration 0F: 2 clusters Score -4945.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -4682.130371 Penalty: 468.949554 Iteration 0F: 3 clusters Score -4682.13 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -4759.573730 Penalty: 468.949554 Iteration 1F: 3 clusters Score -4759.574 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -4797.821289 Penalty: 468.949554 Iteration 2F: 3 clusters Score -4797.821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -4816.670898 Penalty: 468.949554 Iteration 3Q: 3 clusters Score -4816.671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -4829.190430 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -4829.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4842.115723 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -4842.116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -4857.816406 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -4857.816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -4890.364258 Penalty: 468.949554 Iteration 7Q: 3 clusters Score -4890.364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4936.554688 Penalty: 468.949554 Iteration 8Q: 3 clusters Score -4936.555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4954.745605 Penalty: 468.949554 Iteration 9Q: 3 clusters Score -4954.746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -4963.076172 Penalty: 468.949554 Iteration 10Q: 3 clusters Score -4963.076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -4963.955078 Penalty: 468.949554 Iteration 11Q: 3 clusters Score -4963.955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -4963.955078 Penalty: 468.949554 Iteration 12F: 3 clusters Score -4963.955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1662 members Mstep: Class 4 contains 17726 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 707 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 31923 members Mstep: Class 11 contains 5343 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 3579 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 58 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 6188 members Mstep: Class 22 contains 1542 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 3672 members Mstep: Class 25 contains 5091 members Mstep: Class 26 contains 80726 members Mstep: Class 27 contains 2495 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 2902 members Mstep: Class 30 contains 115 members Entering Unmasked Estep Score: -8693594.000000 Penalty: 16695.634766 Splitting cluster 16 changes total score from -8693900.000000 to -8693594.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (2415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Entering Unmasked Estep Score: -109043.859375 Penalty: 354.420166 Iteration 0F: 2 clusters Score -109043.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -107312.210938 Penalty: 708.840332 Iteration 0F: 3 clusters Score -107312.2 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -107978.851562 Penalty: 708.840332 Iteration 1F: 3 clusters Score -107978.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -108145.429688 Penalty: 708.840332 Iteration 2F: 3 clusters Score -108145.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -108279.867188 Penalty: 708.840332 Iteration 3F: 3 clusters Score -108279.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -108392.601562 Penalty: 708.840332 Iteration 4F: 3 clusters Score -108392.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -108504.281250 Penalty: 708.840332 Iteration 5F: 3 clusters Score -108504.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -108587.507812 Penalty: 708.840332 Iteration 6Q: 3 clusters Score -108587.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -108634.437500 Penalty: 708.840332 Iteration 7Q: 3 clusters Score -108634.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -108655.664062 Penalty: 708.840332 Iteration 8Q: 3 clusters Score -108655.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -108661.031250 Penalty: 708.840332 Iteration 9Q: 3 clusters Score -108661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -108664.156250 Penalty: 708.840332 Iteration 10Q: 3 clusters Score -108664.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -108667.234375 Penalty: 708.840332 Iteration 11Q: 3 clusters Score -108667.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -108671.125000 Penalty: 708.840332 Iteration 12Q: 3 clusters Score -108671.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -108673.992188 Penalty: 708.840332 Iteration 13Q: 3 clusters Score -108674 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -108677.515625 Penalty: 708.840332 Iteration 14Q: 3 clusters Score -108677.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -108681.210938 Penalty: 708.840332 Iteration 15Q: 3 clusters Score -108681.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -108682.195312 Penalty: 708.840332 Iteration 16Q: 3 clusters Score -108682.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -108683.445312 Penalty: 708.840332 Iteration 17Q: 3 clusters Score -108683.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -108683.992188 Penalty: 708.840332 Iteration 18Q: 3 clusters Score -108684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -108684.250000 Penalty: 708.840332 Iteration 19Q: 3 clusters Score -108684.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -108684.523438 Penalty: 708.840332 Iteration 20F: 3 clusters Score -108684.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -108684.718750 Penalty: 708.840332 Iteration 21Q: 3 clusters Score -108684.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -108685.789062 Penalty: 708.840332 Iteration 22Q: 3 clusters Score -108685.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -108686.335938 Penalty: 708.840332 Iteration 23Q: 3 clusters Score -108686.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -108686.335938 Penalty: 708.840332 Iteration 24F: 3 clusters Score -108686.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -64044.566406 Penalty: 330.289795 Iteration 0F: 2 clusters Score -64044.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -62982.898438 Penalty: 660.579590 Iteration 0F: 3 clusters Score -62982.9 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -63311.121094 Penalty: 660.579590 Iteration 1F: 3 clusters Score -63311.12 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -63406.152344 Penalty: 660.579590 Iteration 2F: 3 clusters Score -63406.15 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -63476.566406 Penalty: 660.579590 Iteration 3F: 3 clusters Score -63476.57 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -63512.667969 Penalty: 660.579590 Iteration 4F: 3 clusters Score -63512.67 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -63533.546875 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -63533.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -63549.484375 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -63549.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -63559.187500 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -63559.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -63567.500000 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -63567.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -63574.285156 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -63574.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -63578.691406 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -63578.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -63581.800781 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -63581.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -63587.316406 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -63587.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -63593.617188 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -63593.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -63601.742188 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -63601.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -63608.449219 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -63608.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -63613.878906 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -63613.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -63621.460938 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -63621.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -63626.125000 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -63626.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -63630.707031 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -63630.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -63637.820312 Penalty: 660.579590 Iteration 20F: 3 clusters Score -63637.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -63643.562500 Penalty: 660.579590 Iteration 21Q: 3 clusters Score -63643.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -63646.964844 Penalty: 660.579590 Iteration 22Q: 3 clusters Score -63646.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -63651.304688 Penalty: 660.579590 Iteration 23Q: 3 clusters Score -63651.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -63658.195312 Penalty: 660.579590 Iteration 24Q: 3 clusters Score -63658.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -63661.375000 Penalty: 660.579590 Iteration 25Q: 3 clusters Score -63661.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -63664.937500 Penalty: 660.579590 Iteration 26Q: 3 clusters Score -63664.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -63667.570312 Penalty: 660.579590 Iteration 27Q: 3 clusters Score -63667.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -63670.988281 Penalty: 660.579590 Iteration 28Q: 3 clusters Score -63670.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -63672.132812 Penalty: 660.579590 Iteration 29Q: 3 clusters Score -63672.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -63673.382812 Penalty: 660.579590 Iteration 30Q: 3 clusters Score -63673.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -63675.410156 Penalty: 660.579590 Iteration 31Q: 3 clusters Score -63675.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -63675.902344 Penalty: 660.579590 Iteration 32Q: 3 clusters Score -63675.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -63676.144531 Penalty: 660.579590 Iteration 33Q: 3 clusters Score -63676.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -63676.425781 Penalty: 660.579590 Iteration 34Q: 3 clusters Score -63676.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -63676.589844 Penalty: 660.579590 Iteration 35Q: 3 clusters Score -63676.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -63676.972656 Penalty: 660.579590 Iteration 36Q: 3 clusters Score -63676.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -63677.007812 Penalty: 660.579590 Iteration 37Q: 3 clusters Score -63677.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -63677.007812 Penalty: 660.579590 Iteration 38F: 3 clusters Score -63677.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Entering Unmasked Estep Score: -63006.175781 Penalty: 331.521729 Iteration 0F: 2 clusters Score -63006.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -61905.562500 Penalty: 663.043457 Iteration 0F: 3 clusters Score -61905.56 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -62267.464844 Penalty: 663.043457 Iteration 1F: 3 clusters Score -62267.46 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -62338.128906 Penalty: 663.043457 Iteration 2F: 3 clusters Score -62338.13 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -62400.699219 Penalty: 663.043457 Iteration 3F: 3 clusters Score -62400.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -62444.554688 Penalty: 663.043457 Iteration 4Q: 3 clusters Score -62444.55 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -62485.414062 Penalty: 663.043457 Iteration 5Q: 3 clusters Score -62485.41 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -62520.914062 Penalty: 663.043457 Iteration 6Q: 3 clusters Score -62520.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -62557.792969 Penalty: 663.043457 Iteration 7Q: 3 clusters Score -62557.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -62585.164062 Penalty: 663.043457 Iteration 8Q: 3 clusters Score -62585.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -62597.304688 Penalty: 663.043457 Iteration 9Q: 3 clusters Score -62597.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -62605.843750 Penalty: 663.043457 Iteration 10Q: 3 clusters Score -62605.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -62617.859375 Penalty: 663.043457 Iteration 11Q: 3 clusters Score -62617.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -62631.917969 Penalty: 663.043457 Iteration 12Q: 3 clusters Score -62631.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -62645.609375 Penalty: 663.043457 Iteration 13Q: 3 clusters Score -62645.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -62659.105469 Penalty: 663.043457 Iteration 14Q: 3 clusters Score -62659.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -62669.355469 Penalty: 663.043457 Iteration 15Q: 3 clusters Score -62669.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -62677.914062 Penalty: 663.043457 Iteration 16Q: 3 clusters Score -62677.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -62686.156250 Penalty: 663.043457 Iteration 17Q: 3 clusters Score -62686.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -62689.265625 Penalty: 663.043457 Iteration 18Q: 3 clusters Score -62689.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -62693.910156 Penalty: 663.043457 Iteration 19Q: 3 clusters Score -62693.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -62695.804688 Penalty: 663.043457 Iteration 20F: 3 clusters Score -62695.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -62697.484375 Penalty: 663.043457 Iteration 21Q: 3 clusters Score -62697.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -62700.226562 Penalty: 663.043457 Iteration 22Q: 3 clusters Score -62700.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -62700.917969 Penalty: 663.043457 Iteration 23Q: 3 clusters Score -62700.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -62702.621094 Penalty: 663.043457 Iteration 24Q: 3 clusters Score -62702.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -62704.128906 Penalty: 663.043457 Iteration 25Q: 3 clusters Score -62704.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -62705.042969 Penalty: 663.043457 Iteration 26Q: 3 clusters Score -62705.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -62705.042969 Penalty: 663.043457 Iteration 27F: 3 clusters Score -62705.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Entering Unmasked Estep Score: -67261.460938 Penalty: 341.674744 Iteration 0F: 2 clusters Score -67261.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -65931.328125 Penalty: 683.349487 Iteration 0F: 3 clusters Score -65931.33 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -66424.570312 Penalty: 683.349487 Iteration 1F: 3 clusters Score -66424.57 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -66551.664062 Penalty: 683.349487 Iteration 2F: 3 clusters Score -66551.66 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -66656.085938 Penalty: 683.349487 Iteration 3F: 3 clusters Score -66656.09 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -66747.601562 Penalty: 683.349487 Iteration 4F: 3 clusters Score -66747.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -66815.859375 Penalty: 683.349487 Iteration 5Q: 3 clusters Score -66815.86 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -66860.546875 Penalty: 683.349487 Iteration 6Q: 3 clusters Score -66860.55 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -66900.640625 Penalty: 683.349487 Iteration 7Q: 3 clusters Score -66900.64 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -66935.476562 Penalty: 683.349487 Iteration 8Q: 3 clusters Score -66935.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -66973.953125 Penalty: 683.349487 Iteration 9Q: 3 clusters Score -66973.95 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -67013.476562 Penalty: 683.349487 Iteration 10Q: 3 clusters Score -67013.48 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -67053.601562 Penalty: 683.349487 Iteration 11Q: 3 clusters Score -67053.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -67072.390625 Penalty: 683.349487 Iteration 12Q: 3 clusters Score -67072.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -67087.960938 Penalty: 683.349487 Iteration 13Q: 3 clusters Score -67087.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -67094.765625 Penalty: 683.349487 Iteration 14Q: 3 clusters Score -67094.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -67100.570312 Penalty: 683.349487 Iteration 15Q: 3 clusters Score -67100.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -67106.578125 Penalty: 683.349487 Iteration 16Q: 3 clusters Score -67106.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -67112.625000 Penalty: 683.349487 Iteration 17Q: 3 clusters Score -67112.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -67116.703125 Penalty: 683.349487 Iteration 18Q: 3 clusters Score -67116.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -67120.546875 Penalty: 683.349487 Iteration 19Q: 3 clusters Score -67120.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -67130.039062 Penalty: 683.349487 Iteration 20F: 3 clusters Score -67130.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -67136.976562 Penalty: 683.349487 Iteration 21Q: 3 clusters Score -67136.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -67142.210938 Penalty: 683.349487 Iteration 22Q: 3 clusters Score -67142.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -67144.843750 Penalty: 683.349487 Iteration 23Q: 3 clusters Score -67144.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -67147.664062 Penalty: 683.349487 Iteration 24Q: 3 clusters Score -67147.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -67148.796875 Penalty: 683.349487 Iteration 25Q: 3 clusters Score -67148.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -67149.929688 Penalty: 683.349487 Iteration 26Q: 3 clusters Score -67149.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -67151.125000 Penalty: 683.349487 Iteration 27Q: 3 clusters Score -67151.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -67152.093750 Penalty: 683.349487 Iteration 28Q: 3 clusters Score -67152.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -67152.265625 Penalty: 683.349487 Iteration 29Q: 3 clusters Score -67152.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -67152.484375 Penalty: 683.349487 Iteration 30Q: 3 clusters Score -67152.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -67152.484375 Penalty: 683.349487 Iteration 31F: 3 clusters Score -67152.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Entering Unmasked Estep Score: -311172.218750 Penalty: 397.231720 Iteration 0F: 2 clusters Score -311172.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -306984.468750 Penalty: 794.463440 Iteration 0F: 3 clusters Score -306984.5 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -308608.968750 Penalty: 794.463440 Iteration 1F: 3 clusters Score -308609 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -308764.343750 Penalty: 794.463440 Iteration 2F: 3 clusters Score -308764.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -308925.843750 Penalty: 794.463440 Iteration 3F: 3 clusters Score -308925.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -309148.968750 Penalty: 794.463440 Iteration 4F: 3 clusters Score -309149 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -309456.625000 Penalty: 794.463440 Iteration 5F: 3 clusters Score -309456.6 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -309821.531250 Penalty: 794.463440 Iteration 6F: 3 clusters Score -309821.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -310176.468750 Penalty: 794.463440 Iteration 7F: 3 clusters Score -310176.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -310476.687500 Penalty: 794.463440 Iteration 8Q: 3 clusters Score -310476.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -310637.375000 Penalty: 794.463440 Iteration 9Q: 3 clusters Score -310637.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -310728.562500 Penalty: 794.463440 Iteration 10Q: 3 clusters Score -310728.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -310791.218750 Penalty: 794.463440 Iteration 11Q: 3 clusters Score -310791.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -310827.437500 Penalty: 794.463440 Iteration 12Q: 3 clusters Score -310827.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -310853.781250 Penalty: 794.463440 Iteration 13Q: 3 clusters Score -310853.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -310872.687500 Penalty: 794.463440 Iteration 14Q: 3 clusters Score -310872.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -310883.750000 Penalty: 794.463440 Iteration 15Q: 3 clusters Score -310883.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -310885.687500 Penalty: 794.463440 Iteration 16Q: 3 clusters Score -310885.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -310886.468750 Penalty: 794.463440 Iteration 17Q: 3 clusters Score -310886.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -310886.468750 Penalty: 794.463440 Iteration 18F: 3 clusters Score -310886.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -55447.781250 Penalty: 334.008026 Iteration 0F: 2 clusters Score -55447.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -54299.906250 Penalty: 668.016052 Iteration 0F: 3 clusters Score -54299.91 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -54707.164062 Penalty: 668.016052 Iteration 1F: 3 clusters Score -54707.16 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -54833.765625 Penalty: 668.016052 Iteration 2F: 3 clusters Score -54833.77 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -54938.414062 Penalty: 668.016052 Iteration 3F: 3 clusters Score -54938.41 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -55030.523438 Penalty: 668.016052 Iteration 4F: 3 clusters Score -55030.52 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -55110.113281 Penalty: 668.016052 Iteration 5F: 3 clusters Score -55110.11 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -55174.609375 Penalty: 668.016052 Iteration 6Q: 3 clusters Score -55174.61 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -55203.406250 Penalty: 668.016052 Iteration 7Q: 3 clusters Score -55203.41 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -55223.957031 Penalty: 668.016052 Iteration 8Q: 3 clusters Score -55223.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -55233.312500 Penalty: 668.016052 Iteration 9Q: 3 clusters Score -55233.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -55238.539062 Penalty: 668.016052 Iteration 10Q: 3 clusters Score -55238.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -55242.257812 Penalty: 668.016052 Iteration 11Q: 3 clusters Score -55242.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -55246.625000 Penalty: 668.016052 Iteration 12Q: 3 clusters Score -55246.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -55248.593750 Penalty: 668.016052 Iteration 13Q: 3 clusters Score -55248.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -55250.070312 Penalty: 668.016052 Iteration 14Q: 3 clusters Score -55250.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -55250.636719 Penalty: 668.016052 Iteration 15Q: 3 clusters Score -55250.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -55250.953125 Penalty: 668.016052 Iteration 16Q: 3 clusters Score -55250.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -55251.367188 Penalty: 668.016052 Iteration 17Q: 3 clusters Score -55251.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -55252.097656 Penalty: 668.016052 Iteration 18Q: 3 clusters Score -55252.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -55252.996094 Penalty: 668.016052 Iteration 19Q: 3 clusters Score -55253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -55253.949219 Penalty: 668.016052 Iteration 20F: 3 clusters Score -55253.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -55254.542969 Penalty: 668.016052 Iteration 21Q: 3 clusters Score -55254.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -55255.566406 Penalty: 668.016052 Iteration 22Q: 3 clusters Score -55255.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -55255.898438 Penalty: 668.016052 Iteration 23Q: 3 clusters Score -55255.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -55257.042969 Penalty: 668.016052 Iteration 24Q: 3 clusters Score -55257.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -55258.394531 Penalty: 668.016052 Iteration 25Q: 3 clusters Score -55258.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -55259.425781 Penalty: 668.016052 Iteration 26Q: 3 clusters Score -55259.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -55261.363281 Penalty: 668.016052 Iteration 27Q: 3 clusters Score -55261.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -55263.699219 Penalty: 668.016052 Iteration 28Q: 3 clusters Score -55263.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -55265.636719 Penalty: 668.016052 Iteration 29Q: 3 clusters Score -55265.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -55267.183594 Penalty: 668.016052 Iteration 30Q: 3 clusters Score -55267.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -55267.949219 Penalty: 668.016052 Iteration 31Q: 3 clusters Score -55267.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -55267.972656 Penalty: 668.016052 Iteration 32Q: 3 clusters Score -55267.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -55267.972656 Penalty: 668.016052 Iteration 33F: 3 clusters Score -55267.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Entering Unmasked Estep Score: -211154.968750 Penalty: 383.050781 Iteration 0F: 2 clusters Score -211155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -208077.640625 Penalty: 766.101562 Iteration 0F: 3 clusters Score -208077.6 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -209103.796875 Penalty: 766.101562 Iteration 1F: 3 clusters Score -209103.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -209182.203125 Penalty: 766.101562 Iteration 2F: 3 clusters Score -209182.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -209254.734375 Penalty: 766.101562 Iteration 3Q: 3 clusters Score -209254.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -209343.875000 Penalty: 766.101562 Iteration 4Q: 3 clusters Score -209343.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -209442.687500 Penalty: 766.101562 Iteration 5Q: 3 clusters Score -209442.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -209577.375000 Penalty: 766.101562 Iteration 6F: 3 clusters Score -209577.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -209741.203125 Penalty: 766.101562 Iteration 7F: 3 clusters Score -209741.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -209929.718750 Penalty: 766.101562 Iteration 8F: 3 clusters Score -209929.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -210063.437500 Penalty: 766.101562 Iteration 9Q: 3 clusters Score -210063.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -210178.234375 Penalty: 766.101562 Iteration 10Q: 3 clusters Score -210178.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -210241.843750 Penalty: 766.101562 Iteration 11Q: 3 clusters Score -210241.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -210299.468750 Penalty: 766.101562 Iteration 12Q: 3 clusters Score -210299.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -210352.359375 Penalty: 766.101562 Iteration 13Q: 3 clusters Score -210352.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -210399.125000 Penalty: 766.101562 Iteration 14Q: 3 clusters Score -210399.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -210441.625000 Penalty: 766.101562 Iteration 15Q: 3 clusters Score -210441.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -210476.906250 Penalty: 766.101562 Iteration 16Q: 3 clusters Score -210476.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -210514.453125 Penalty: 766.101562 Iteration 17Q: 3 clusters Score -210514.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -210539.281250 Penalty: 766.101562 Iteration 18Q: 3 clusters Score -210539.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -210564.515625 Penalty: 766.101562 Iteration 19Q: 3 clusters Score -210564.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -210592.937500 Penalty: 766.101562 Iteration 20F: 3 clusters Score -210592.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -210616.578125 Penalty: 766.101562 Iteration 21Q: 3 clusters Score -210616.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -210638.046875 Penalty: 766.101562 Iteration 22Q: 3 clusters Score -210638 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -210663.890625 Penalty: 766.101562 Iteration 23Q: 3 clusters Score -210663.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -210689.500000 Penalty: 766.101562 Iteration 24Q: 3 clusters Score -210689.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -210705.578125 Penalty: 766.101562 Iteration 25Q: 3 clusters Score -210705.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -210718.171875 Penalty: 766.101562 Iteration 26Q: 3 clusters Score -210718.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -210725.500000 Penalty: 766.101562 Iteration 27Q: 3 clusters Score -210725.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -210729.109375 Penalty: 766.101562 Iteration 28Q: 3 clusters Score -210729.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -210730.859375 Penalty: 766.101562 Iteration 29Q: 3 clusters Score -210730.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -210735.156250 Penalty: 766.101562 Iteration 30Q: 3 clusters Score -210735.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -210738.203125 Penalty: 766.101562 Iteration 31Q: 3 clusters Score -210738.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -210740.296875 Penalty: 766.101562 Iteration 32Q: 3 clusters Score -210740.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -210741.578125 Penalty: 766.101562 Iteration 33Q: 3 clusters Score -210741.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -210743.625000 Penalty: 766.101562 Iteration 34Q: 3 clusters Score -210743.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -210746.250000 Penalty: 766.101562 Iteration 35Q: 3 clusters Score -210746.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -210749.046875 Penalty: 766.101562 Iteration 36Q: 3 clusters Score -210749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -210750.203125 Penalty: 766.101562 Iteration 37Q: 3 clusters Score -210750.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -210751.640625 Penalty: 766.101562 Iteration 38Q: 3 clusters Score -210751.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -210753.812500 Penalty: 766.101562 Iteration 39Q: 3 clusters Score -210753.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -210754.312500 Penalty: 766.101562 Iteration 40F: 3 clusters Score -210754.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -210755.468750 Penalty: 766.101562 Iteration 41Q: 3 clusters Score -210755.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -210755.562500 Penalty: 766.101562 Iteration 42Q: 3 clusters Score -210755.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -210755.562500 Penalty: 766.101562 Iteration 43F: 3 clusters Score -210755.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Entering Unmasked Estep Score: -131302.734375 Penalty: 373.486359 Iteration 0F: 2 clusters Score -131302.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -128760.796875 Penalty: 746.972717 Iteration 0F: 3 clusters Score -128760.8 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -129765.203125 Penalty: 746.972717 Iteration 1F: 3 clusters Score -129765.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -129921.156250 Penalty: 746.972717 Iteration 2F: 3 clusters Score -129921.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -130057.406250 Penalty: 746.972717 Iteration 3F: 3 clusters Score -130057.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -130172.945312 Penalty: 746.972717 Iteration 4F: 3 clusters Score -130172.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -130271.593750 Penalty: 746.972717 Iteration 5Q: 3 clusters Score -130271.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -130374.085938 Penalty: 746.972717 Iteration 6Q: 3 clusters Score -130374.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -130478.382812 Penalty: 746.972717 Iteration 7Q: 3 clusters Score -130478.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -130574.648438 Penalty: 746.972717 Iteration 8Q: 3 clusters Score -130574.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -130659.984375 Penalty: 746.972717 Iteration 9Q: 3 clusters Score -130660 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -130730.179688 Penalty: 746.972717 Iteration 10Q: 3 clusters Score -130730.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -130777.882812 Penalty: 746.972717 Iteration 11Q: 3 clusters Score -130777.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -130812.945312 Penalty: 746.972717 Iteration 12Q: 3 clusters Score -130812.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -130833.609375 Penalty: 746.972717 Iteration 13Q: 3 clusters Score -130833.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -130858.140625 Penalty: 746.972717 Iteration 14Q: 3 clusters Score -130858.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -130877.398438 Penalty: 746.972717 Iteration 15Q: 3 clusters Score -130877.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -130895.992188 Penalty: 746.972717 Iteration 16Q: 3 clusters Score -130896 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -130911.187500 Penalty: 746.972717 Iteration 17Q: 3 clusters Score -130911.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -130924.796875 Penalty: 746.972717 Iteration 18Q: 3 clusters Score -130924.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -130931.687500 Penalty: 746.972717 Iteration 19Q: 3 clusters Score -130931.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -130937.312500 Penalty: 746.972717 Iteration 20F: 3 clusters Score -130937.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -130944.609375 Penalty: 746.972717 Iteration 21Q: 3 clusters Score -130944.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -130955.054688 Penalty: 746.972717 Iteration 22Q: 3 clusters Score -130955.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -130964.960938 Penalty: 746.972717 Iteration 23Q: 3 clusters Score -130965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -130969.757812 Penalty: 746.972717 Iteration 24Q: 3 clusters Score -130969.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -130974.234375 Penalty: 746.972717 Iteration 25Q: 3 clusters Score -130974.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -130977.734375 Penalty: 746.972717 Iteration 26Q: 3 clusters Score -130977.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -130980.171875 Penalty: 746.972717 Iteration 27Q: 3 clusters Score -130980.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -130981.898438 Penalty: 746.972717 Iteration 28Q: 3 clusters Score -130981.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -130982.507812 Penalty: 746.972717 Iteration 29Q: 3 clusters Score -130982.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -130982.625000 Penalty: 746.972717 Iteration 30Q: 3 clusters Score -130982.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -130982.625000 Penalty: 746.972717 Iteration 31F: 3 clusters Score -130982.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5091 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Entering Unmasked Estep Score: -192935.250000 Penalty: 388.352936 Iteration 0F: 2 clusters Score -192935.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -189431.953125 Penalty: 776.705872 Iteration 0F: 3 clusters Score -189432 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -190807.984375 Penalty: 776.705872 Iteration 1F: 3 clusters Score -190808 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -191036.468750 Penalty: 776.705872 Iteration 2F: 3 clusters Score -191036.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -191261.906250 Penalty: 776.705872 Iteration 3F: 3 clusters Score -191261.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -191448.312500 Penalty: 776.705872 Iteration 4F: 3 clusters Score -191448.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -191615.937500 Penalty: 776.705872 Iteration 5F: 3 clusters Score -191615.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -191782.500000 Penalty: 776.705872 Iteration 6Q: 3 clusters Score -191782.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -191966.609375 Penalty: 776.705872 Iteration 7Q: 3 clusters Score -191966.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -192159.937500 Penalty: 776.705872 Iteration 8Q: 3 clusters Score -192159.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -192321.156250 Penalty: 776.705872 Iteration 9Q: 3 clusters Score -192321.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -192437.890625 Penalty: 776.705872 Iteration 10Q: 3 clusters Score -192437.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -192499.812500 Penalty: 776.705872 Iteration 11Q: 3 clusters Score -192499.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -192541.828125 Penalty: 776.705872 Iteration 12Q: 3 clusters Score -192541.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -192572.656250 Penalty: 776.705872 Iteration 13Q: 3 clusters Score -192572.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -192589.265625 Penalty: 776.705872 Iteration 14Q: 3 clusters Score -192589.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -192602.468750 Penalty: 776.705872 Iteration 15Q: 3 clusters Score -192602.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -192611.687500 Penalty: 776.705872 Iteration 16Q: 3 clusters Score -192611.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -192618.546875 Penalty: 776.705872 Iteration 17Q: 3 clusters Score -192618.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -192625.937500 Penalty: 776.705872 Iteration 18Q: 3 clusters Score -192625.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -192635.765625 Penalty: 776.705872 Iteration 19Q: 3 clusters Score -192635.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -192642.046875 Penalty: 776.705872 Iteration 20F: 3 clusters Score -192642 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -192646.546875 Penalty: 776.705872 Iteration 21Q: 3 clusters Score -192646.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -192650.328125 Penalty: 776.705872 Iteration 22Q: 3 clusters Score -192650.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -192654.531250 Penalty: 776.705872 Iteration 23Q: 3 clusters Score -192654.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -192655.671875 Penalty: 776.705872 Iteration 24Q: 3 clusters Score -192655.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -192657.500000 Penalty: 776.705872 Iteration 25Q: 3 clusters Score -192657.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -192661.062500 Penalty: 776.705872 Iteration 26Q: 3 clusters Score -192661.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -192665.187500 Penalty: 776.705872 Iteration 27Q: 3 clusters Score -192665.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -192668.468750 Penalty: 776.705872 Iteration 28Q: 3 clusters Score -192668.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -192672.437500 Penalty: 776.705872 Iteration 29Q: 3 clusters Score -192672.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -192676.390625 Penalty: 776.705872 Iteration 30Q: 3 clusters Score -192676.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -192680.031250 Penalty: 776.705872 Iteration 31Q: 3 clusters Score -192680 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -192684.500000 Penalty: 776.705872 Iteration 32Q: 3 clusters Score -192684.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -192686.796875 Penalty: 776.705872 Iteration 33Q: 3 clusters Score -192686.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -192689.390625 Penalty: 776.705872 Iteration 34Q: 3 clusters Score -192689.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -192690.937500 Penalty: 776.705872 Iteration 35Q: 3 clusters Score -192690.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -192692.500000 Penalty: 776.705872 Iteration 36Q: 3 clusters Score -192692.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -192692.953125 Penalty: 776.705872 Iteration 37Q: 3 clusters Score -192693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -192693.625000 Penalty: 776.705872 Iteration 38Q: 3 clusters Score -192693.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -192695.593750 Penalty: 776.705872 Iteration 39Q: 3 clusters Score -192695.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -192697.812500 Penalty: 776.705872 Iteration 40F: 3 clusters Score -192697.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -192701.640625 Penalty: 776.705872 Iteration 41Q: 3 clusters Score -192701.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -192703.593750 Penalty: 776.705872 Iteration 42Q: 3 clusters Score -192703.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -192711.343750 Penalty: 776.705872 Iteration 43Q: 3 clusters Score -192711.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -192719.109375 Penalty: 776.705872 Iteration 44Q: 3 clusters Score -192719.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -192727.328125 Penalty: 776.705872 Iteration 45Q: 3 clusters Score -192727.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -192734.875000 Penalty: 776.705872 Iteration 46Q: 3 clusters Score -192734.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -192741.531250 Penalty: 776.705872 Iteration 47Q: 3 clusters Score -192741.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -192748.453125 Penalty: 776.705872 Iteration 48Q: 3 clusters Score -192748.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -192753.843750 Penalty: 776.705872 Iteration 49Q: 3 clusters Score -192753.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -192756.406250 Penalty: 776.705872 Iteration 50Q: 3 clusters Score -192756.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -192761.187500 Penalty: 776.705872 Iteration 51Q: 3 clusters Score -192761.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -192766.015625 Penalty: 776.705872 Iteration 52Q: 3 clusters Score -192766 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -192769.312500 Penalty: 776.705872 Iteration 53Q: 3 clusters Score -192769.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -192771.343750 Penalty: 776.705872 Iteration 54Q: 3 clusters Score -192771.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -192771.828125 Penalty: 776.705872 Iteration 55Q: 3 clusters Score -192771.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -192771.812500 Penalty: 776.705872 Iteration 56Q: 3 clusters Score -192771.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -192771.812500 Penalty: 776.705872 Iteration 57F: 3 clusters Score -192771.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (80726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80726 members Entering Unmasked Estep Score: -3695880.250000 Penalty: 514.096130 Iteration 0F: 2 clusters Score -3695880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40088 members Mstep: Class 2 contains 40638 members Entering Unmasked Estep Score: -3641506.000000 Penalty: 1028.192261 Iteration 0F: 3 clusters Score -3641506 nChanged 39444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32026 members Mstep: Class 2 contains 48700 members Entering Unmasked Estep Score: -3667267.250000 Penalty: 1028.192261 Iteration 1F: 3 clusters Score -3667267 nChanged 5826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26924 members Mstep: Class 2 contains 53802 members Entering Unmasked Estep Score: -3671166.500000 Penalty: 1028.192261 Iteration 2F: 3 clusters Score -3671166 nChanged 6755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 60117 members Entering Unmasked Estep Score: -3676682.000000 Penalty: 1028.192261 Iteration 3F: 3 clusters Score -3676682 nChanged 6604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14237 members Mstep: Class 2 contains 66489 members Entering Unmasked Estep Score: -3682615.500000 Penalty: 1028.192261 Iteration 4F: 3 clusters Score -3682616 nChanged 5309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 71738 members Entering Unmasked Estep Score: -3687485.750000 Penalty: 1028.192261 Iteration 5F: 3 clusters Score -3687486 nChanged 3893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 75615 members Entering Unmasked Estep Score: -3691153.500000 Penalty: 1028.192261 Iteration 6Q: 3 clusters Score -3691154 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 78013 members Entering Unmasked Estep Score: -3693374.750000 Penalty: 1028.192261 Iteration 7Q: 3 clusters Score -3693375 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 79296 members Entering Unmasked Estep Score: -3694533.500000 Penalty: 1028.192261 Iteration 8Q: 3 clusters Score -3694534 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 79876 members Entering Unmasked Estep Score: -3695074.000000 Penalty: 1028.192261 Iteration 9Q: 3 clusters Score -3695074 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 80121 members Entering Unmasked Estep Score: -3695293.000000 Penalty: 1028.192261 Iteration 10Q: 3 clusters Score -3695293 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 80257 members Entering Unmasked Estep Score: -3695393.000000 Penalty: 1028.192261 Iteration 11Q: 3 clusters Score -3695393 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 80318 members Entering Unmasked Estep Score: -3695429.000000 Penalty: 1028.192261 Iteration 12Q: 3 clusters Score -3695429 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 80365 members Entering Unmasked Estep Score: -3695448.750000 Penalty: 1028.192261 Iteration 13Q: 3 clusters Score -3695449 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 80386 members Entering Unmasked Estep Score: -3695461.500000 Penalty: 1028.192261 Iteration 14Q: 3 clusters Score -3695462 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 80402 members Entering Unmasked Estep Score: -3695461.500000 Penalty: 1028.192261 Iteration 15Q: 3 clusters Score -3695462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 80411 members Entering Unmasked Estep Score: -3695462.250000 Penalty: 1028.192261 Iteration 16Q: 3 clusters Score -3695462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 80420 members Entering Unmasked Estep Score: -3695467.250000 Penalty: 1028.192261 Iteration 17Q: 3 clusters Score -3695467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 80427 members Entering Unmasked Estep Score: -3695467.750000 Penalty: 1028.192261 Iteration 18Q: 3 clusters Score -3695468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 80437 members Entering Unmasked Estep Score: -3695473.000000 Penalty: 1028.192261 Iteration 19Q: 3 clusters Score -3695473 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 80450 members Entering Unmasked Estep Score: -3695475.000000 Penalty: 1028.192261 Iteration 20F: 3 clusters Score -3695475 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 80464 members Entering Unmasked Estep Score: -3695488.000000 Penalty: 1028.192261 Iteration 21Q: 3 clusters Score -3695488 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 80472 members Entering Unmasked Estep Score: -3695491.750000 Penalty: 1028.192261 Iteration 22Q: 3 clusters Score -3695492 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 80479 members Entering Unmasked Estep Score: -3695493.000000 Penalty: 1028.192261 Iteration 23Q: 3 clusters Score -3695493 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 80486 members Entering Unmasked Estep Score: -3695499.750000 Penalty: 1028.192261 Iteration 24Q: 3 clusters Score -3695500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 80492 members Entering Unmasked Estep Score: -3695507.000000 Penalty: 1028.192261 Iteration 25Q: 3 clusters Score -3695507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 80497 members Entering Unmasked Estep Score: -3695509.000000 Penalty: 1028.192261 Iteration 26Q: 3 clusters Score -3695509 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 80500 members Entering Unmasked Estep Score: -3695510.750000 Penalty: 1028.192261 Iteration 27Q: 3 clusters Score -3695511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 80500 members Entering Unmasked Estep Score: -3695511.500000 Penalty: 1028.192261 Iteration 28Q: 3 clusters Score -3695512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 80501 members Entering Unmasked Estep Score: -3695512.500000 Penalty: 1028.192261 Iteration 29Q: 3 clusters Score -3695512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 80503 members Entering Unmasked Estep Score: -3695513.000000 Penalty: 1028.192261 Iteration 30Q: 3 clusters Score -3695513 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 80503 members Entering Unmasked Estep Score: -3695514.750000 Penalty: 1028.192261 Iteration 31Q: 3 clusters Score -3695515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 80507 members Entering Unmasked Estep Score: -3695517.250000 Penalty: 1028.192261 Iteration 32Q: 3 clusters Score -3695517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 80507 members Entering Unmasked Estep Score: -3695517.250000 Penalty: 1028.192261 Iteration 33F: 3 clusters Score -3695517 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Entering Unmasked Estep Score: -123607.226562 Penalty: 355.902985 Iteration 0F: 2 clusters Score -123607.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -121847.398438 Penalty: 711.805969 Iteration 0F: 3 clusters Score -121847.4 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -122491.226562 Penalty: 711.805969 Iteration 1F: 3 clusters Score -122491.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -122692.570312 Penalty: 711.805969 Iteration 2F: 3 clusters Score -122692.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -122926.109375 Penalty: 711.805969 Iteration 3F: 3 clusters Score -122926.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -123099.195312 Penalty: 711.805969 Iteration 4F: 3 clusters Score -123099.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -123180.664062 Penalty: 711.805969 Iteration 5Q: 3 clusters Score -123180.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -123231.054688 Penalty: 711.805969 Iteration 6Q: 3 clusters Score -123231.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -123253.890625 Penalty: 711.805969 Iteration 7Q: 3 clusters Score -123253.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -123265.046875 Penalty: 711.805969 Iteration 8Q: 3 clusters Score -123265 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -123276.328125 Penalty: 711.805969 Iteration 9Q: 3 clusters Score -123276.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -123282.093750 Penalty: 711.805969 Iteration 10Q: 3 clusters Score -123282.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -123286.585938 Penalty: 711.805969 Iteration 11Q: 3 clusters Score -123286.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -123291.898438 Penalty: 711.805969 Iteration 12Q: 3 clusters Score -123291.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -123299.203125 Penalty: 711.805969 Iteration 13Q: 3 clusters Score -123299.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -123306.593750 Penalty: 711.805969 Iteration 14Q: 3 clusters Score -123306.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -123312.281250 Penalty: 711.805969 Iteration 15Q: 3 clusters Score -123312.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -123321.054688 Penalty: 711.805969 Iteration 16Q: 3 clusters Score -123321.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -123325.054688 Penalty: 711.805969 Iteration 17Q: 3 clusters Score -123325.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -123328.000000 Penalty: 711.805969 Iteration 18Q: 3 clusters Score -123328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -123329.007812 Penalty: 711.805969 Iteration 19Q: 3 clusters Score -123329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -123329.125000 Penalty: 711.805969 Iteration 20F: 3 clusters Score -123329.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Entering Unmasked Estep Score: -20335.880859 Penalty: 283.217407 Iteration 0F: 2 clusters Score -20335.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -19819.296875 Penalty: 566.434814 Iteration 0F: 3 clusters Score -19819.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -19970.162109 Penalty: 566.434814 Iteration 1F: 3 clusters Score -19970.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -20012.224609 Penalty: 566.434814 Iteration 2F: 3 clusters Score -20012.22 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -20033.742188 Penalty: 566.434814 Iteration 3F: 3 clusters Score -20033.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20044.421875 Penalty: 566.434814 Iteration 4Q: 3 clusters Score -20044.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20052.519531 Penalty: 566.434814 Iteration 5Q: 3 clusters Score -20052.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -20063.349609 Penalty: 566.434814 Iteration 6Q: 3 clusters Score -20063.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -20071.199219 Penalty: 566.434814 Iteration 7Q: 3 clusters Score -20071.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -20079.142578 Penalty: 566.434814 Iteration 8Q: 3 clusters Score -20079.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -20090.277344 Penalty: 566.434814 Iteration 9Q: 3 clusters Score -20090.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20096.523438 Penalty: 566.434814 Iteration 10Q: 3 clusters Score -20096.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -20100.671875 Penalty: 566.434814 Iteration 11Q: 3 clusters Score -20100.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -20103.410156 Penalty: 566.434814 Iteration 12Q: 3 clusters Score -20103.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -20106.267578 Penalty: 566.434814 Iteration 13Q: 3 clusters Score -20106.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -20116.046875 Penalty: 566.434814 Iteration 14Q: 3 clusters Score -20116.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -20128.923828 Penalty: 566.434814 Iteration 15Q: 3 clusters Score -20128.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20137.236328 Penalty: 566.434814 Iteration 16Q: 3 clusters Score -20137.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -20146.437500 Penalty: 566.434814 Iteration 17Q: 3 clusters Score -20146.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -20152.218750 Penalty: 566.434814 Iteration 18Q: 3 clusters Score -20152.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -20158.826172 Penalty: 566.434814 Iteration 19Q: 3 clusters Score -20158.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -20161.093750 Penalty: 566.434814 Iteration 20F: 3 clusters Score -20161.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -20162.347656 Penalty: 566.434814 Iteration 21Q: 3 clusters Score -20162.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -20163.722656 Penalty: 566.434814 Iteration 22Q: 3 clusters Score -20163.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -20165.068359 Penalty: 566.434814 Iteration 23Q: 3 clusters Score -20165.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -20165.955078 Penalty: 566.434814 Iteration 24Q: 3 clusters Score -20165.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -20166.117188 Penalty: 566.434814 Iteration 25Q: 3 clusters Score -20166.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -20166.232422 Penalty: 566.434814 Iteration 26Q: 3 clusters Score -20166.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -20166.232422 Penalty: 566.434814 Iteration 27F: 3 clusters Score -20166.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Entering Unmasked Estep Score: -142842.687500 Penalty: 362.778564 Iteration 0F: 2 clusters Score -142842.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -140837.984375 Penalty: 725.557129 Iteration 0F: 3 clusters Score -140838 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -141567.937500 Penalty: 725.557129 Iteration 1F: 3 clusters Score -141567.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -141666.078125 Penalty: 725.557129 Iteration 2F: 3 clusters Score -141666.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -141757.234375 Penalty: 725.557129 Iteration 3F: 3 clusters Score -141757.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -141861.296875 Penalty: 725.557129 Iteration 4Q: 3 clusters Score -141861.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -141974.734375 Penalty: 725.557129 Iteration 5Q: 3 clusters Score -141974.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -142100.296875 Penalty: 725.557129 Iteration 6Q: 3 clusters Score -142100.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -142189.921875 Penalty: 725.557129 Iteration 7Q: 3 clusters Score -142189.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -142256.203125 Penalty: 725.557129 Iteration 8Q: 3 clusters Score -142256.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -142294.093750 Penalty: 725.557129 Iteration 9Q: 3 clusters Score -142294.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -142319.578125 Penalty: 725.557129 Iteration 10Q: 3 clusters Score -142319.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -142339.375000 Penalty: 725.557129 Iteration 11Q: 3 clusters Score -142339.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -142355.546875 Penalty: 725.557129 Iteration 12Q: 3 clusters Score -142355.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -142368.281250 Penalty: 725.557129 Iteration 13Q: 3 clusters Score -142368.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -142377.812500 Penalty: 725.557129 Iteration 14Q: 3 clusters Score -142377.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -142386.031250 Penalty: 725.557129 Iteration 15Q: 3 clusters Score -142386 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -142394.906250 Penalty: 725.557129 Iteration 16Q: 3 clusters Score -142394.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -142401.203125 Penalty: 725.557129 Iteration 17Q: 3 clusters Score -142401.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -142403.078125 Penalty: 725.557129 Iteration 18Q: 3 clusters Score -142403.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -142404.953125 Penalty: 725.557129 Iteration 19Q: 3 clusters Score -142405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -142405.781250 Penalty: 725.557129 Iteration 20F: 3 clusters Score -142405.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -142407.546875 Penalty: 725.557129 Iteration 21Q: 3 clusters Score -142407.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -142410.062500 Penalty: 725.557129 Iteration 22Q: 3 clusters Score -142410.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -142412.828125 Penalty: 725.557129 Iteration 23Q: 3 clusters Score -142412.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -142415.109375 Penalty: 725.557129 Iteration 24Q: 3 clusters Score -142415.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -142417.015625 Penalty: 725.557129 Iteration 25Q: 3 clusters Score -142417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -142419.656250 Penalty: 725.557129 Iteration 26Q: 3 clusters Score -142419.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -142423.062500 Penalty: 725.557129 Iteration 27Q: 3 clusters Score -142423.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -142424.250000 Penalty: 725.557129 Iteration 28Q: 3 clusters Score -142424.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -142425.640625 Penalty: 725.557129 Iteration 29Q: 3 clusters Score -142425.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -142427.531250 Penalty: 725.557129 Iteration 30Q: 3 clusters Score -142427.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -142428.656250 Penalty: 725.557129 Iteration 31Q: 3 clusters Score -142428.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -142429.000000 Penalty: 725.557129 Iteration 32Q: 3 clusters Score -142429 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -142430.265625 Penalty: 725.557129 Iteration 33Q: 3 clusters Score -142430.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -142431.984375 Penalty: 725.557129 Iteration 34Q: 3 clusters Score -142432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -142433.343750 Penalty: 725.557129 Iteration 35Q: 3 clusters Score -142433.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -142434.359375 Penalty: 725.557129 Iteration 36Q: 3 clusters Score -142434.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -142434.593750 Penalty: 725.557129 Iteration 37Q: 3 clusters Score -142434.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -142434.687500 Penalty: 725.557129 Iteration 38Q: 3 clusters Score -142434.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -142434.812500 Penalty: 725.557129 Iteration 39Q: 3 clusters Score -142434.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -142434.812500 Penalty: 725.557129 Iteration 40F: 3 clusters Score -142434.8 nChanged 0 21->30 Clusters: Score -8693900.000000, best is -8692637.000000 THE BEST YET! Main iterations: 467 (time per=1026.459590ms) Total iterations: 13777 (time per=34.793978ms) Iterations metric 2: 35654918144.000000 (time per=13.444334ns) Iterations metric 3: 427855872000.000000 (time per=1120.369404ps) That took 479.356628 seconds.